[5/3000] Train loss: 6.15357, Valid loss: 6.34551, Elapsed_time: 2.95216 Current_accuracy : 0.000, Current_norm_ED : 0.0175 Best_accuracy : 0.000, Best_norm_ED : 0.0175 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8902 | 9 | 0.0000 False 9970 | | 0.0000 False -------------------------------------------------------------------------------- [10/3000] Train loss: 3.34047, Valid loss: 3.03158, Elapsed_time: 5.17482 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0175 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8030 | | 0.1430 False 5334 | | 0.1017 False -------------------------------------------------------------------------------- [15/3000] Train loss: 3.26479, Valid loss: 3.18853, Elapsed_time: 6.36603 Current_accuracy : 0.000, Current_norm_ED : 0.0013 Best_accuracy : 0.000, Best_norm_ED : 0.0175 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3389 | | 0.0001 False 8939 | | 0.0001 False -------------------------------------------------------------------------------- [20/3000] Train loss: 3.23361, Valid loss: 3.39625, Elapsed_time: 7.56896 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0175 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9922 | | 0.1028 False 6391 | | 0.1172 False -------------------------------------------------------------------------------- [25/3000] Train loss: 2.94147, Valid loss: 2.93139, Elapsed_time: 8.70730 Current_accuracy : 0.000, Current_norm_ED : 0.1437 Best_accuracy : 0.000, Best_norm_ED : 0.1437 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6825 | 87 | 0.0000 False 5827 | 847 | 0.0000 False -------------------------------------------------------------------------------- [30/3000] Train loss: 2.72880, Valid loss: 2.55377, Elapsed_time: 10.23276 Current_accuracy : 0.000, Current_norm_ED : 0.1525 Best_accuracy : 0.000, Best_norm_ED : 0.1525 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2981 | 03 | 0.0004 False 5904 | 98 | 0.0006 False -------------------------------------------------------------------------------- [35/3000] Train loss: 2.54151, Valid loss: 2.79385, Elapsed_time: 12.38323 Current_accuracy : 0.000, Current_norm_ED : 0.1512 Best_accuracy : 0.000, Best_norm_ED : 0.1525 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2917 | 88 | 0.0001 False 6373 | 96 | 0.0004 False -------------------------------------------------------------------------------- [40/3000] Train loss: 2.57235, Valid loss: 2.61277, Elapsed_time: 13.64581 Current_accuracy : 0.000, Current_norm_ED : 0.1487 Best_accuracy : 0.000, Best_norm_ED : 0.1525 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0311 | 81 | 0.0017 False 2078 | 79 | 0.0040 False -------------------------------------------------------------------------------- [45/3000] Train loss: 2.69158, Valid loss: 2.52850, Elapsed_time: 14.85014 Current_accuracy : 0.000, Current_norm_ED : 0.1625 Best_accuracy : 0.000, Best_norm_ED : 0.1625 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2117 | 23 | 0.0010 False 0998 | 8683 | 0.0005 False -------------------------------------------------------------------------------- [50/3000] Train loss: 2.53711, Valid loss: 2.78197, Elapsed_time: 16.41474 Current_accuracy : 0.000, Current_norm_ED : 0.1850 Best_accuracy : 0.000, Best_norm_ED : 0.1850 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0998 | 680 | 0.0003 False 2140 | 670 | 0.0002 False -------------------------------------------------------------------------------- [55/3000] Train loss: 2.71310, Valid loss: 2.56376, Elapsed_time: 17.93715 Current_accuracy : 0.000, Current_norm_ED : 0.1825 Best_accuracy : 0.000, Best_norm_ED : 0.1850 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5187 | 612 | 0.0009 False 9490 | 12 | 0.0010 False -------------------------------------------------------------------------------- [60/3000] Train loss: 2.56938, Valid loss: 2.49067, Elapsed_time: 19.23602 Current_accuracy : 0.000, Current_norm_ED : 0.1938 Best_accuracy : 0.000, Best_norm_ED : 0.1938 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3305 | 69 | 0.0023 False 2605 | 249 | 0.0010 False -------------------------------------------------------------------------------- [65/3000] Train loss: 2.43882, Valid loss: 2.42865, Elapsed_time: 21.22233 Current_accuracy : 0.000, Current_norm_ED : 0.1900 Best_accuracy : 0.000, Best_norm_ED : 0.1938 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6323 | 872 | 0.0010 False 5634 | 88 | 0.0030 False -------------------------------------------------------------------------------- [70/3000] Train loss: 2.27009, Valid loss: 2.47390, Elapsed_time: 22.55902 Current_accuracy : 0.000, Current_norm_ED : 0.2025 Best_accuracy : 0.000, Best_norm_ED : 0.2025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0786 | 96 | 0.0026 False 0439 | 96 | 0.0040 False -------------------------------------------------------------------------------- [75/3000] Train loss: 2.23733, Valid loss: 2.91662, Elapsed_time: 24.11343 Current_accuracy : 0.000, Current_norm_ED : 0.1600 Best_accuracy : 0.000, Best_norm_ED : 0.2025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7654 | 19 | 0.0082 False 4977 | 92 | 0.0185 False -------------------------------------------------------------------------------- [80/3000] Train loss: 2.25114, Valid loss: 2.09856, Elapsed_time: 25.32910 Current_accuracy : 0.500, Current_norm_ED : 0.3000 Best_accuracy : 0.500, Best_norm_ED : 0.3000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0083 | 5450 | 0.0024 False 9300 | 0450 | 0.0020 False -------------------------------------------------------------------------------- [85/3000] Train loss: 2.05935, Valid loss: 2.08270, Elapsed_time: 27.19194 Current_accuracy : 0.500, Current_norm_ED : 0.2750 Best_accuracy : 0.500, Best_norm_ED : 0.3000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8641 | 81 | 0.0287 False 9005 | 883 | 0.0034 False -------------------------------------------------------------------------------- [90/3000] Train loss: 1.99991, Valid loss: 1.93836, Elapsed_time: 28.48985 Current_accuracy : 0.000, Current_norm_ED : 0.3100 Best_accuracy : 0.500, Best_norm_ED : 0.3100 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2117 | 217 | 0.0247 False 0311 | 321 | 0.0068 False -------------------------------------------------------------------------------- [95/3000] Train loss: 1.95297, Valid loss: 1.96147, Elapsed_time: 30.03802 Current_accuracy : 0.500, Current_norm_ED : 0.3463 Best_accuracy : 0.500, Best_norm_ED : 0.3463 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7933 | 787 | 0.0133 False 5183 | 211 | 0.0143 False -------------------------------------------------------------------------------- [100/3000] Train loss: 1.75126, Valid loss: 2.28678, Elapsed_time: 32.01515 Current_accuracy : 0.000, Current_norm_ED : 0.2650 Best_accuracy : 0.500, Best_norm_ED : 0.3463 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3563 | 237 | 0.0085 False 7278 | 714 | 0.0250 False -------------------------------------------------------------------------------- [105/3000] Train loss: 1.66075, Valid loss: 1.69766, Elapsed_time: 33.26302 Current_accuracy : 1.000, Current_norm_ED : 0.3912 Best_accuracy : 1.000, Best_norm_ED : 0.3912 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0132 | 312 | 0.0204 False 3019 | 329 | 0.0131 False -------------------------------------------------------------------------------- [110/3000] Train loss: 1.62794, Valid loss: 1.67672, Elapsed_time: 35.10927 Current_accuracy : 0.500, Current_norm_ED : 0.3975 Best_accuracy : 1.000, Best_norm_ED : 0.3975 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5912 | 561 | 0.0115 False 7475 | 1575 | 0.0081 False -------------------------------------------------------------------------------- [115/3000] Train loss: 1.57964, Valid loss: 1.43861, Elapsed_time: 36.69273 Current_accuracy : 1.500, Current_norm_ED : 0.4650 Best_accuracy : 1.500, Best_norm_ED : 0.4650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6391 | 6361 | 0.0397 False 9754 | 674 | 0.0699 False -------------------------------------------------------------------------------- [120/3000] Train loss: 1.49971, Valid loss: 1.65772, Elapsed_time: 38.62244 Current_accuracy : 3.500, Current_norm_ED : 0.4250 Best_accuracy : 3.500, Best_norm_ED : 0.4650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8476 | 6116 | 0.0258 False 8030 | 652 | 0.0295 False -------------------------------------------------------------------------------- [125/3000] Train loss: 1.40676, Valid loss: 1.52045, Elapsed_time: 40.14887 Current_accuracy : 2.000, Current_norm_ED : 0.4437 Best_accuracy : 3.500, Best_norm_ED : 0.4650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5464 | 344 | 0.0452 False 7747 | 127 | 0.0392 False -------------------------------------------------------------------------------- [130/3000] Train loss: 1.54655, Valid loss: 1.79015, Elapsed_time: 41.71537 Current_accuracy : 0.000, Current_norm_ED : 0.3713 Best_accuracy : 3.500, Best_norm_ED : 0.4650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3279 | 4218 | 0.0253 False 3031 | 281 | 0.0481 False -------------------------------------------------------------------------------- [135/3000] Train loss: 1.30307, Valid loss: 1.38107, Elapsed_time: 43.03498 Current_accuracy : 2.500, Current_norm_ED : 0.4913 Best_accuracy : 3.500, Best_norm_ED : 0.4913 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8858 | 88 | 0.0277 False 2521 | 21 | 0.0553 False -------------------------------------------------------------------------------- [140/3000] Train loss: 1.21187, Valid loss: 1.04129, Elapsed_time: 44.57135 Current_accuracy : 16.000, Current_norm_ED : 0.6475 Best_accuracy : 16.000, Best_norm_ED : 0.6475 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9545 | 9545 | 0.0689 True 3031 | 3051 | 0.0419 False -------------------------------------------------------------------------------- [145/3000] Train loss: 1.07772, Valid loss: 1.43619, Elapsed_time: 46.39222 Current_accuracy : 5.000, Current_norm_ED : 0.5225 Best_accuracy : 16.000, Best_norm_ED : 0.6475 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0261 | 0281 | 0.0511 False 1040 | 7040 | 0.1996 False -------------------------------------------------------------------------------- [150/3000] Train loss: 1.22868, Valid loss: 1.10018, Elapsed_time: 47.66377 Current_accuracy : 9.500, Current_norm_ED : 0.5938 Best_accuracy : 16.000, Best_norm_ED : 0.6475 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8194 | 6154 | 0.1242 False 9011 | 601 | 0.0859 False -------------------------------------------------------------------------------- [155/3000] Train loss: 1.28918, Valid loss: 1.28745, Elapsed_time: 48.93904 Current_accuracy : 7.000, Current_norm_ED : 0.5650 Best_accuracy : 16.000, Best_norm_ED : 0.6475 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7051 | 7051 | 0.2398 True 3854 | 3954 | 0.0916 False -------------------------------------------------------------------------------- [160/3000] Train loss: 1.06411, Valid loss: 0.93347, Elapsed_time: 50.52619 Current_accuracy : 18.000, Current_norm_ED : 0.6950 Best_accuracy : 18.000, Best_norm_ED : 0.6950 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4044 | 404 | 0.1277 False 6373 | 6213 | 0.0557 False -------------------------------------------------------------------------------- [165/3000] Train loss: 0.88634, Valid loss: 0.83541, Elapsed_time: 52.39945 Current_accuracy : 17.000, Current_norm_ED : 0.6825 Best_accuracy : 18.000, Best_norm_ED : 0.6950 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3563 | 3563 | 0.1226 True 9329 | 9319 | 0.1937 False -------------------------------------------------------------------------------- [170/3000] Train loss: 0.87776, Valid loss: 0.85672, Elapsed_time: 53.66002 Current_accuracy : 22.500, Current_norm_ED : 0.7000 Best_accuracy : 22.500, Best_norm_ED : 0.7000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1475 | 1425 | 0.2551 False 9436 | 9436 | 0.1994 True -------------------------------------------------------------------------------- [175/3000] Train loss: 0.90798, Valid loss: 0.73495, Elapsed_time: 55.50740 Current_accuracy : 23.500, Current_norm_ED : 0.7025 Best_accuracy : 23.500, Best_norm_ED : 0.7025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6014 | 8014 | 0.4192 False 3982 | 3962 | 0.1077 False -------------------------------------------------------------------------------- [180/3000] Train loss: 0.82042, Valid loss: 1.21454, Elapsed_time: 57.32551 Current_accuracy : 15.500, Current_norm_ED : 0.6438 Best_accuracy : 23.500, Best_norm_ED : 0.7025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7408 | 7408 | 0.0574 True 4313 | 4313 | 0.2984 True -------------------------------------------------------------------------------- [185/3000] Train loss: 0.76020, Valid loss: 0.64336, Elapsed_time: 58.56036 Current_accuracy : 30.500, Current_norm_ED : 0.7700 Best_accuracy : 30.500, Best_norm_ED : 0.7700 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7731 | 71 | 0.2428 False 9139 | 9139 | 0.3392 True -------------------------------------------------------------------------------- [190/3000] Train loss: 0.69643, Valid loss: 1.12288, Elapsed_time: 60.34529 Current_accuracy : 16.500, Current_norm_ED : 0.6643 Best_accuracy : 30.500, Best_norm_ED : 0.7700 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4361 | 491 | 0.0720 False 3019 | 3019 | 0.3238 True -------------------------------------------------------------------------------- [195/3000] Train loss: 1.01436, Valid loss: 1.06371, Elapsed_time: 61.93393 Current_accuracy : 17.000, Current_norm_ED : 0.6675 Best_accuracy : 30.500, Best_norm_ED : 0.7700 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5145 | 5145 | 0.4313 True 2878 | 2028 | 0.3517 False -------------------------------------------------------------------------------- [200/3000] Train loss: 0.65565, Valid loss: 0.89003, Elapsed_time: 63.23362 Current_accuracy : 30.500, Current_norm_ED : 0.7705 Best_accuracy : 30.500, Best_norm_ED : 0.7705 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0146 | 0146 | 0.3652 True 6747 | 6747 | 0.4640 True -------------------------------------------------------------------------------- [205/3000] Train loss: 0.66711, Valid loss: 0.56922, Elapsed_time: 64.83052 Current_accuracy : 31.500, Current_norm_ED : 0.7762 Best_accuracy : 31.500, Best_norm_ED : 0.7762 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2345 | 2345 | 0.5867 True 2878 | 2676 | 0.3171 False -------------------------------------------------------------------------------- [210/3000] Train loss: 0.46822, Valid loss: 0.58148, Elapsed_time: 66.64859 Current_accuracy : 39.000, Current_norm_ED : 0.8133 Best_accuracy : 39.000, Best_norm_ED : 0.8133 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9754 | 9754 | 0.5418 True 7595 | 7595 | 0.3941 True -------------------------------------------------------------------------------- [215/3000] Train loss: 0.37621, Valid loss: 0.42992, Elapsed_time: 68.49867 Current_accuracy : 56.500, Current_norm_ED : 0.8650 Best_accuracy : 56.500, Best_norm_ED : 0.8650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8858 | 895 | 0.1383 False 1870 | 1870 | 0.2816 True -------------------------------------------------------------------------------- [220/3000] Train loss: 0.43376, Valid loss: 0.51809, Elapsed_time: 70.31616 Current_accuracy : 41.000, Current_norm_ED : 0.8180 Best_accuracy : 56.500, Best_norm_ED : 0.8650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2492 | 2492 | 0.5586 True 0261 | 0281 | 0.4850 False -------------------------------------------------------------------------------- [225/3000] Train loss: 0.36625, Valid loss: 0.40989, Elapsed_time: 71.86604 Current_accuracy : 49.000, Current_norm_ED : 0.8478 Best_accuracy : 56.500, Best_norm_ED : 0.8650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2070 | 2070 | 0.5777 True 8115 | 8115 | 0.6340 True -------------------------------------------------------------------------------- [230/3000] Train loss: 0.32351, Valid loss: 0.40454, Elapsed_time: 73.20268 Current_accuracy : 43.500, Current_norm_ED : 0.8237 Best_accuracy : 56.500, Best_norm_ED : 0.8650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1082 | 1082 | 0.4199 True 4695 | 4895 | 0.4807 False -------------------------------------------------------------------------------- [235/3000] Train loss: 0.27369, Valid loss: 0.24508, Elapsed_time: 74.50239 Current_accuracy : 71.000, Current_norm_ED : 0.9250 Best_accuracy : 71.000, Best_norm_ED : 0.9250 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6805 | 6805 | 0.0969 True 2078 | 2079 | 0.6110 False -------------------------------------------------------------------------------- [240/3000] Train loss: 0.17516, Valid loss: 0.37696, Elapsed_time: 76.36792 Current_accuracy : 53.500, Current_norm_ED : 0.8700 Best_accuracy : 71.000, Best_norm_ED : 0.9250 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5904 | 5904 | 0.8683 True 6381 | 6361 | 0.5886 False -------------------------------------------------------------------------------- [245/3000] Train loss: 0.20278, Valid loss: 0.16678, Elapsed_time: 77.66121 Current_accuracy : 85.000, Current_norm_ED : 0.9600 Best_accuracy : 85.000, Best_norm_ED : 0.9600 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2853 | 2853 | 0.6859 True 7595 | 7595 | 0.8668 True -------------------------------------------------------------------------------- [250/3000] Train loss: 0.19482, Valid loss: 0.40117, Elapsed_time: 79.50642 Current_accuracy : 65.500, Current_norm_ED : 0.9080 Best_accuracy : 85.000, Best_norm_ED : 0.9600 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0187 | 0187 | 0.4941 True 5218 | 5218 | 0.7597 True -------------------------------------------------------------------------------- [255/3000] Train loss: 0.22283, Valid loss: 0.29159, Elapsed_time: 80.78800 Current_accuracy : 63.500, Current_norm_ED : 0.9002 Best_accuracy : 85.000, Best_norm_ED : 0.9600 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0187 | 0167 | 0.5816 False 4846 | 4646 | 0.3605 False -------------------------------------------------------------------------------- [260/3000] Train loss: 0.16510, Valid loss: 0.56420, Elapsed_time: 82.40457 Current_accuracy : 53.000, Current_norm_ED : 0.8688 Best_accuracy : 85.000, Best_norm_ED : 0.9600 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5904 | 5904 | 0.6676 True 1475 | 1476 | 0.9008 False -------------------------------------------------------------------------------- [265/3000] Train loss: 0.57780, Valid loss: 0.28436, Elapsed_time: 83.71473 Current_accuracy : 57.500, Current_norm_ED : 0.8767 Best_accuracy : 85.000, Best_norm_ED : 0.9600 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8939 | 8939 | 0.5516 True 7595 | 7595 | 0.7677 True -------------------------------------------------------------------------------- [270/3000] Train loss: 0.21077, Valid loss: 1.51547, Elapsed_time: 84.98917 Current_accuracy : 31.000, Current_norm_ED : 0.7200 Best_accuracy : 85.000, Best_norm_ED : 0.9600 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5145 | 5145 | 0.9330 True 2981 | 2901 | 0.7241 False -------------------------------------------------------------------------------- [275/3000] Train loss: 0.14610, Valid loss: 0.24164, Elapsed_time: 86.26113 Current_accuracy : 72.000, Current_norm_ED : 0.9278 Best_accuracy : 85.000, Best_norm_ED : 0.9600 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6591 | 691 | 0.8416 False 4695 | 4695 | 0.7830 True -------------------------------------------------------------------------------- [280/3000] Train loss: 0.09337, Valid loss: 0.12033, Elapsed_time: 87.50228 Current_accuracy : 87.500, Current_norm_ED : 0.9690 Best_accuracy : 87.500, Best_norm_ED : 0.9690 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6825 | 6825 | 0.7046 True 7655 | 7655 | 0.1650 True -------------------------------------------------------------------------------- [285/3000] Train loss: 0.12058, Valid loss: 0.06194, Elapsed_time: 89.35696 Current_accuracy : 94.000, Current_norm_ED : 0.9840 Best_accuracy : 94.000, Best_norm_ED : 0.9840 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3389 | 3389 | 0.5608 True 8067 | 8067 | 0.8284 True -------------------------------------------------------------------------------- [290/3000] Train loss: 0.10769, Valid loss: 0.04870, Elapsed_time: 91.48901 Current_accuracy : 97.000, Current_norm_ED : 0.9928 Best_accuracy : 97.000, Best_norm_ED : 0.9928 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0146 | 0146 | 0.9010 True 2016 | 2016 | 0.9290 True -------------------------------------------------------------------------------- [295/3000] Train loss: 0.03907, Valid loss: 0.02825, Elapsed_time: 93.34486 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 99.000, Best_norm_ED : 0.9975 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5053 | 5053 | 0.9368 True 4295 | 4295 | 0.9467 True -------------------------------------------------------------------------------- [300/3000] Train loss: 0.03147, Valid loss: 0.02561, Elapsed_time: 95.18066 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5493 | 5493 | 0.9585 True 4374 | 4374 | 0.9467 True -------------------------------------------------------------------------------- [305/3000] Train loss: 0.11272, Valid loss: 0.17732, Elapsed_time: 97.00525 Current_accuracy : 81.000, Current_norm_ED : 0.9530 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4318 | 4318 | 0.9284 True 8005 | 8005 | 0.9118 True -------------------------------------------------------------------------------- [310/3000] Train loss: 0.06170, Valid loss: 0.03709, Elapsed_time: 98.29532 Current_accuracy : 97.000, Current_norm_ED : 0.9928 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2886 | 2886 | 0.8009 True 3250 | 3250 | 0.8861 True -------------------------------------------------------------------------------- [315/3000] Train loss: 0.02777, Valid loss: 0.02195, Elapsed_time: 99.50922 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7051 | 7051 | 0.9760 True 9011 | 9011 | 0.4139 True -------------------------------------------------------------------------------- [320/3000] Train loss: 0.01999, Valid loss: 0.01848, Elapsed_time: 101.00975 Current_accuracy : 99.500, Current_norm_ED : 0.9990 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6060 | 6060 | 0.9309 True 0998 | 0998 | 0.7994 True -------------------------------------------------------------------------------- [325/3000] Train loss: 0.05655, Valid loss: 0.02391, Elapsed_time: 102.25712 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9725 | 9725 | 0.9794 True 8051 | 8051 | 0.9639 True -------------------------------------------------------------------------------- [330/3000] Train loss: 0.04739, Valid loss: 0.02328, Elapsed_time: 103.52074 Current_accuracy : 98.500, Current_norm_ED : 0.9962 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8194 | 8194 | 0.9661 True 8051 | 8051 | 0.9533 True -------------------------------------------------------------------------------- [335/3000] Train loss: 0.01528, Valid loss: 0.01414, Elapsed_time: 104.79393 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5065 | 5065 | 0.9530 True 0834 | 0834 | 0.9439 True -------------------------------------------------------------------------------- [340/3000] Train loss: 0.01247, Valid loss: 0.01098, Elapsed_time: 106.05619 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4816 | 4816 | 0.9564 True 8303 | 8303 | 0.9621 True -------------------------------------------------------------------------------- [345/3000] Train loss: 0.00986, Valid loss: 0.00924, Elapsed_time: 107.27082 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5720 | 5720 | 0.9529 True 4018 | 4018 | 0.9815 True -------------------------------------------------------------------------------- [350/3000] Train loss: 0.00858, Valid loss: 0.00833, Elapsed_time: 108.51684 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6323 | 6323 | 0.9824 True 4295 | 4295 | 0.9806 True -------------------------------------------------------------------------------- [355/3000] Train loss: 0.00794, Valid loss: 0.00704, Elapsed_time: 110.05303 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9797 | 9797 | 0.9863 True 3191 | 3191 | 0.9819 True -------------------------------------------------------------------------------- [360/3000] Train loss: 0.00641, Valid loss: 0.00664, Elapsed_time: 111.31925 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9005 | 9005 | 0.9786 True 2016 | 2016 | 0.9754 True -------------------------------------------------------------------------------- [365/3000] Train loss: 0.00626, Valid loss: 0.00609, Elapsed_time: 112.58390 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0146 | 0146 | 0.9849 True 3312 | 3312 | 0.6231 True -------------------------------------------------------------------------------- [370/3000] Train loss: 0.00609, Valid loss: 0.00575, Elapsed_time: 113.86241 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1155 | 1155 | 0.3422 True 6381 | 6381 | 0.9849 True -------------------------------------------------------------------------------- [375/3000] Train loss: 0.00567, Valid loss: 0.00526, Elapsed_time: 115.10981 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4361 | 4361 | 0.9856 True 3308 | 3308 | 0.6981 True -------------------------------------------------------------------------------- [380/3000] Train loss: 0.00510, Valid loss: 0.00516, Elapsed_time: 116.37020 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4786 | 4786 | 0.9694 True 7654 | 7654 | 0.9792 True -------------------------------------------------------------------------------- [385/3000] Train loss: 0.00514, Valid loss: 0.00480, Elapsed_time: 117.94512 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6381 | 6381 | 0.9876 True 1667 | 1667 | 0.9878 True -------------------------------------------------------------------------------- [390/3000] Train loss: 0.00460, Valid loss: 0.00450, Elapsed_time: 119.28121 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5012 | 5012 | 0.9870 True 2262 | 2262 | 0.4320 True -------------------------------------------------------------------------------- [395/3000] Train loss: 0.00396, Valid loss: 0.00403, Elapsed_time: 120.53575 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1432 | 1432 | 0.9802 True 7043 | 7043 | 0.9956 True -------------------------------------------------------------------------------- [400/3000] Train loss: 0.00361, Valid loss: 0.00372, Elapsed_time: 121.80784 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9148 | 9148 | 0.9928 True 2140 | 2140 | 0.9920 True -------------------------------------------------------------------------------- [405/3000] Train loss: 0.00372, Valid loss: 0.00353, Elapsed_time: 123.05842 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9300 | 9300 | 0.8505 True 6248 | 6248 | 0.9939 True -------------------------------------------------------------------------------- [410/3000] Train loss: 0.00334, Valid loss: 0.00338, Elapsed_time: 124.32198 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9005 | 9005 | 0.9890 True 8902 | 8902 | 0.9746 True -------------------------------------------------------------------------------- [415/3000] Train loss: 0.00322, Valid loss: 0.00300, Elapsed_time: 125.57581 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9589 | 9589 | 0.9797 True 5187 | 5187 | 0.9899 True -------------------------------------------------------------------------------- [420/3000] Train loss: 0.00282, Valid loss: 0.00287, Elapsed_time: 127.14434 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9083 | 9083 | 0.9908 True 4816 | 4816 | 0.9858 True -------------------------------------------------------------------------------- [425/3000] Train loss: 0.00268, Valid loss: 0.00264, Elapsed_time: 128.36527 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9139 | 9139 | 0.9918 True 7654 | 7654 | 0.9863 True -------------------------------------------------------------------------------- [430/3000] Train loss: 0.00243, Valid loss: 0.00265, Elapsed_time: 129.58258 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2492 | 2492 | 0.9939 True 0786 | 0786 | 0.9840 True -------------------------------------------------------------------------------- [435/3000] Train loss: 0.00225, Valid loss: 0.00229, Elapsed_time: 130.83045 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3019 | 3019 | 0.9911 True 9184 | 9184 | 0.9938 True -------------------------------------------------------------------------------- [440/3000] Train loss: 0.00232, Valid loss: 0.00232, Elapsed_time: 132.07014 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1040 | 1040 | 0.9947 True 0187 | 0187 | 0.9937 True -------------------------------------------------------------------------------- [445/3000] Train loss: 0.00200, Valid loss: 0.00218, Elapsed_time: 133.32409 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8521 | 8521 | 0.9922 True 3019 | 3019 | 0.9916 True -------------------------------------------------------------------------------- [450/3000] Train loss: 0.00224, Valid loss: 0.00202, Elapsed_time: 134.90423 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5708 | 5708 | 0.9941 True 1936 | 1936 | 0.9892 True -------------------------------------------------------------------------------- [455/3000] Train loss: 0.00174, Valid loss: 0.00192, Elapsed_time: 136.24743 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0439 | 0439 | 0.9931 True 8939 | 8939 | 0.9877 True -------------------------------------------------------------------------------- [460/3000] Train loss: 0.00170, Valid loss: 0.00192, Elapsed_time: 137.48925 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5053 | 5053 | 0.9927 True 7654 | 7654 | 0.9900 True -------------------------------------------------------------------------------- [465/3000] Train loss: 0.00169, Valid loss: 0.00171, Elapsed_time: 138.79272 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6275 | 6275 | 0.9958 True 3148 | 3148 | 0.9965 True -------------------------------------------------------------------------------- [470/3000] Train loss: 0.00174, Valid loss: 0.00168, Elapsed_time: 140.04161 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1839 | 1839 | 0.9952 True 9089 | 9089 | 0.9888 True -------------------------------------------------------------------------------- [475/3000] Train loss: 0.00143, Valid loss: 0.00163, Elapsed_time: 141.28478 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7744 | 7744 | 0.4047 True 9725 | 9725 | 0.9983 True -------------------------------------------------------------------------------- [480/3000] Train loss: 0.00192, Valid loss: 0.00163, Elapsed_time: 142.84583 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8115 | 8115 | 0.9970 True 9807 | 9807 | 0.9914 True -------------------------------------------------------------------------------- [485/3000] Train loss: 0.00136, Valid loss: 0.00151, Elapsed_time: 144.13031 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9970 | 9970 | 0.8637 True 2492 | 2492 | 0.9963 True -------------------------------------------------------------------------------- [490/3000] Train loss: 0.00134, Valid loss: 0.00140, Elapsed_time: 145.39003 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2070 | 2070 | 0.9902 True 1475 | 1475 | 0.9960 True -------------------------------------------------------------------------------- [495/3000] Train loss: 0.00133, Valid loss: 0.00133, Elapsed_time: 146.63221 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6462 | 6462 | 0.9947 True 7893 | 7893 | 0.9950 True -------------------------------------------------------------------------------- [500/3000] Train loss: 0.00116, Valid loss: 0.00133, Elapsed_time: 147.88891 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7435 | 7435 | 0.9943 True 3982 | 3982 | 0.9963 True -------------------------------------------------------------------------------- [505/3000] Train loss: 0.00114, Valid loss: 0.00119, Elapsed_time: 149.15902 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7157 | 7157 | 0.9942 True 9436 | 9436 | 0.9948 True -------------------------------------------------------------------------------- [510/3000] Train loss: 0.00120, Valid loss: 0.00117, Elapsed_time: 150.39012 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4974 | 4974 | 0.9945 True 1475 | 1475 | 0.9965 True -------------------------------------------------------------------------------- [515/3000] Train loss: 0.00189, Valid loss: 0.00124, Elapsed_time: 151.95671 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3312 | 3312 | 0.5612 True 7933 | 7933 | 0.6079 True -------------------------------------------------------------------------------- [520/3000] Train loss: 0.00179, Valid loss: 0.00137, Elapsed_time: 153.25724 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6972 | 6972 | 0.9847 True 5504 | 5504 | 0.8598 True -------------------------------------------------------------------------------- [525/3000] Train loss: 0.00112, Valid loss: 0.00120, Elapsed_time: 154.54565 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6462 | 6462 | 0.9958 True 6026 | 6026 | 0.9966 True -------------------------------------------------------------------------------- [530/3000] Train loss: 0.00128, Valid loss: 0.00109, Elapsed_time: 155.82446 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9139 | 9139 | 0.9962 True 9725 | 9725 | 0.9988 True -------------------------------------------------------------------------------- [535/3000] Train loss: 0.00100, Valid loss: 0.00104, Elapsed_time: 157.08218 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0998 | 0998 | 0.9850 True 4048 | 4048 | 0.9981 True -------------------------------------------------------------------------------- [540/3000] Train loss: 0.00097, Valid loss: 0.00095, Elapsed_time: 158.37769 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2867 | 2867 | 0.9963 True 0839 | 0839 | 0.9955 True -------------------------------------------------------------------------------- [545/3000] Train loss: 0.00096, Valid loss: 0.00096, Elapsed_time: 159.91478 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7051 | 7051 | 0.9974 True 6972 | 6972 | 0.9933 True -------------------------------------------------------------------------------- [550/3000] Train loss: 0.00085, Valid loss: 0.00092, Elapsed_time: 161.27124 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1636 | 1636 | 0.9918 True 8785 | 8785 | 0.9969 True -------------------------------------------------------------------------------- [555/3000] Train loss: 0.00086, Valid loss: 0.00088, Elapsed_time: 162.54810 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9725 | 9725 | 0.9991 True 2358 | 2358 | 0.9932 True -------------------------------------------------------------------------------- [560/3000] Train loss: 0.00077, Valid loss: 0.00086, Elapsed_time: 163.84007 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5720 | 5720 | 0.9937 True 8939 | 8939 | 0.9948 True -------------------------------------------------------------------------------- [565/3000] Train loss: 0.00077, Valid loss: 0.00083, Elapsed_time: 165.10346 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8641 | 8641 | 0.9943 True 4677 | 4677 | 0.5274 True -------------------------------------------------------------------------------- [570/3000] Train loss: 0.00071, Valid loss: 0.00077, Elapsed_time: 166.32094 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6275 | 6275 | 0.9981 True 6787 | 6787 | 0.9974 True -------------------------------------------------------------------------------- [575/3000] Train loss: 0.00095, Valid loss: 0.00088, Elapsed_time: 167.53737 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7730 | 7730 | 0.7808 True 8892 | 8892 | 0.8927 True -------------------------------------------------------------------------------- [580/3000] Train loss: 0.00070, Valid loss: 0.00080, Elapsed_time: 169.09074 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5334 | 5334 | 0.9960 True 0786 | 0786 | 0.9946 True -------------------------------------------------------------------------------- [585/3000] Train loss: 0.00078, Valid loss: 0.00077, Elapsed_time: 170.35095 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5013 | 5013 | 0.9972 True 6462 | 6462 | 0.9973 True -------------------------------------------------------------------------------- [590/3000] Train loss: 0.00061, Valid loss: 0.00074, Elapsed_time: 171.62268 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8839 | 8839 | 0.9329 True 8521 | 8521 | 0.9972 True -------------------------------------------------------------------------------- [595/3000] Train loss: 0.00065, Valid loss: 0.00070, Elapsed_time: 172.90510 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5708 | 5708 | 0.9983 True 8303 | 8303 | 0.9962 True -------------------------------------------------------------------------------- [600/3000] Train loss: 0.00064, Valid loss: 0.00069, Elapsed_time: 174.11951 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0439 | 0439 | 0.9972 True 7595 | 7595 | 0.9972 True -------------------------------------------------------------------------------- [605/3000] Train loss: 0.00057, Valid loss: 0.00067, Elapsed_time: 175.35653 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9139 | 9139 | 0.9977 True 8170 | 8170 | 0.9964 True -------------------------------------------------------------------------------- [610/3000] Train loss: 0.00069, Valid loss: 0.00066, Elapsed_time: 176.90394 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6026 | 6026 | 0.9981 True 4432 | 4432 | 0.6769 True -------------------------------------------------------------------------------- [615/3000] Train loss: 0.00059, Valid loss: 0.00064, Elapsed_time: 178.22962 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1155 | 1155 | 0.4658 True 9054 | 9054 | 0.9933 True -------------------------------------------------------------------------------- [620/3000] Train loss: 0.00054, Valid loss: 0.00065, Elapsed_time: 179.52026 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7655 | 7655 | 0.6375 True 7022 | 7022 | 0.6682 True -------------------------------------------------------------------------------- [625/3000] Train loss: 0.00053, Valid loss: 0.00066, Elapsed_time: 180.77700 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3326 | 3326 | 0.4894 True 7408 | 7408 | 0.9982 True -------------------------------------------------------------------------------- [630/3000] Train loss: 0.00056, Valid loss: 0.00059, Elapsed_time: 182.02250 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9300 | 9300 | 0.6787 True 6391 | 6391 | 0.9982 True -------------------------------------------------------------------------------- [635/3000] Train loss: 0.00053, Valid loss: 0.00059, Elapsed_time: 183.27001 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6711 | 6711 | 0.4933 True 0604 | 0604 | 0.9984 True -------------------------------------------------------------------------------- [640/3000] Train loss: 0.00055, Valid loss: 0.00061, Elapsed_time: 184.83782 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5187 | 5187 | 0.9977 True 1772 | 1772 | 0.9915 True -------------------------------------------------------------------------------- [645/3000] Train loss: 0.00048, Valid loss: 0.00057, Elapsed_time: 186.13621 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6730 | 6730 | 0.9950 True 9148 | 9148 | 0.9988 True -------------------------------------------------------------------------------- [650/3000] Train loss: 0.00048, Valid loss: 0.00056, Elapsed_time: 187.40728 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0604 | 0604 | 0.9985 True 5977 | 5977 | 0.5384 True -------------------------------------------------------------------------------- [655/3000] Train loss: 0.00048, Valid loss: 0.00052, Elapsed_time: 188.71679 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0035 | 0035 | 0.7090 True 6323 | 6323 | 0.9988 True -------------------------------------------------------------------------------- [660/3000] Train loss: 0.00045, Valid loss: 0.00053, Elapsed_time: 190.03200 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3929 | 3929 | 0.9985 True 9005 | 9005 | 0.9983 True -------------------------------------------------------------------------------- [665/3000] Train loss: 0.00046, Valid loss: 0.00051, Elapsed_time: 191.28949 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3326 | 3326 | 0.4732 True 4361 | 4361 | 0.9984 True -------------------------------------------------------------------------------- [670/3000] Train loss: 0.00045, Valid loss: 0.00050, Elapsed_time: 192.53003 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8051 | 8051 | 0.9982 True 9329 | 9329 | 0.9986 True -------------------------------------------------------------------------------- [675/3000] Train loss: 0.00043, Valid loss: 0.00050, Elapsed_time: 194.11346 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9139 | 9139 | 0.9982 True 9030 | 9030 | 0.9959 True -------------------------------------------------------------------------------- [680/3000] Train loss: 0.00043, Valid loss: 0.00047, Elapsed_time: 195.40452 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4242 | 4242 | 0.9987 True 3305 | 3305 | 0.4298 True -------------------------------------------------------------------------------- [685/3000] Train loss: 0.00040, Valid loss: 0.00049, Elapsed_time: 196.65479 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7654 | 7654 | 0.9967 True 6730 | 6730 | 0.9955 True -------------------------------------------------------------------------------- [690/3000] Train loss: 0.00042, Valid loss: 0.00051, Elapsed_time: 197.91819 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6325 | 6325 | 0.9994 True 3279 | 3279 | 0.9830 True -------------------------------------------------------------------------------- [695/3000] Train loss: 0.00040, Valid loss: 0.00046, Elapsed_time: 199.16858 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9332 | 9332 | 0.9971 True 2878 | 2878 | 0.9983 True -------------------------------------------------------------------------------- [700/3000] Train loss: 0.00039, Valid loss: 0.00044, Elapsed_time: 200.41686 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4044 | 4044 | 0.6770 True 7157 | 7157 | 0.9976 True -------------------------------------------------------------------------------- [705/3000] Train loss: 0.00041, Valid loss: 0.00046, Elapsed_time: 201.95890 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2468 | 2468 | 0.5759 True 3312 | 3312 | 0.5102 True -------------------------------------------------------------------------------- [710/3000] Train loss: 0.00038, Valid loss: 0.00046, Elapsed_time: 203.28079 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9083 | 9083 | 0.9980 True 5187 | 5187 | 0.9981 True -------------------------------------------------------------------------------- [715/3000] Train loss: 0.00037, Valid loss: 0.00045, Elapsed_time: 204.55670 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4432 | 4432 | 0.7467 True 9054 | 9054 | 0.9949 True -------------------------------------------------------------------------------- [720/3000] Train loss: 0.00034, Valid loss: 0.00044, Elapsed_time: 205.82346 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8892 | 8892 | 0.9446 True 0083 | 0083 | 0.7970 True -------------------------------------------------------------------------------- [725/3000] Train loss: 0.00041, Valid loss: 0.00043, Elapsed_time: 207.04667 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7730 | 7730 | 0.7219 True 9011 | 9011 | 0.3765 True -------------------------------------------------------------------------------- [730/3000] Train loss: 0.00034, Valid loss: 0.00040, Elapsed_time: 208.26489 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1018 | 1018 | 0.9994 True 6747 | 6747 | 0.9991 True -------------------------------------------------------------------------------- [735/3000] Train loss: 0.00047, Valid loss: 0.00047, Elapsed_time: 209.52497 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5863 | 5863 | 0.9985 True 2917 | 2917 | 0.9983 True -------------------------------------------------------------------------------- [740/3000] Train loss: 0.00036, Valid loss: 0.00044, Elapsed_time: 211.13771 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5067 | 5067 | 0.9984 True 1936 | 1936 | 0.9960 True -------------------------------------------------------------------------------- [745/3000] Train loss: 0.00034, Valid loss: 0.00042, Elapsed_time: 212.42934 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2886 | 2886 | 0.9975 True 0604 | 0604 | 0.9989 True -------------------------------------------------------------------------------- [750/3000] Train loss: 0.00034, Valid loss: 0.00045, Elapsed_time: 213.71161 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1870 | 1870 | 0.9979 True 0083 | 0083 | 0.7296 True -------------------------------------------------------------------------------- [755/3000] Train loss: 0.00030, Valid loss: 0.00041, Elapsed_time: 215.00470 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1870 | 1870 | 0.9979 True 9589 | 9589 | 0.9975 True -------------------------------------------------------------------------------- [760/3000] Train loss: 0.00033, Valid loss: 0.00038, Elapsed_time: 216.26434 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9054 | 9054 | 0.9948 True 0146 | 0146 | 0.9991 True -------------------------------------------------------------------------------- [765/3000] Train loss: 0.00031, Valid loss: 0.00037, Elapsed_time: 217.53249 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7408 | 7408 | 0.9989 True 1040 | 1040 | 0.9986 True -------------------------------------------------------------------------------- [770/3000] Train loss: 0.00086, Valid loss: 0.00296, Elapsed_time: 219.09703 Current_accuracy : 99.500, Current_norm_ED : 0.9990 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0187 | 0187 | 0.9985 True 8194 | 8194 | 0.9989 True -------------------------------------------------------------------------------- [775/3000] Train loss: 0.03542, Valid loss: 0.34929, Elapsed_time: 220.43262 Current_accuracy : 69.500, Current_norm_ED : 0.9210 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5493 | 5493 | 0.8141 True 3389 | 338 | 0.5256 False -------------------------------------------------------------------------------- [780/3000] Train loss: 0.33659, Valid loss: 0.15616, Elapsed_time: 221.70769 Current_accuracy : 85.500, Current_norm_ED : 0.9642 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1772 | 172 | 0.6639 False 2985 | 2985 | 0.9938 True -------------------------------------------------------------------------------- [785/3000] Train loss: 0.24042, Valid loss: 0.27765, Elapsed_time: 223.00467 Current_accuracy : 78.500, Current_norm_ED : 0.9395 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0649 | 0649 | 0.9906 True 5977 | 577 | 0.3065 False -------------------------------------------------------------------------------- [790/3000] Train loss: 0.17540, Valid loss: 1.52282, Elapsed_time: 224.25719 Current_accuracy : 44.500, Current_norm_ED : 0.8155 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7408 | 748 | 0.6151 False 9184 | 9784 | 0.8185 False -------------------------------------------------------------------------------- [795/3000] Train loss: 0.39492, Valid loss: 0.08809, Elapsed_time: 225.45230 Current_accuracy : 89.000, Current_norm_ED : 0.9720 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9300 | 9300 | 0.4210 True 0083 | 0083 | 0.8923 True -------------------------------------------------------------------------------- [800/3000] Train loss: 0.16307, Valid loss: 0.38787, Elapsed_time: 226.99576 Current_accuracy : 66.500, Current_norm_ED : 0.9035 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4908 | 4908 | 0.9791 True 1772 | 1772 | 0.8859 True -------------------------------------------------------------------------------- [805/3000] Train loss: 0.17089, Valid loss: 0.02897, Elapsed_time: 228.26380 Current_accuracy : 97.500, Current_norm_ED : 0.9940 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4695 | 4695 | 0.9787 True 0589 | 0589 | 0.8936 True -------------------------------------------------------------------------------- [810/3000] Train loss: 0.02383, Valid loss: 0.13670, Elapsed_time: 229.58875 Current_accuracy : 93.000, Current_norm_ED : 0.9825 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9332 | 9332 | 0.9737 True 8811 | 811 | 0.5804 False -------------------------------------------------------------------------------- [815/3000] Train loss: 0.03410, Valid loss: 0.00498, Elapsed_time: 230.86523 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3031 | 3031 | 0.9914 True 4974 | 4974 | 0.9535 True -------------------------------------------------------------------------------- [820/3000] Train loss: 0.00462, Valid loss: 0.00791, Elapsed_time: 232.13325 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8170 | 8170 | 0.9809 True 7595 | 7595 | 0.9860 True -------------------------------------------------------------------------------- [825/3000] Train loss: 0.00346, Valid loss: 0.00249, Elapsed_time: 233.40392 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8115 | 8115 | 0.9937 True 4846 | 4846 | 0.9911 True -------------------------------------------------------------------------------- [830/3000] Train loss: 0.00278, Valid loss: 0.00262, Elapsed_time: 234.65431 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3250 | 3250 | 0.9701 True 6711 | 6711 | 0.4524 True -------------------------------------------------------------------------------- [835/3000] Train loss: 0.00229, Valid loss: 0.00203, Elapsed_time: 236.21604 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9922 | 9922 | 0.3053 True 8030 | 8030 | 0.9878 True -------------------------------------------------------------------------------- [840/3000] Train loss: 0.00180, Valid loss: 0.00186, Elapsed_time: 237.47273 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4383 | 4383 | 0.9926 True 0279 | 0279 | 0.9922 True -------------------------------------------------------------------------------- [845/3000] Train loss: 0.00193, Valid loss: 0.00168, Elapsed_time: 238.72941 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0691 | 0691 | 0.9959 True 7933 | 7933 | 0.5529 True -------------------------------------------------------------------------------- [850/3000] Train loss: 0.00182, Valid loss: 0.00147, Elapsed_time: 240.01017 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9300 | 9300 | 0.8046 True 4974 | 4974 | 0.9855 True -------------------------------------------------------------------------------- [855/3000] Train loss: 0.00156, Valid loss: 0.00146, Elapsed_time: 241.25793 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7408 | 7408 | 0.9963 True 1849 | 1849 | 0.9949 True -------------------------------------------------------------------------------- [860/3000] Train loss: 0.00136, Valid loss: 0.00122, Elapsed_time: 242.55108 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6591 | 6591 | 0.9963 True 5183 | 5183 | 0.9965 True -------------------------------------------------------------------------------- [865/3000] Train loss: 0.00158, Valid loss: 0.00122, Elapsed_time: 244.07646 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6325 | 6325 | 0.9985 True 2886 | 2886 | 0.9952 True -------------------------------------------------------------------------------- [870/3000] Train loss: 0.00131, Valid loss: 0.00113, Elapsed_time: 245.43208 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0649 | 0649 | 0.9954 True 2917 | 2917 | 0.9944 True -------------------------------------------------------------------------------- [875/3000] Train loss: 0.00102, Valid loss: 0.00106, Elapsed_time: 246.70238 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5183 | 5183 | 0.9968 True 7475 | 7475 | 0.9969 True -------------------------------------------------------------------------------- [880/3000] Train loss: 0.00107, Valid loss: 0.00102, Elapsed_time: 247.94288 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2853 | 2853 | 0.9966 True 7475 | 7475 | 0.9970 True -------------------------------------------------------------------------------- [885/3000] Train loss: 0.00109, Valid loss: 0.00099, Elapsed_time: 249.21191 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1432 | 1432 | 0.9946 True 5634 | 5634 | 0.9956 True -------------------------------------------------------------------------------- [890/3000] Train loss: 0.00101, Valid loss: 0.00104, Elapsed_time: 250.48675 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2521 | 2521 | 0.9979 True 3279 | 3279 | 0.9708 True -------------------------------------------------------------------------------- [895/3000] Train loss: 0.00107, Valid loss: 0.00086, Elapsed_time: 251.75309 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0834 | 0834 | 0.9940 True 2605 | 2605 | 0.9970 True -------------------------------------------------------------------------------- [900/3000] Train loss: 0.00084, Valid loss: 0.00083, Elapsed_time: 253.31747 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4908 | 4908 | 0.9974 True 9922 | 9922 | 0.3735 True -------------------------------------------------------------------------------- [905/3000] Train loss: 0.00074, Valid loss: 0.00081, Elapsed_time: 254.63415 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1772 | 1772 | 0.9917 True 7051 | 7051 | 0.9934 True -------------------------------------------------------------------------------- [910/3000] Train loss: 0.00083, Valid loss: 0.00081, Elapsed_time: 255.89290 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3019 | 3019 | 0.9975 True 7655 | 7655 | 0.4769 True -------------------------------------------------------------------------------- [915/3000] Train loss: 0.00080, Valid loss: 0.00072, Elapsed_time: 257.21096 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1475 | 1475 | 0.9979 True 1636 | 1636 | 0.9930 True -------------------------------------------------------------------------------- [920/3000] Train loss: 0.00077, Valid loss: 0.00069, Elapsed_time: 258.48194 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3908 | 3908 | 0.9987 True 3305 | 3305 | 0.5970 True -------------------------------------------------------------------------------- [925/3000] Train loss: 0.00075, Valid loss: 0.00068, Elapsed_time: 259.73752 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3312 | 3312 | 0.5538 True 5067 | 5067 | 0.9946 True -------------------------------------------------------------------------------- [930/3000] Train loss: 0.00085, Valid loss: 0.00069, Elapsed_time: 261.31301 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5065 | 5065 | 0.9978 True 8641 | 8641 | 0.9969 True -------------------------------------------------------------------------------- [935/3000] Train loss: 0.00069, Valid loss: 0.00061, Elapsed_time: 262.63264 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3854 | 3854 | 0.9850 True 0035 | 0035 | 0.4945 True -------------------------------------------------------------------------------- [940/3000] Train loss: 0.00060, Valid loss: 0.00061, Elapsed_time: 263.90000 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1849 | 1849 | 0.9972 True 1195 | 1195 | 0.6437 True -------------------------------------------------------------------------------- [945/3000] Train loss: 0.00060, Valid loss: 0.00058, Elapsed_time: 265.19318 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9754 | 9754 | 0.9807 True 7157 | 7157 | 0.9950 True -------------------------------------------------------------------------------- [950/3000] Train loss: 0.00056, Valid loss: 0.00057, Elapsed_time: 266.44525 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0998 | 0998 | 0.9937 True 1195 | 1195 | 0.6903 True -------------------------------------------------------------------------------- [955/3000] Train loss: 0.00056, Valid loss: 0.00058, Elapsed_time: 267.73872 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7475 | 7475 | 0.9981 True 5334 | 5334 | 0.9964 True -------------------------------------------------------------------------------- [960/3000] Train loss: 0.00059, Valid loss: 0.00053, Elapsed_time: 269.26796 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8811 | 8811 | 0.2926 True 9083 | 9083 | 0.9975 True -------------------------------------------------------------------------------- [965/3000] Train loss: 0.00049, Valid loss: 0.00050, Elapsed_time: 270.56750 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5065 | 5065 | 0.9980 True 5708 | 5708 | 0.9988 True -------------------------------------------------------------------------------- [970/3000] Train loss: 0.00054, Valid loss: 0.00049, Elapsed_time: 271.87712 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4695 | 4695 | 0.9976 True 9083 | 9083 | 0.9976 True -------------------------------------------------------------------------------- [975/3000] Train loss: 0.00052, Valid loss: 0.00051, Elapsed_time: 273.11399 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1040 | 1040 | 0.9955 True 9922 | 9922 | 0.4155 True -------------------------------------------------------------------------------- [980/3000] Train loss: 0.00043, Valid loss: 0.00048, Elapsed_time: 274.40032 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1839 | 1839 | 0.9983 True 5504 | 5504 | 0.9213 True -------------------------------------------------------------------------------- [985/3000] Train loss: 0.00055, Valid loss: 0.00051, Elapsed_time: 275.66222 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3148 | 3148 | 0.9989 True 0839 | 0839 | 0.9979 True -------------------------------------------------------------------------------- [990/3000] Train loss: 0.00069, Valid loss: 0.00964, Elapsed_time: 276.90197 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3312 | 3312 | 0.6661 True 8939 | 8939 | 0.9972 True -------------------------------------------------------------------------------- [995/3000] Train loss: 0.00079, Valid loss: 0.00048, Elapsed_time: 278.44874 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4974 | 4974 | 0.9955 True 1195 | 1195 | 0.7485 True -------------------------------------------------------------------------------- [1000/3000] Train loss: 0.00044, Valid loss: 0.00045, Elapsed_time: 279.73270 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9490 | 9490 | 0.9973 True 6972 | 6972 | 0.9973 True -------------------------------------------------------------------------------- [1005/3000] Train loss: 0.00039, Valid loss: 0.00045, Elapsed_time: 281.01321 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8067 | 8067 | 0.9959 True 1516 | 1516 | 0.9965 True -------------------------------------------------------------------------------- [1010/3000] Train loss: 0.00043, Valid loss: 0.00040, Elapsed_time: 282.29055 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5012 | 5012 | 0.9986 True 0834 | 0834 | 0.9975 True -------------------------------------------------------------------------------- [1015/3000] Train loss: 0.00038, Valid loss: 0.00040, Elapsed_time: 283.55863 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9589 | 9589 | 0.9979 True 0146 | 0146 | 0.9990 True -------------------------------------------------------------------------------- [1020/3000] Train loss: 0.00038, Valid loss: 0.00039, Elapsed_time: 284.80772 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1667 | 1667 | 0.9983 True 9797 | 9797 | 0.9986 True -------------------------------------------------------------------------------- [1025/3000] Train loss: 0.00042, Valid loss: 0.00036, Elapsed_time: 286.36590 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8892 | 8892 | 0.2964 True 5634 | 5634 | 0.9982 True -------------------------------------------------------------------------------- [1030/3000] Train loss: 0.00036, Valid loss: 0.00036, Elapsed_time: 287.71874 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4048 | 4048 | 0.9993 True 7654 | 7654 | 0.9940 True -------------------------------------------------------------------------------- [1035/3000] Train loss: 0.00038, Valid loss: 0.00035, Elapsed_time: 288.98869 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9436 | 9436 | 0.9978 True 0691 | 0691 | 0.9988 True -------------------------------------------------------------------------------- [1040/3000] Train loss: 0.00035, Valid loss: 0.00035, Elapsed_time: 290.28919 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5013 | 5013 | 0.9984 True 9436 | 9436 | 0.9979 True -------------------------------------------------------------------------------- [1045/3000] Train loss: 0.00036, Valid loss: 0.00034, Elapsed_time: 291.56400 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4383 | 4383 | 0.9984 True 8067 | 8067 | 0.9967 True -------------------------------------------------------------------------------- [1050/3000] Train loss: 0.00032, Valid loss: 0.00033, Elapsed_time: 292.83438 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1667 | 1667 | 0.9984 True 1475 | 1475 | 0.9989 True -------------------------------------------------------------------------------- [1055/3000] Train loss: 0.00036, Valid loss: 0.00032, Elapsed_time: 294.08974 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6747 | 6747 | 0.9988 True 7893 | 7893 | 0.9988 True -------------------------------------------------------------------------------- [1060/3000] Train loss: 0.00031, Valid loss: 0.00032, Elapsed_time: 295.69606 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8194 | 8194 | 0.9991 True 4695 | 4695 | 0.9985 True -------------------------------------------------------------------------------- [1065/3000] Train loss: 0.00030, Valid loss: 0.00032, Elapsed_time: 296.98663 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3019 | 3019 | 0.9989 True 8067 | 8067 | 0.9965 True -------------------------------------------------------------------------------- [1070/3000] Train loss: 0.00029, Valid loss: 0.00032, Elapsed_time: 298.26479 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1155 | 1155 | 0.5906 True 5183 | 5183 | 0.9986 True -------------------------------------------------------------------------------- [1075/3000] Train loss: 0.00029, Valid loss: 0.00029, Elapsed_time: 299.53142 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0311 | 0311 | 0.8853 True 2016 | 2016 | 0.9984 True -------------------------------------------------------------------------------- [1080/3000] Train loss: 0.00029, Valid loss: 0.00029, Elapsed_time: 300.79827 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0132 | 0132 | 0.9984 True 4361 | 4361 | 0.9980 True -------------------------------------------------------------------------------- [1085/3000] Train loss: 0.00029, Valid loss: 0.00030, Elapsed_time: 302.07897 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9300 | 9300 | 0.6752 True 7747 | 7747 | 0.8823 True -------------------------------------------------------------------------------- [1090/3000] Train loss: 0.00038, Valid loss: 0.00029, Elapsed_time: 303.64330 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2117 | 2117 | 0.9986 True 7747 | 7747 | 0.9047 True -------------------------------------------------------------------------------- [1095/3000] Train loss: 0.00028, Valid loss: 0.00030, Elapsed_time: 305.00918 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0834 | 0834 | 0.9981 True 7993 | 7993 | 0.9994 True -------------------------------------------------------------------------------- [1100/3000] Train loss: 0.00024, Valid loss: 0.00028, Elapsed_time: 306.26691 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1475 | 1475 | 0.9991 True 7730 | 7730 | 0.9083 True -------------------------------------------------------------------------------- [1105/3000] Train loss: 0.00030, Valid loss: 0.00027, Elapsed_time: 307.62809 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6972 | 6972 | 0.9982 True 3326 | 3326 | 0.4909 True -------------------------------------------------------------------------------- [1110/3000] Train loss: 0.00025, Valid loss: 0.00028, Elapsed_time: 309.00263 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5912 | 5912 | 0.9973 True 8811 | 8811 | 0.3548 True -------------------------------------------------------------------------------- [1115/3000] Train loss: 0.00026, Valid loss: 0.00027, Elapsed_time: 310.35203 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4044 | 4044 | 0.7247 True 5493 | 5493 | 0.9993 True -------------------------------------------------------------------------------- [1120/3000] Train loss: 0.00031, Valid loss: 0.00028, Elapsed_time: 311.93392 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0083 | 0083 | 0.5313 True 3019 | 3019 | 0.9991 True -------------------------------------------------------------------------------- [1125/3000] Train loss: 0.00025, Valid loss: 0.00025, Elapsed_time: 313.24136 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7893 | 7893 | 0.9990 True 5493 | 5493 | 0.9994 True -------------------------------------------------------------------------------- [1130/3000] Train loss: 0.00026, Valid loss: 0.00025, Elapsed_time: 314.55473 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7747 | 7747 | 0.8920 True 5053 | 5053 | 0.9985 True -------------------------------------------------------------------------------- [1135/3000] Train loss: 0.00024, Valid loss: 0.00025, Elapsed_time: 315.87608 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5827 | 5827 | 0.9980 True 5504 | 5504 | 0.9487 True -------------------------------------------------------------------------------- [1140/3000] Train loss: 0.00023, Valid loss: 0.00025, Elapsed_time: 317.20768 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2262 | 2262 | 0.5021 True 6730 | 6730 | 0.9979 True -------------------------------------------------------------------------------- [1145/3000] Train loss: 0.00023, Valid loss: 0.00024, Elapsed_time: 318.46225 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2886 | 2886 | 0.9989 True 6711 | 6711 | 0.8744 True -------------------------------------------------------------------------------- [1150/3000] Train loss: 0.00022, Valid loss: 0.00024, Elapsed_time: 319.77111 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4044 | 4044 | 0.7178 True 4379 | 4379 | 0.9986 True -------------------------------------------------------------------------------- [1155/3000] Train loss: 0.00027, Valid loss: 0.00023, Elapsed_time: 321.39517 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6026 | 6026 | 0.9993 True 0998 | 0998 | 0.9969 True -------------------------------------------------------------------------------- [1160/3000] Train loss: 0.00022, Valid loss: 0.00023, Elapsed_time: 322.72301 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0439 | 0439 | 0.9990 True 8892 | 8892 | 0.3017 True -------------------------------------------------------------------------------- [1165/3000] Train loss: 0.00022, Valid loss: 0.00022, Elapsed_time: 324.08616 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9089 | 9089 | 0.9988 True 6711 | 6711 | 0.8486 True -------------------------------------------------------------------------------- [1170/3000] Train loss: 0.00021, Valid loss: 0.00023, Elapsed_time: 325.41590 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9740 | 9740 | 0.9970 True 5720 | 5720 | 0.9980 True -------------------------------------------------------------------------------- [1175/3000] Train loss: 0.00035, Valid loss: 0.00024, Elapsed_time: 326.70943 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9054 | 9054 | 0.9947 True 5827 | 5827 | 0.9981 True -------------------------------------------------------------------------------- [1180/3000] Train loss: 0.00021, Valid loss: 0.00022, Elapsed_time: 327.95474 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6078 | 6078 | 0.9994 True 3312 | 3312 | 0.4925 True -------------------------------------------------------------------------------- [1185/3000] Train loss: 0.00028, Valid loss: 0.00022, Elapsed_time: 329.61831 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0311 | 0311 | 0.8872 True 8839 | 8839 | 0.4261 True -------------------------------------------------------------------------------- [1190/3000] Train loss: 0.00019, Valid loss: 0.00022, Elapsed_time: 330.94229 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5493 | 5493 | 0.9995 True 9332 | 9332 | 0.9987 True -------------------------------------------------------------------------------- [1195/3000] Train loss: 0.00030, Valid loss: 0.00023, Elapsed_time: 332.26639 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9970 | 9970 | 0.5943 True 8858 | 8858 | 0.6360 True -------------------------------------------------------------------------------- [1200/3000] Train loss: 0.00025, Valid loss: 0.00024, Elapsed_time: 333.56403 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3312 | 3312 | 0.5679 True 4450 | 4450 | 0.7568 True -------------------------------------------------------------------------------- [1205/3000] Train loss: 0.00020, Valid loss: 0.00022, Elapsed_time: 334.86218 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9083 | 9083 | 0.9986 True 3308 | 3308 | 0.5970 True -------------------------------------------------------------------------------- [1210/3000] Train loss: 0.00024, Valid loss: 0.00021, Elapsed_time: 336.12682 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9332 | 9332 | 0.9986 True 4242 | 4242 | 0.9992 True -------------------------------------------------------------------------------- [1215/3000] Train loss: 0.00023, Valid loss: 0.00021, Elapsed_time: 337.40897 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6373 | 6373 | 0.9994 True 1772 | 1772 | 0.9978 True -------------------------------------------------------------------------------- [1220/3000] Train loss: 0.00020, Valid loss: 0.00021, Elapsed_time: 339.02793 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6060 | 6060 | 0.9988 True 5012 | 5012 | 0.9993 True -------------------------------------------------------------------------------- [1225/3000] Train loss: 0.00020, Valid loss: 0.00020, Elapsed_time: 340.36276 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8939 | 8939 | 0.9989 True 5634 | 5634 | 0.9986 True -------------------------------------------------------------------------------- [1230/3000] Train loss: 0.00023, Valid loss: 0.00021, Elapsed_time: 341.69306 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3279 | 3279 | 0.9950 True 6591 | 6591 | 0.9993 True -------------------------------------------------------------------------------- [1235/3000] Train loss: 0.00018, Valid loss: 0.00020, Elapsed_time: 343.04640 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9725 | 9725 | 0.9998 True 1082 | 1082 | 0.9995 True -------------------------------------------------------------------------------- [1240/3000] Train loss: 0.00020, Valid loss: 0.00019, Elapsed_time: 344.31773 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1616 | 1616 | 0.9982 True 6078 | 6078 | 0.9995 True -------------------------------------------------------------------------------- [1245/3000] Train loss: 0.00018, Valid loss: 0.00018, Elapsed_time: 345.59325 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1018 | 1018 | 0.9996 True 9490 | 9490 | 0.9984 True -------------------------------------------------------------------------------- [1250/3000] Train loss: 0.00019, Valid loss: 0.00018, Elapsed_time: 347.23324 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1018 | 1018 | 0.9996 True 6373 | 6373 | 0.9994 True -------------------------------------------------------------------------------- [1255/3000] Train loss: 0.00019, Valid loss: 0.00019, Elapsed_time: 348.59044 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2117 | 2117 | 0.9991 True 7744 | 7744 | 0.4780 True -------------------------------------------------------------------------------- [1260/3000] Train loss: 0.00021, Valid loss: 0.00019, Elapsed_time: 349.86211 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8858 | 8858 | 0.6175 True 4242 | 4242 | 0.9992 True -------------------------------------------------------------------------------- [1265/3000] Train loss: 0.00016, Valid loss: 0.00019, Elapsed_time: 351.17038 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1195 | 1195 | 0.7338 True 1667 | 1667 | 0.9990 True -------------------------------------------------------------------------------- [1270/3000] Train loss: 0.00019, Valid loss: 0.00020, Elapsed_time: 352.44277 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4313 | 4313 | 0.9992 True 8115 | 8115 | 0.9996 True -------------------------------------------------------------------------------- [1275/3000] Train loss: 0.00092, Valid loss: 0.00351, Elapsed_time: 353.71141 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8902 | 8902 | 0.9986 True 2878 | 2878 | 0.9994 True -------------------------------------------------------------------------------- [1280/3000] Train loss: 0.02570, Valid loss: 0.15667, Elapsed_time: 355.30657 Current_accuracy : 87.000, Current_norm_ED : 0.9642 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9970 | 9970 | 0.4992 True 6462 | 6442 | 0.5672 False -------------------------------------------------------------------------------- [1285/3000] Train loss: 0.06346, Valid loss: 0.16277, Elapsed_time: 356.62886 Current_accuracy : 86.000, Current_norm_ED : 0.9653 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3854 | 3854 | 0.9208 True 4450 | 4450 | 0.4257 True -------------------------------------------------------------------------------- [1290/3000] Train loss: 0.00263, Valid loss: 0.00094, Elapsed_time: 357.89078 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0589 | 0589 | 0.9970 True 0691 | 0691 | 0.9988 True -------------------------------------------------------------------------------- [1295/3000] Train loss: 0.00204, Valid loss: 0.00113, Elapsed_time: 359.15498 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2140 | 2140 | 0.9934 True 6060 | 6060 | 0.9978 True -------------------------------------------------------------------------------- [1300/3000] Train loss: 0.00164, Valid loss: 0.00071, Elapsed_time: 360.44287 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2492 | 2492 | 0.9989 True 9922 | 9922 | 0.7322 True -------------------------------------------------------------------------------- [1305/3000] Train loss: 0.00080, Valid loss: 0.00058, Elapsed_time: 361.69105 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0311 | 0311 | 0.7645 True 3312 | 3312 | 0.5572 True -------------------------------------------------------------------------------- [1310/3000] Train loss: 0.00080, Valid loss: 0.00060, Elapsed_time: 362.96309 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2917 | 2917 | 0.9989 True 8641 | 8641 | 0.9977 True -------------------------------------------------------------------------------- [1315/3000] Train loss: 0.00059, Valid loss: 0.00041, Elapsed_time: 364.57491 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0261 | 0261 | 0.9990 True 8892 | 8892 | 0.5209 True -------------------------------------------------------------------------------- [1320/3000] Train loss: 0.00077, Valid loss: 0.00046, Elapsed_time: 365.86983 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9922 | 9922 | 0.6735 True 4450 | 4450 | 0.6216 True -------------------------------------------------------------------------------- [1325/3000] Train loss: 0.00039, Valid loss: 0.00042, Elapsed_time: 367.15468 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3305 | 3305 | 0.7674 True 3982 | 3982 | 0.9994 True -------------------------------------------------------------------------------- [1330/3000] Train loss: 0.00038, Valid loss: 0.00037, Elapsed_time: 368.43778 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4318 | 4318 | 0.9991 True 4786 | 4786 | 0.9980 True -------------------------------------------------------------------------------- [1335/3000] Train loss: 0.00037, Valid loss: 0.00034, Elapsed_time: 369.69168 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2078 | 2078 | 0.9996 True 9740 | 9740 | 0.9851 True -------------------------------------------------------------------------------- [1340/3000] Train loss: 0.00036, Valid loss: 0.00032, Elapsed_time: 370.93532 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9089 | 9089 | 0.9987 True 8051 | 8051 | 0.9977 True -------------------------------------------------------------------------------- [1345/3000] Train loss: 0.00033, Valid loss: 0.00034, Elapsed_time: 372.51666 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0146 | 0146 | 0.9950 True 6248 | 6248 | 0.9986 True -------------------------------------------------------------------------------- [1350/3000] Train loss: 0.00034, Valid loss: 0.00031, Elapsed_time: 373.79226 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5012 | 5012 | 0.9992 True 9807 | 9807 | 0.9985 True -------------------------------------------------------------------------------- [1355/3000] Train loss: 0.00026, Valid loss: 0.00029, Elapsed_time: 375.09239 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1772 | 1772 | 0.9978 True 2140 | 2140 | 0.9871 True -------------------------------------------------------------------------------- [1360/3000] Train loss: 0.00027, Valid loss: 0.00029, Elapsed_time: 376.39026 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4295 | 4295 | 0.9994 True 9154 | 9154 | 0.9963 True -------------------------------------------------------------------------------- [1365/3000] Train loss: 0.00026, Valid loss: 0.00027, Elapsed_time: 377.66754 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5634 | 5634 | 0.9987 True 9797 | 9797 | 0.9992 True -------------------------------------------------------------------------------- [1370/3000] Train loss: 0.00028, Valid loss: 0.00026, Elapsed_time: 378.92760 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7747 | 7747 | 0.8360 True 6078 | 6078 | 0.9996 True -------------------------------------------------------------------------------- [1375/3000] Train loss: 0.00024, Valid loss: 0.00026, Elapsed_time: 380.23214 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1936 | 1936 | 0.9987 True 3982 | 3982 | 0.9996 True -------------------------------------------------------------------------------- [1380/3000] Train loss: 0.00025, Valid loss: 0.00026, Elapsed_time: 381.80382 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3305 | 3305 | 0.5889 True 4677 | 4677 | 0.9006 True -------------------------------------------------------------------------------- [1385/3000] Train loss: 0.00023, Valid loss: 0.00026, Elapsed_time: 383.06402 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3305 | 3305 | 0.5817 True 9545 | 9545 | 0.9992 True -------------------------------------------------------------------------------- [1390/3000] Train loss: 0.00025, Valid loss: 0.00023, Elapsed_time: 384.33385 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2117 | 2117 | 0.9994 True 4974 | 4974 | 0.9981 True -------------------------------------------------------------------------------- [1395/3000] Train loss: 0.00023, Valid loss: 0.00024, Elapsed_time: 385.66400 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8005 | 8005 | 0.9990 True 6805 | 6805 | 0.9987 True -------------------------------------------------------------------------------- [1400/3000] Train loss: 0.00023, Valid loss: 0.00023, Elapsed_time: 386.93874 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0998 | 0998 | 0.9974 True 0035 | 0035 | 0.8543 True -------------------------------------------------------------------------------- [1405/3000] Train loss: 0.00020, Valid loss: 0.00022, Elapsed_time: 388.17086 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2867 | 2867 | 0.9988 True 1155 | 1155 | 0.6321 True -------------------------------------------------------------------------------- [1410/3000] Train loss: 0.00023, Valid loss: 0.00022, Elapsed_time: 389.76018 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9589 | 9589 | 0.9987 True 6711 | 6711 | 0.7887 True -------------------------------------------------------------------------------- [1415/3000] Train loss: 0.00021, Valid loss: 0.00023, Elapsed_time: 391.07031 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5218 | 5218 | 0.9997 True 9589 | 9589 | 0.9987 True -------------------------------------------------------------------------------- [1420/3000] Train loss: 0.00019, Valid loss: 0.00020, Elapsed_time: 392.37834 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7022 | 7022 | 0.5570 True 4977 | 4977 | 0.6357 True -------------------------------------------------------------------------------- [1425/3000] Train loss: 0.00020, Valid loss: 0.00019, Elapsed_time: 393.63238 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6275 | 6275 | 0.9995 True 2886 | 2886 | 0.9985 True -------------------------------------------------------------------------------- [1430/3000] Train loss: 0.00018, Valid loss: 0.00019, Elapsed_time: 394.98353 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0691 | 0691 | 0.9995 True 9922 | 9922 | 0.6435 True -------------------------------------------------------------------------------- [1435/3000] Train loss: 0.00017, Valid loss: 0.00020, Elapsed_time: 396.25069 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3305 | 3305 | 0.5098 True 8115 | 8115 | 0.9997 True -------------------------------------------------------------------------------- [1440/3000] Train loss: 0.00019, Valid loss: 0.00019, Elapsed_time: 397.81788 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2262 | 2262 | 0.7807 True 8902 | 8902 | 0.9989 True -------------------------------------------------------------------------------- [1445/3000] Train loss: 0.00016, Valid loss: 0.00018, Elapsed_time: 399.14382 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9011 | 9011 | 0.9075 True 9300 | 9300 | 0.8120 True -------------------------------------------------------------------------------- [1450/3000] Train loss: 0.00016, Valid loss: 0.00021, Elapsed_time: 400.45541 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8902 | 8902 | 0.9990 True 4695 | 4695 | 0.9991 True -------------------------------------------------------------------------------- [1455/3000] Train loss: 0.00017, Valid loss: 0.00018, Elapsed_time: 401.75089 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8170 | 8170 | 0.9984 True 6972 | 6972 | 0.9991 True -------------------------------------------------------------------------------- [1460/3000] Train loss: 0.00016, Valid loss: 0.00017, Elapsed_time: 403.05722 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5493 | 5493 | 0.9996 True 1018 | 1018 | 0.9996 True -------------------------------------------------------------------------------- [1465/3000] Train loss: 0.00018, Valid loss: 0.00016, Elapsed_time: 404.30006 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8115 | 8115 | 0.9997 True 2853 | 2853 | 0.9992 True -------------------------------------------------------------------------------- [1470/3000] Train loss: 0.00016, Valid loss: 0.00017, Elapsed_time: 405.58092 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4841 | 4841 | 0.9992 True 4374 | 4374 | 0.9986 True -------------------------------------------------------------------------------- [1475/3000] Train loss: 0.01525, Valid loss: 0.00612, Elapsed_time: 407.18503 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6730 | 6730 | 0.9983 True 4908 | 4908 | 0.9991 True -------------------------------------------------------------------------------- [1480/3000] Train loss: 0.00028, Valid loss: 0.00154, Elapsed_time: 408.48048 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3982 | 3982 | 0.9996 True 7595 | 7595 | 0.9994 True -------------------------------------------------------------------------------- [1485/3000] Train loss: 0.00034, Valid loss: 0.00027, Elapsed_time: 409.74933 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3326 | 3326 | 0.6098 True 1772 | 1772 | 0.9961 True -------------------------------------------------------------------------------- [1490/3000] Train loss: 0.00025, Valid loss: 0.00023, Elapsed_time: 411.14618 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9589 | 9589 | 0.9991 True 3074 | 3074 | 0.9981 True -------------------------------------------------------------------------------- [1495/3000] Train loss: 0.00020, Valid loss: 0.00021, Elapsed_time: 412.39640 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3312 | 3312 | 0.6543 True 9490 | 9490 | 0.9982 True -------------------------------------------------------------------------------- [1500/3000] Train loss: 0.00161, Valid loss: 0.00294, Elapsed_time: 413.67293 Current_accuracy : 99.500, Current_norm_ED : 0.9990 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2262 | 2262 | 0.6180 True 0589 | 0589 | 0.9991 True -------------------------------------------------------------------------------- [1505/3000] Train loss: 0.07050, Valid loss: 0.10608, Elapsed_time: 415.26120 Current_accuracy : 89.500, Current_norm_ED : 0.9740 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3148 | 3148 | 0.9706 True 5464 | 5464 | 0.9775 True -------------------------------------------------------------------------------- [1510/3000] Train loss: 0.04268, Valid loss: 0.28370, Elapsed_time: 416.58109 Current_accuracy : 76.000, Current_norm_ED : 0.9226 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9005 | 9005 | 0.9904 True 2345 | 23448 | 0.0982 False -------------------------------------------------------------------------------- [1515/3000] Train loss: 0.07329, Valid loss: 0.03508, Elapsed_time: 417.83856 Current_accuracy : 94.000, Current_norm_ED : 0.9850 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0834 | 0834 | 0.9898 True 0604 | 0604 | 0.9969 True -------------------------------------------------------------------------------- [1520/3000] Train loss: 0.06510, Valid loss: 0.06904, Elapsed_time: 419.10670 Current_accuracy : 93.000, Current_norm_ED : 0.9830 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8858 | 8858 | 0.4719 True 5904 | 5904 | 0.9773 True -------------------------------------------------------------------------------- [1525/3000] Train loss: 0.07999, Valid loss: 0.20143, Elapsed_time: 420.40339 Current_accuracy : 85.000, Current_norm_ED : 0.9628 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5720 | 5720 | 0.9944 True 6026 | 626 | 0.5772 False -------------------------------------------------------------------------------- [1530/3000] Train loss: 0.03966, Valid loss: 0.05368, Elapsed_time: 421.65375 Current_accuracy : 96.000, Current_norm_ED : 0.9918 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2521 | 2521 | 0.9182 True 3563 | 3563 | 0.9914 True -------------------------------------------------------------------------------- [1535/3000] Train loss: 0.25903, Valid loss: 0.07329, Elapsed_time: 422.90008 Current_accuracy : 91.000, Current_norm_ED : 0.9768 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7655 | 765 | 0.5373 False 9030 | 9030 | 0.9934 True -------------------------------------------------------------------------------- [1540/3000] Train loss: 0.04399, Valid loss: 0.07062, Elapsed_time: 424.45755 Current_accuracy : 92.000, Current_norm_ED : 0.9788 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7730 | 730 | 0.3953 False 4379 | 4379 | 0.9935 True -------------------------------------------------------------------------------- [1545/3000] Train loss: 0.08977, Valid loss: 0.14163, Elapsed_time: 425.74972 Current_accuracy : 86.000, Current_norm_ED : 0.9637 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6248 | 6248 | 0.7531 True 5065 | 5065 | 0.8016 True -------------------------------------------------------------------------------- [1550/3000] Train loss: 0.09480, Valid loss: 0.33492, Elapsed_time: 427.04850 Current_accuracy : 76.000, Current_norm_ED : 0.9375 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5053 | 5053 | 0.9592 True 7408 | 7406 | 0.9061 False -------------------------------------------------------------------------------- [1555/3000] Train loss: 0.01342, Valid loss: 0.02726, Elapsed_time: 428.36906 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7730 | 7730 | 0.4683 True 5013 | 5013 | 0.9803 True -------------------------------------------------------------------------------- [1560/3000] Train loss: 0.02455, Valid loss: 0.22287, Elapsed_time: 429.65114 Current_accuracy : 82.500, Current_norm_ED : 0.9580 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2867 | 2867 | 0.9375 True 8476 | 8476 | 0.9806 True -------------------------------------------------------------------------------- [1565/3000] Train loss: 0.08267, Valid loss: 0.03529, Elapsed_time: 430.90072 Current_accuracy : 97.000, Current_norm_ED : 0.9925 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4383 | 4383 | 0.9913 True 7435 | 7435 | 0.9952 True -------------------------------------------------------------------------------- [1570/3000] Train loss: 0.10940, Valid loss: 0.05318, Elapsed_time: 432.52179 Current_accuracy : 93.000, Current_norm_ED : 0.9822 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6323 | 6323 | 0.9844 True 3982 | 3982 | 0.9904 True -------------------------------------------------------------------------------- [1575/3000] Train loss: 0.04342, Valid loss: 0.04442, Elapsed_time: 433.80898 Current_accuracy : 97.000, Current_norm_ED : 0.9925 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5078 | 5078 | 0.9979 True 2345 | 2345 | 0.9914 True -------------------------------------------------------------------------------- [1580/3000] Train loss: 0.02058, Valid loss: 0.03715, Elapsed_time: 435.06383 Current_accuracy : 96.500, Current_norm_ED : 0.9915 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3908 | 3908 | 0.9961 True 4695 | 4695 | 0.9790 True -------------------------------------------------------------------------------- [1585/3000] Train loss: 0.01703, Valid loss: 0.00339, Elapsed_time: 436.37068 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0439 | 0439 | 0.9942 True 3908 | 3908 | 0.9964 True -------------------------------------------------------------------------------- [1590/3000] Train loss: 0.00282, Valid loss: 0.00228, Elapsed_time: 437.63808 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9329 | 9329 | 0.9973 True 8858 | 8858 | 0.5554 True -------------------------------------------------------------------------------- [1595/3000] Train loss: 0.00483, Valid loss: 0.00276, Elapsed_time: 438.91378 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8030 | 8030 | 0.9177 True 5827 | 5827 | 0.9961 True -------------------------------------------------------------------------------- [1600/3000] Train loss: 0.00294, Valid loss: 0.00156, Elapsed_time: 440.46275 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3191 | 3191 | 0.9988 True 5912 | 5912 | 0.9955 True -------------------------------------------------------------------------------- [1605/3000] Train loss: 0.00181, Valid loss: 0.00136, Elapsed_time: 441.76868 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8641 | 8641 | 0.4951 True 2016 | 2016 | 0.9961 True -------------------------------------------------------------------------------- [1610/3000] Train loss: 0.00146, Valid loss: 0.00128, Elapsed_time: 443.06322 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2985 | 2985 | 0.9979 True 5334 | 5334 | 0.9952 True -------------------------------------------------------------------------------- [1615/3000] Train loss: 0.00142, Valid loss: 0.00120, Elapsed_time: 444.33502 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1195 | 1195 | 0.7875 True 4318 | 4318 | 0.9980 True -------------------------------------------------------------------------------- [1620/3000] Train loss: 0.00456, Valid loss: 0.00864, Elapsed_time: 445.61401 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4846 | 4846 | 0.9985 True 9807 | 9807 | 0.9940 True -------------------------------------------------------------------------------- [1625/3000] Train loss: 0.00253, Valid loss: 0.00274, Elapsed_time: 446.88317 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6014 | 6014 | 0.9929 True 4295 | 4295 | 0.9979 True -------------------------------------------------------------------------------- [1630/3000] Train loss: 0.00210, Valid loss: 0.00105, Elapsed_time: 448.15096 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2985 | 2985 | 0.9986 True 3250 | 3250 | 0.9700 True -------------------------------------------------------------------------------- [1635/3000] Train loss: 0.00080, Valid loss: 0.00086, Elapsed_time: 449.71440 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7278 | 7278 | 0.9961 True 9154 | 9154 | 0.9740 True -------------------------------------------------------------------------------- [1640/3000] Train loss: 0.00100, Valid loss: 0.00081, Elapsed_time: 450.98181 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0649 | 0649 | 0.6849 True 8005 | 8005 | 0.9930 True -------------------------------------------------------------------------------- [1645/3000] Train loss: 0.00068, Valid loss: 0.00078, Elapsed_time: 452.25409 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7933 | 7933 | 0.7955 True 2262 | 2262 | 0.5130 True -------------------------------------------------------------------------------- [1650/3000] Train loss: 0.00080, Valid loss: 0.00070, Elapsed_time: 453.54462 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2886 | 2886 | 0.9929 True 0589 | 0589 | 0.9978 True -------------------------------------------------------------------------------- [1655/3000] Train loss: 0.00067, Valid loss: 0.00065, Elapsed_time: 454.86074 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2917 | 2917 | 0.9971 True 6325 | 6325 | 0.9996 True -------------------------------------------------------------------------------- [1660/3000] Train loss: 0.00058, Valid loss: 0.00069, Elapsed_time: 456.14349 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8005 | 8005 | 0.9948 True 0279 | 0279 | 0.9968 True -------------------------------------------------------------------------------- [1665/3000] Train loss: 0.00067, Valid loss: 0.00057, Elapsed_time: 457.76375 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3019 | 3019 | 0.9980 True 7747 | 7747 | 0.8694 True -------------------------------------------------------------------------------- [1670/3000] Train loss: 0.00055, Valid loss: 0.00055, Elapsed_time: 459.10614 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2886 | 2886 | 0.9938 True 1516 | 1516 | 0.9926 True -------------------------------------------------------------------------------- [1675/3000] Train loss: 0.00048, Valid loss: 0.00053, Elapsed_time: 460.37514 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1155 | 1155 | 0.4691 True 4048 | 4048 | 0.9992 True -------------------------------------------------------------------------------- [1680/3000] Train loss: 0.00050, Valid loss: 0.00050, Elapsed_time: 461.68626 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0439 | 0439 | 0.9978 True 9725 | 9725 | 0.9996 True -------------------------------------------------------------------------------- [1685/3000] Train loss: 0.00058, Valid loss: 0.00052, Elapsed_time: 462.97950 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0034 | 0034 | 0.9390 True 8811 | 8811 | 0.6269 True -------------------------------------------------------------------------------- [1690/3000] Train loss: 0.00046, Valid loss: 0.00048, Elapsed_time: 464.22758 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3326 | 3326 | 0.7225 True 6972 | 6972 | 0.9987 True -------------------------------------------------------------------------------- [1695/3000] Train loss: 0.00048, Valid loss: 0.00055, Elapsed_time: 465.51099 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9740 | 9740 | 0.9971 True 3019 | 3019 | 0.9984 True -------------------------------------------------------------------------------- [1700/3000] Train loss: 0.00045, Valid loss: 0.00043, Elapsed_time: 467.09550 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2886 | 2886 | 0.9968 True 8858 | 8858 | 0.9271 True -------------------------------------------------------------------------------- [1705/3000] Train loss: 0.00039, Valid loss: 0.00041, Elapsed_time: 468.39930 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5904 | 5904 | 0.9987 True 2078 | 2078 | 0.9994 True -------------------------------------------------------------------------------- [1710/3000] Train loss: 0.00035, Valid loss: 0.00040, Elapsed_time: 469.65559 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9754 | 9754 | 0.9836 True 0279 | 0279 | 0.9979 True -------------------------------------------------------------------------------- [1715/3000] Train loss: 0.00135, Valid loss: 0.04759, Elapsed_time: 470.94581 Current_accuracy : 97.000, Current_norm_ED : 0.9925 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4432 | 4432 | 0.4114 True 3019 | 3018 | 0.9058 False -------------------------------------------------------------------------------- [1720/3000] Train loss: 0.00324, Valid loss: 0.00061, Elapsed_time: 472.22692 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3908 | 3908 | 0.9924 True 3074 | 3074 | 0.9980 True -------------------------------------------------------------------------------- [1725/3000] Train loss: 0.00052, Valid loss: 0.00051, Elapsed_time: 473.46756 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2358 | 2358 | 0.9956 True 9089 | 9089 | 0.9990 True -------------------------------------------------------------------------------- [1730/3000] Train loss: 0.00043, Valid loss: 0.00043, Elapsed_time: 475.01944 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5977 | 5977 | 0.5690 True 7051 | 7051 | 0.9975 True -------------------------------------------------------------------------------- [1735/3000] Train loss: 0.00037, Valid loss: 0.00044, Elapsed_time: 476.34487 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9148 | 9148 | 0.9989 True 7719 | 7719 | 0.9030 True -------------------------------------------------------------------------------- [1740/3000] Train loss: 0.00037, Valid loss: 0.00040, Elapsed_time: 477.60994 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2468 | 2468 | 0.4964 True 8858 | 8858 | 0.9146 True -------------------------------------------------------------------------------- [1745/3000] Train loss: 0.00037, Valid loss: 0.00036, Elapsed_time: 478.88910 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2140 | 2140 | 0.9981 True 2282 | 2282 | 0.5002 True -------------------------------------------------------------------------------- [1750/3000] Train loss: 0.00038, Valid loss: 0.00036, Elapsed_time: 480.18736 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7747 | 7747 | 0.9172 True 4313 | 4313 | 0.9967 True -------------------------------------------------------------------------------- [1755/3000] Train loss: 0.00033, Valid loss: 0.00038, Elapsed_time: 481.45078 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0279 | 0279 | 0.9983 True 4786 | 4786 | 0.9990 True -------------------------------------------------------------------------------- [1760/3000] Train loss: 0.00036, Valid loss: 0.00035, Elapsed_time: 483.00970 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3074 | 3074 | 0.9985 True 6747 | 6747 | 0.9989 True -------------------------------------------------------------------------------- [1765/3000] Train loss: 0.00038, Valid loss: 0.00032, Elapsed_time: 484.30707 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9807 | 9807 | 0.9984 True 0786 | 0786 | 0.9986 True -------------------------------------------------------------------------------- [1770/3000] Train loss: 0.00031, Valid loss: 0.00030, Elapsed_time: 485.60494 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2886 | 2886 | 0.9944 True 1616 | 1616 | 0.9973 True -------------------------------------------------------------------------------- [1775/3000] Train loss: 0.00033, Valid loss: 0.00028, Elapsed_time: 486.87682 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3191 | 3191 | 0.9996 True 5904 | 5904 | 0.9989 True -------------------------------------------------------------------------------- [1780/3000] Train loss: 0.00030, Valid loss: 0.00028, Elapsed_time: 488.12706 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5053 | 5053 | 0.9984 True 9148 | 9148 | 0.9993 True -------------------------------------------------------------------------------- [1785/3000] Train loss: 0.00029, Valid loss: 0.00027, Elapsed_time: 489.38006 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6972 | 6972 | 0.9991 True 6373 | 6373 | 0.9997 True -------------------------------------------------------------------------------- [1790/3000] Train loss: 0.00031, Valid loss: 0.00028, Elapsed_time: 490.67032 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2078 | 2078 | 0.9995 True 1936 | 1936 | 0.9991 True -------------------------------------------------------------------------------- [1795/3000] Train loss: 0.00026, Valid loss: 0.00027, Elapsed_time: 492.27844 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4977 | 4977 | 0.8831 True 2117 | 2117 | 0.9986 True -------------------------------------------------------------------------------- [1800/3000] Train loss: 0.00023, Valid loss: 0.00025, Elapsed_time: 493.56696 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3908 | 3908 | 0.9992 True 6730 | 6730 | 0.9984 True -------------------------------------------------------------------------------- [1805/3000] Train loss: 0.00023, Valid loss: 0.00025, Elapsed_time: 494.85996 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5012 | 5012 | 0.9993 True 5504 | 5504 | 0.9364 True -------------------------------------------------------------------------------- [1810/3000] Train loss: 0.00028, Valid loss: 0.00024, Elapsed_time: 496.18687 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6591 | 6591 | 0.9996 True 0786 | 0786 | 0.9989 True -------------------------------------------------------------------------------- [1815/3000] Train loss: 0.00024, Valid loss: 0.00024, Elapsed_time: 497.46128 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2262 | 2262 | 0.5659 True 6275 | 6275 | 0.9996 True -------------------------------------------------------------------------------- [1820/3000] Train loss: 0.00022, Valid loss: 0.00024, Elapsed_time: 498.76009 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7747 | 7747 | 0.9341 True 5708 | 5708 | 0.9992 True -------------------------------------------------------------------------------- [1825/3000] Train loss: 0.00021, Valid loss: 0.00023, Elapsed_time: 500.35098 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5078 | 5078 | 0.9996 True 4786 | 4786 | 0.9992 True -------------------------------------------------------------------------------- [1830/3000] Train loss: 0.00022, Valid loss: 0.00022, Elapsed_time: 501.67833 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1475 | 1475 | 0.9995 True 5720 | 5720 | 0.9986 True -------------------------------------------------------------------------------- [1835/3000] Train loss: 0.00022, Valid loss: 0.00023, Elapsed_time: 502.92574 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1195 | 1195 | 0.7963 True 4450 | 4450 | 0.7428 True -------------------------------------------------------------------------------- [1840/3000] Train loss: 0.00024, Valid loss: 0.00021, Elapsed_time: 504.19377 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6972 | 6972 | 0.9992 True 4841 | 4841 | 0.9988 True -------------------------------------------------------------------------------- [1845/3000] Train loss: 0.00021, Valid loss: 0.00021, Elapsed_time: 505.49299 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9970 | 9970 | 0.9015 True 9332 | 9332 | 0.9992 True -------------------------------------------------------------------------------- [1850/3000] Train loss: 0.00020, Valid loss: 0.00022, Elapsed_time: 506.75792 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2867 | 2867 | 0.9994 True 3250 | 3250 | 0.9929 True -------------------------------------------------------------------------------- [1855/3000] Train loss: 0.00078, Valid loss: 0.00024, Elapsed_time: 508.04213 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9329 | 9329 | 0.9995 True 2070 | 2070 | 0.9988 True -------------------------------------------------------------------------------- [1860/3000] Train loss: 0.00027, Valid loss: 0.00021, Elapsed_time: 509.69051 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5012 | 5012 | 0.9993 True 0834 | 0834 | 0.9904 True -------------------------------------------------------------------------------- [1865/3000] Train loss: 0.00022, Valid loss: 0.00020, Elapsed_time: 510.99785 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3074 | 3074 | 0.9989 True 8476 | 8476 | 0.9991 True -------------------------------------------------------------------------------- [1870/3000] Train loss: 0.00018, Valid loss: 0.00020, Elapsed_time: 512.25424 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8115 | 8115 | 0.9991 True 5912 | 5912 | 0.9988 True -------------------------------------------------------------------------------- [1875/3000] Train loss: 0.00024, Valid loss: 0.00019, Elapsed_time: 513.54210 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4295 | 4295 | 0.9994 True 0998 | 0998 | 0.9982 True -------------------------------------------------------------------------------- [1880/3000] Train loss: 0.00018, Valid loss: 0.00019, Elapsed_time: 514.79702 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2917 | 2917 | 0.9991 True 9589 | 9589 | 0.9993 True -------------------------------------------------------------------------------- [1885/3000] Train loss: 0.00018, Valid loss: 0.00019, Elapsed_time: 516.09621 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5912 | 5912 | 0.9988 True 5013 | 5013 | 0.9993 True -------------------------------------------------------------------------------- [1890/3000] Train loss: 0.00019, Valid loss: 0.00017, Elapsed_time: 517.66758 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9797 | 9797 | 0.9992 True 1516 | 1516 | 0.9980 True -------------------------------------------------------------------------------- [1895/3000] Train loss: 0.00017, Valid loss: 0.00020, Elapsed_time: 518.95665 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7933 | 7933 | 0.8628 True 9332 | 9332 | 0.9993 True -------------------------------------------------------------------------------- [1900/3000] Train loss: 0.00019, Valid loss: 0.00018, Elapsed_time: 520.30386 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2853 | 2853 | 0.9992 True 4450 | 4450 | 0.7470 True -------------------------------------------------------------------------------- [1905/3000] Train loss: 0.00016, Valid loss: 0.00018, Elapsed_time: 521.60037 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4816 | 4816 | 0.9984 True 7730 | 7730 | 0.7435 True -------------------------------------------------------------------------------- [1910/3000] Train loss: 0.00018, Valid loss: 0.00018, Elapsed_time: 522.88466 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9545 | 9545 | 0.9994 True 3250 | 3250 | 0.9942 True -------------------------------------------------------------------------------- [1915/3000] Train loss: 0.00016, Valid loss: 0.00017, Elapsed_time: 524.22525 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5708 | 5708 | 0.9994 True 7654 | 7654 | 0.9941 True -------------------------------------------------------------------------------- [1920/3000] Train loss: 0.00016, Valid loss: 0.00016, Elapsed_time: 525.86151 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2878 | 2878 | 0.9997 True 9922 | 9922 | 0.6719 True -------------------------------------------------------------------------------- [1925/3000] Train loss: 0.00018, Valid loss: 0.00016, Elapsed_time: 527.14326 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0083 | 0083 | 0.8959 True 4786 | 4786 | 0.9995 True -------------------------------------------------------------------------------- [1930/3000] Train loss: 0.00015, Valid loss: 0.00016, Elapsed_time: 528.46476 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2358 | 2358 | 0.9985 True 8051 | 8051 | 0.9987 True -------------------------------------------------------------------------------- [1935/3000] Train loss: 0.00017, Valid loss: 0.00016, Elapsed_time: 529.77907 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4695 | 4695 | 0.9984 True 2605 | 2605 | 0.9989 True -------------------------------------------------------------------------------- [1940/3000] Train loss: 0.00015, Valid loss: 0.00015, Elapsed_time: 531.11592 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0311 | 0311 | 0.4669 True 7893 | 7893 | 0.9990 True -------------------------------------------------------------------------------- [1945/3000] Train loss: 0.00014, Valid loss: 0.00015, Elapsed_time: 532.40064 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5708 | 5708 | 0.9994 True 1936 | 1936 | 0.9993 True -------------------------------------------------------------------------------- [1950/3000] Train loss: 0.00014, Valid loss: 0.00015, Elapsed_time: 533.70641 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2016 | 2016 | 0.9993 True 6711 | 6711 | 0.5620 True -------------------------------------------------------------------------------- [1955/3000] Train loss: 0.00014, Valid loss: 0.00015, Elapsed_time: 535.36697 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2070 | 2070 | 0.9992 True 6078 | 6078 | 0.9998 True -------------------------------------------------------------------------------- [1960/3000] Train loss: 0.00015, Valid loss: 0.00014, Elapsed_time: 536.66651 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5067 | 5067 | 0.9989 True 8067 | 8067 | 0.9989 True -------------------------------------------------------------------------------- [1965/3000] Train loss: 0.00014, Valid loss: 0.00015, Elapsed_time: 538.00339 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0589 | 0589 | 0.9995 True 7654 | 7654 | 0.9946 True -------------------------------------------------------------------------------- [1970/3000] Train loss: 0.00015, Valid loss: 0.00014, Elapsed_time: 539.32905 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2605 | 2605 | 0.9990 True 8476 | 8476 | 0.9994 True -------------------------------------------------------------------------------- [1975/3000] Train loss: 0.00014, Valid loss: 0.00014, Elapsed_time: 540.63123 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0998 | 0998 | 0.9984 True 4018 | 4018 | 0.9996 True -------------------------------------------------------------------------------- [1980/3000] Train loss: 0.00016, Valid loss: 0.00014, Elapsed_time: 541.88899 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9490 | 9490 | 0.9992 True 6972 | 6972 | 0.9994 True -------------------------------------------------------------------------------- [1985/3000] Train loss: 0.00012, Valid loss: 0.00014, Elapsed_time: 543.51016 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7435 | 7435 | 0.9995 True 4313 | 4313 | 0.9979 True -------------------------------------------------------------------------------- [1990/3000] Train loss: 0.00012, Valid loss: 0.00013, Elapsed_time: 544.83722 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0187 | 0187 | 0.9987 True 7993 | 7993 | 0.9998 True -------------------------------------------------------------------------------- [1995/3000] Train loss: 0.00013, Valid loss: 0.00013, Elapsed_time: 546.13889 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2985 | 2985 | 0.9997 True 4374 | 4374 | 0.9982 True -------------------------------------------------------------------------------- [2000/3000] Train loss: 0.00014, Valid loss: 0.00013, Elapsed_time: 547.47921 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4846 | 4846 | 0.9997 True 5218 | 5218 | 0.9998 True -------------------------------------------------------------------------------- [2005/3000] Train loss: 0.00013, Valid loss: 0.00012, Elapsed_time: 548.78058 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1432 | 1432 | 0.9994 True 2016 | 2016 | 0.9994 True -------------------------------------------------------------------------------- [2010/3000] Train loss: 0.00012, Valid loss: 0.00013, Elapsed_time: 550.07326 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8005 | 8005 | 0.9990 True 9300 | 9300 | 0.6920 True -------------------------------------------------------------------------------- [2015/3000] Train loss: 0.00016, Valid loss: 0.00012, Elapsed_time: 551.33678 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5827 | 5827 | 0.9995 True 9148 | 9148 | 0.9996 True -------------------------------------------------------------------------------- [2020/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 552.90191 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3854 | 3854 | 0.9824 True 6323 | 6323 | 0.9998 True -------------------------------------------------------------------------------- [2025/3000] Train loss: 0.00011, Valid loss: 0.00012, Elapsed_time: 554.20625 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2492 | 2492 | 0.9997 True 0439 | 0439 | 0.9994 True -------------------------------------------------------------------------------- [2030/3000] Train loss: 0.00014, Valid loss: 0.00012, Elapsed_time: 555.45380 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8303 | 8303 | 0.9995 True 6730 | 6730 | 0.9990 True -------------------------------------------------------------------------------- [2035/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 556.72213 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3031 | 3031 | 0.9994 True 4816 | 4816 | 0.9990 True -------------------------------------------------------------------------------- [2040/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 557.95642 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5720 | 5720 | 0.9989 True 6391 | 6391 | 0.9998 True -------------------------------------------------------------------------------- [2045/3000] Train loss: 0.00012, Valid loss: 0.00013, Elapsed_time: 559.23569 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4048 | 4048 | 0.9997 True 7933 | 7933 | 0.8504 True -------------------------------------------------------------------------------- [2050/3000] Train loss: 0.00037, Valid loss: 0.00013, Elapsed_time: 560.82131 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2981 | 2981 | 0.9997 True 4383 | 4383 | 0.9995 True -------------------------------------------------------------------------------- [2055/3000] Train loss: 0.00013, Valid loss: 0.00013, Elapsed_time: 562.13464 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4450 | 4450 | 0.7617 True 3389 | 3389 | 0.8684 True -------------------------------------------------------------------------------- [2060/3000] Train loss: 0.00012, Valid loss: 0.00013, Elapsed_time: 563.39185 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4044 | 4044 | 0.7033 True 3929 | 3929 | 0.9997 True -------------------------------------------------------------------------------- [2065/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 564.68029 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2605 | 2605 | 0.9993 True 2981 | 2981 | 0.9997 True -------------------------------------------------------------------------------- [2070/3000] Train loss: 0.00017, Valid loss: 0.00013, Elapsed_time: 565.96679 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6381 | 6381 | 0.9997 True 7747 | 7747 | 0.9435 True -------------------------------------------------------------------------------- [2075/3000] Train loss: 0.00013, Valid loss: 0.00012, Elapsed_time: 567.26617 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1516 | 1516 | 0.9992 True 8170 | 8170 | 0.9991 True -------------------------------------------------------------------------------- [2080/3000] Train loss: 0.12425, Valid loss: 0.04862, Elapsed_time: 568.81747 Current_accuracy : 95.500, Current_norm_ED : 0.9888 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5720 | 5720 | 0.9933 True 6275 | 6275 | 0.9988 True -------------------------------------------------------------------------------- [2085/3000] Train loss: 0.03293, Valid loss: 0.02505, Elapsed_time: 570.10244 Current_accuracy : 96.000, Current_norm_ED : 0.9918 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0839 | 0839 | 0.9248 True 6711 | 6711 | 0.7619 True -------------------------------------------------------------------------------- [2090/3000] Train loss: 0.00625, Valid loss: 0.00051, Elapsed_time: 571.38566 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7731 | 7731 | 0.9522 True 2981 | 2981 | 0.9977 True -------------------------------------------------------------------------------- [2095/3000] Train loss: 0.00127, Valid loss: 0.00036, Elapsed_time: 572.69022 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2282 | 2282 | 0.4381 True 5493 | 5493 | 0.9991 True -------------------------------------------------------------------------------- [2100/3000] Train loss: 0.00038, Valid loss: 0.00029, Elapsed_time: 574.01559 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8785 | 8785 | 0.9993 True 4908 | 4908 | 0.9987 True -------------------------------------------------------------------------------- [2105/3000] Train loss: 0.00079, Valid loss: 0.00035, Elapsed_time: 575.29397 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2985 | 2985 | 0.9996 True 6381 | 6381 | 0.9997 True -------------------------------------------------------------------------------- [2110/3000] Train loss: 0.00032, Valid loss: 0.00028, Elapsed_time: 576.59011 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2140 | 2140 | 0.9950 True 1772 | 1772 | 0.9982 True -------------------------------------------------------------------------------- [2115/3000] Train loss: 0.00035, Valid loss: 0.00025, Elapsed_time: 578.16422 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1432 | 1432 | 0.9990 True 9754 | 9754 | 0.9873 True -------------------------------------------------------------------------------- [2120/3000] Train loss: 0.00028, Valid loss: 0.00023, Elapsed_time: 579.51857 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1432 | 1432 | 0.9990 True 0834 | 0834 | 0.9888 True -------------------------------------------------------------------------------- [2125/3000] Train loss: 0.00029, Valid loss: 0.00022, Elapsed_time: 580.83049 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9490 | 9490 | 0.9984 True 2981 | 2981 | 0.9997 True -------------------------------------------------------------------------------- [2130/3000] Train loss: 0.00026, Valid loss: 0.00021, Elapsed_time: 582.14491 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0279 | 0279 | 0.9988 True 7435 | 7435 | 0.9995 True -------------------------------------------------------------------------------- [2135/3000] Train loss: 0.00020, Valid loss: 0.00021, Elapsed_time: 583.43818 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5912 | 5912 | 0.9973 True 9184 | 9184 | 0.9994 True -------------------------------------------------------------------------------- [2140/3000] Train loss: 0.00022, Valid loss: 0.00019, Elapsed_time: 584.70179 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5183 | 5183 | 0.9994 True 4695 | 4695 | 0.9990 True -------------------------------------------------------------------------------- [2145/3000] Train loss: 0.00025, Valid loss: 0.00018, Elapsed_time: 586.24179 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6248 | 6248 | 0.9995 True 1667 | 1667 | 0.9977 True -------------------------------------------------------------------------------- [2150/3000] Train loss: 0.01812, Valid loss: 0.00024, Elapsed_time: 587.56128 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0132 | 0132 | 0.9988 True 7655 | 7655 | 0.6308 True -------------------------------------------------------------------------------- [2155/3000] Train loss: 0.00024, Valid loss: 0.00020, Elapsed_time: 588.88807 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3563 | 3563 | 0.9989 True 4048 | 4048 | 0.9990 True -------------------------------------------------------------------------------- [2160/3000] Train loss: 0.00024, Valid loss: 0.00021, Elapsed_time: 590.15957 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1936 | 1936 | 0.9720 True 7730 | 7730 | 0.5238 True -------------------------------------------------------------------------------- [2165/3000] Train loss: 0.00027, Valid loss: 0.00018, Elapsed_time: 591.42373 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0083 | 0083 | 0.8026 True 2282 | 2282 | 0.5801 True -------------------------------------------------------------------------------- [2170/3000] Train loss: 0.00021, Valid loss: 0.00019, Elapsed_time: 592.68995 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6026 | 6026 | 0.9988 True 9054 | 9054 | 0.9861 True -------------------------------------------------------------------------------- [2175/3000] Train loss: 0.00021, Valid loss: 0.00018, Elapsed_time: 593.96779 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0439 | 0439 | 0.9995 True 1936 | 1936 | 0.9783 True -------------------------------------------------------------------------------- [2180/3000] Train loss: 0.00021, Valid loss: 0.00018, Elapsed_time: 595.54653 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2886 | 2886 | 0.9994 True 4841 | 4841 | 0.9993 True -------------------------------------------------------------------------------- [2185/3000] Train loss: 0.00019, Valid loss: 0.00017, Elapsed_time: 596.83055 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6381 | 6381 | 0.9997 True 5634 | 5634 | 0.9990 True -------------------------------------------------------------------------------- [2190/3000] Train loss: 0.00021, Valid loss: 0.00017, Elapsed_time: 598.10660 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1516 | 1516 | 0.9883 True 3389 | 3389 | 0.8870 True -------------------------------------------------------------------------------- [2195/3000] Train loss: 0.01437, Valid loss: 0.00179, Elapsed_time: 599.40692 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8476 | 8476 | 0.9982 True 4018 | 4018 | 0.9882 True -------------------------------------------------------------------------------- [2200/3000] Train loss: 0.03870, Valid loss: 0.01170, Elapsed_time: 600.72488 Current_accuracy : 98.000, Current_norm_ED : 0.9950 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1040 | 1040 | 0.9982 True 4313 | 4313 | 0.9976 True -------------------------------------------------------------------------------- [2205/3000] Train loss: 0.00230, Valid loss: 0.00937, Elapsed_time: 602.02802 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2078 | 2078 | 0.9995 True 6591 | 6591 | 0.9996 True -------------------------------------------------------------------------------- [2210/3000] Train loss: 0.00071, Valid loss: 0.02122, Elapsed_time: 603.62245 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2521 | 2521 | 0.9997 True 9922 | 9922 | 0.4075 True -------------------------------------------------------------------------------- [2215/3000] Train loss: 0.00561, Valid loss: 0.00056, Elapsed_time: 604.89981 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9807 | 9807 | 0.9979 True 5863 | 5863 | 0.9985 True -------------------------------------------------------------------------------- [2220/3000] Train loss: 0.00047, Valid loss: 0.00041, Elapsed_time: 606.23707 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4242 | 4242 | 0.9957 True 5504 | 5504 | 0.9454 True -------------------------------------------------------------------------------- [2225/3000] Train loss: 0.00043, Valid loss: 0.00033, Elapsed_time: 607.57819 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2492 | 2492 | 0.9977 True 9300 | 9300 | 0.6820 True -------------------------------------------------------------------------------- [2230/3000] Train loss: 0.09082, Valid loss: 0.00233, Elapsed_time: 608.89646 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1195 | 1195 | 0.4645 True 9139 | 9139 | 0.9994 True -------------------------------------------------------------------------------- [2235/3000] Train loss: 0.00062, Valid loss: 0.00077, Elapsed_time: 610.18144 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5145 | 5145 | 0.9991 True 7157 | 7157 | 0.9956 True -------------------------------------------------------------------------------- [2240/3000] Train loss: 0.00044, Valid loss: 0.00067, Elapsed_time: 611.77408 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7595 | 7595 | 0.9992 True 7744 | 7744 | 0.5215 True -------------------------------------------------------------------------------- [2245/3000] Train loss: 0.00077, Valid loss: 0.00046, Elapsed_time: 613.11149 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6014 | 6014 | 0.9960 True 8811 | 8811 | 0.3690 True -------------------------------------------------------------------------------- [2250/3000] Train loss: 0.00044, Valid loss: 0.00035, Elapsed_time: 614.47105 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8476 | 8476 | 0.9986 True 7435 | 7435 | 0.9992 True -------------------------------------------------------------------------------- [2255/3000] Train loss: 0.00034, Valid loss: 0.00031, Elapsed_time: 615.80480 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3854 | 3854 | 0.9760 True 8521 | 8521 | 0.9988 True -------------------------------------------------------------------------------- [2260/3000] Train loss: 0.00065, Valid loss: 0.00032, Elapsed_time: 617.08856 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6078 | 6078 | 0.9996 True 2468 | 2468 | 0.9325 True -------------------------------------------------------------------------------- [2265/3000] Train loss: 0.00028, Valid loss: 0.00037, Elapsed_time: 618.37543 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4432 | 4432 | 0.9488 True 9436 | 9436 | 0.9864 True -------------------------------------------------------------------------------- [2270/3000] Train loss: 0.00030, Valid loss: 0.00027, Elapsed_time: 619.66949 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1667 | 1667 | 0.9978 True 5218 | 5218 | 0.9997 True -------------------------------------------------------------------------------- [2275/3000] Train loss: 0.00025, Valid loss: 0.00028, Elapsed_time: 621.31876 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6325 | 6325 | 0.9998 True 4242 | 4242 | 0.9982 True -------------------------------------------------------------------------------- [2280/3000] Train loss: 0.00037, Valid loss: 0.00024, Elapsed_time: 622.60956 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5218 | 5218 | 0.9997 True 7993 | 7993 | 0.9988 True -------------------------------------------------------------------------------- [2285/3000] Train loss: 0.00023, Valid loss: 0.00022, Elapsed_time: 624.08300 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4379 | 4379 | 0.9984 True 8521 | 8521 | 0.9992 True -------------------------------------------------------------------------------- [2290/3000] Train loss: 0.00022, Valid loss: 0.00021, Elapsed_time: 625.54497 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9922 | 9922 | 0.6254 True 0839 | 0839 | 0.9958 True -------------------------------------------------------------------------------- [2295/3000] Train loss: 0.00019, Valid loss: 0.00019, Elapsed_time: 626.90981 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8902 | 8902 | 0.9992 True 9030 | 9030 | 0.9991 True -------------------------------------------------------------------------------- [2300/3000] Train loss: 0.00022, Valid loss: 0.00019, Elapsed_time: 628.27243 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1667 | 1667 | 0.9982 True 7408 | 7408 | 0.9993 True -------------------------------------------------------------------------------- [2305/3000] Train loss: 0.00022, Valid loss: 0.00019, Elapsed_time: 629.87611 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0589 | 0589 | 0.9991 True 5904 | 5904 | 0.9993 True -------------------------------------------------------------------------------- [2310/3000] Train loss: 0.00017, Valid loss: 0.00018, Elapsed_time: 631.17733 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3191 | 3191 | 0.9996 True 4677 | 4677 | 0.5388 True -------------------------------------------------------------------------------- [2315/3000] Train loss: 0.00018, Valid loss: 0.00019, Elapsed_time: 632.55568 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0998 | 0998 | 0.9978 True 3250 | 3250 | 0.9906 True -------------------------------------------------------------------------------- [2320/3000] Train loss: 0.00017, Valid loss: 0.00017, Elapsed_time: 633.94313 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1195 | 1195 | 0.8259 True 2468 | 2468 | 0.9760 True -------------------------------------------------------------------------------- [2325/3000] Train loss: 0.00019, Valid loss: 0.00015, Elapsed_time: 635.24156 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4295 | 4295 | 0.9995 True 0691 | 0691 | 0.9675 True -------------------------------------------------------------------------------- [2330/3000] Train loss: 0.00015, Valid loss: 0.00016, Elapsed_time: 636.52619 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0649 | 0649 | 0.9652 True 3312 | 3312 | 0.3984 True -------------------------------------------------------------------------------- [2335/3000] Train loss: 0.00026, Valid loss: 0.00015, Elapsed_time: 637.80283 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9740 | 9740 | 0.9984 True 4841 | 4841 | 0.9993 True -------------------------------------------------------------------------------- [2340/3000] Train loss: 0.00016, Valid loss: 0.00016, Elapsed_time: 639.42177 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3563 | 3563 | 0.9995 True 5504 | 5504 | 0.9297 True -------------------------------------------------------------------------------- [2345/3000] Train loss: 0.00015, Valid loss: 0.00015, Elapsed_time: 640.70743 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9083 | 9083 | 0.9995 True 9030 | 9030 | 0.9993 True -------------------------------------------------------------------------------- [2350/3000] Train loss: 0.00014, Valid loss: 0.00014, Elapsed_time: 642.01719 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0786 | 0786 | 0.9991 True 5145 | 5145 | 0.9994 True -------------------------------------------------------------------------------- [2355/3000] Train loss: 0.00016, Valid loss: 0.00014, Elapsed_time: 643.31284 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4908 | 4908 | 0.9988 True 2016 | 2016 | 0.9978 True -------------------------------------------------------------------------------- [2360/3000] Train loss: 0.00016, Valid loss: 0.00014, Elapsed_time: 644.63463 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4018 | 4018 | 0.9996 True 5904 | 5904 | 0.9995 True -------------------------------------------------------------------------------- [2365/3000] Train loss: 0.00014, Valid loss: 0.00015, Elapsed_time: 645.94057 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4816 | 4816 | 0.9890 True 9011 | 9011 | 0.5871 True -------------------------------------------------------------------------------- [2370/3000] Train loss: 0.00016, Valid loss: 0.00013, Elapsed_time: 647.51144 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0439 | 0439 | 0.9993 True 9005 | 9005 | 0.9992 True -------------------------------------------------------------------------------- [2375/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 648.84752 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7475 | 7475 | 0.9995 True 9589 | 9589 | 0.9995 True -------------------------------------------------------------------------------- [2380/3000] Train loss: 0.00015, Valid loss: 0.00012, Elapsed_time: 650.11195 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6747 | 6747 | 0.9991 True 6248 | 6248 | 0.9997 True -------------------------------------------------------------------------------- [2385/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 651.40888 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2917 | 2917 | 0.9994 True 1636 | 1636 | 0.9872 True -------------------------------------------------------------------------------- [2390/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 652.72255 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9089 | 9089 | 0.9996 True 3854 | 3854 | 0.9928 True -------------------------------------------------------------------------------- [2395/3000] Train loss: 0.00013, Valid loss: 0.00011, Elapsed_time: 654.05693 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0439 | 0439 | 0.9994 True 7408 | 7408 | 0.9996 True -------------------------------------------------------------------------------- [2400/3000] Train loss: 0.00018, Valid loss: 0.00011, Elapsed_time: 655.65127 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9083 | 9083 | 0.9996 True 4295 | 4295 | 0.9996 True -------------------------------------------------------------------------------- [2405/3000] Train loss: 0.00012, Valid loss: 0.00011, Elapsed_time: 656.92475 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5464 | 5464 | 0.9992 True 6325 | 6325 | 0.9999 True -------------------------------------------------------------------------------- [2410/3000] Train loss: 0.00013, Valid loss: 0.00011, Elapsed_time: 658.20969 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5504 | 5504 | 0.9741 True 6972 | 6972 | 0.9995 True -------------------------------------------------------------------------------- [2415/3000] Train loss: 0.00010, Valid loss: 0.00012, Elapsed_time: 659.52050 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2917 | 2917 | 0.9995 True 9148 | 9148 | 0.9997 True -------------------------------------------------------------------------------- [2420/3000] Train loss: 0.00011, Valid loss: 0.00011, Elapsed_time: 660.82223 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6325 | 6325 | 0.9999 True 8892 | 8892 | 0.4435 True -------------------------------------------------------------------------------- [2425/3000] Train loss: 0.00010, Valid loss: 0.00012, Elapsed_time: 662.10580 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6591 | 6591 | 0.9998 True 3279 | 3279 | 0.9980 True -------------------------------------------------------------------------------- [2430/3000] Train loss: 0.00011, Valid loss: 0.00011, Elapsed_time: 663.38589 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5493 | 5493 | 0.9997 True 0439 | 0439 | 0.9994 True -------------------------------------------------------------------------------- [2435/3000] Train loss: 0.00010, Valid loss: 0.00011, Elapsed_time: 664.96609 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6825 | 6825 | 0.9995 True 5493 | 5493 | 0.9997 True -------------------------------------------------------------------------------- [2440/3000] Train loss: 0.00011, Valid loss: 0.00010, Elapsed_time: 666.33154 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7475 | 7475 | 0.9996 True 5183 | 5183 | 0.9996 True -------------------------------------------------------------------------------- [2445/3000] Train loss: 0.00010, Valid loss: 0.00011, Elapsed_time: 667.59463 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3250 | 3250 | 0.9952 True 9725 | 9725 | 0.9999 True -------------------------------------------------------------------------------- [2450/3000] Train loss: 0.00011, Valid loss: 0.00010, Elapsed_time: 668.86624 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8858 | 8858 | 0.9113 True 2867 | 2867 | 0.9996 True -------------------------------------------------------------------------------- [2455/3000] Train loss: 0.00010, Valid loss: 0.00010, Elapsed_time: 670.18793 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9970 | 9970 | 0.9585 True 8521 | 8521 | 0.9997 True -------------------------------------------------------------------------------- [2460/3000] Train loss: 0.00011, Valid loss: 0.00010, Elapsed_time: 671.49741 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9011 | 9011 | 0.6773 True 0839 | 0839 | 0.9978 True -------------------------------------------------------------------------------- [2465/3000] Train loss: 0.00011, Valid loss: 0.00011, Elapsed_time: 673.09708 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4450 | 4450 | 0.9498 True 3982 | 3982 | 0.9998 True -------------------------------------------------------------------------------- [2470/3000] Train loss: 0.00009, Valid loss: 0.00010, Elapsed_time: 674.47764 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5013 | 5013 | 0.9997 True 0589 | 0589 | 0.9995 True -------------------------------------------------------------------------------- [2475/3000] Train loss: 0.00010, Valid loss: 0.00011, Elapsed_time: 675.81784 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2117 | 2117 | 0.9994 True 7893 | 7893 | 0.9989 True -------------------------------------------------------------------------------- [2480/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 677.13982 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7157 | 7157 | 0.9974 True 6747 | 6747 | 0.9995 True -------------------------------------------------------------------------------- [2485/3000] Train loss: 0.00010, Valid loss: 0.00010, Elapsed_time: 678.44427 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0187 | 0187 | 0.9994 True 9089 | 9089 | 0.9997 True -------------------------------------------------------------------------------- [2490/3000] Train loss: 0.00010, Valid loss: 0.00010, Elapsed_time: 679.77554 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1870 | 1870 | 0.9994 True 9490 | 9490 | 0.9995 True -------------------------------------------------------------------------------- [2495/3000] Train loss: 0.00010, Valid loss: 0.00010, Elapsed_time: 681.09127 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6591 | 6591 | 0.9998 True 6711 | 6711 | 0.3848 True -------------------------------------------------------------------------------- [2500/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 682.73320 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2981 | 2981 | 0.9998 True 4786 | 4786 | 0.9995 True -------------------------------------------------------------------------------- [2505/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 684.09842 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8892 | 8892 | 0.3518 True 5912 | 5912 | 0.9993 True -------------------------------------------------------------------------------- [2510/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 685.44286 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6730 | 6730 | 0.9995 True 9139 | 9139 | 0.9997 True -------------------------------------------------------------------------------- [2515/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 686.77343 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7744 | 7744 | 0.2822 True 7933 | 7933 | 0.9620 True -------------------------------------------------------------------------------- [2520/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 688.12568 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6730 | 6730 | 0.9995 True 4383 | 4383 | 0.9997 True -------------------------------------------------------------------------------- [2525/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 689.42686 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5493 | 5493 | 0.9997 True 8303 | 8303 | 0.9997 True -------------------------------------------------------------------------------- [2530/3000] Train loss: 0.00014, Valid loss: 0.00009, Elapsed_time: 691.06390 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0839 | 0839 | 0.9987 True 7051 | 7051 | 0.9990 True -------------------------------------------------------------------------------- [2535/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 692.44617 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1616 | 1616 | 0.9946 True 4786 | 4786 | 0.9996 True -------------------------------------------------------------------------------- [2540/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 693.77719 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9139 | 9139 | 0.9997 True 3031 | 3031 | 0.9996 True -------------------------------------------------------------------------------- [2545/3000] Train loss: 0.00009, Valid loss: 0.00008, Elapsed_time: 695.10964 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4432 | 4432 | 0.8699 True 2282 | 2282 | 0.7336 True -------------------------------------------------------------------------------- [2550/3000] Train loss: 0.00011, Valid loss: 0.00008, Elapsed_time: 696.43437 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2981 | 2981 | 0.9998 True 1636 | 1636 | 0.9920 True -------------------------------------------------------------------------------- [2555/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 697.73585 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5183 | 5183 | 0.9997 True 5493 | 5493 | 0.9997 True -------------------------------------------------------------------------------- [2560/3000] Train loss: 0.06059, Valid loss: 0.19550, Elapsed_time: 699.34551 Current_accuracy : 89.500, Current_norm_ED : 0.9738 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3031 | 3031 | 0.9995 True 0146 | 0146 | 0.9972 True -------------------------------------------------------------------------------- [2565/3000] Train loss: 0.00023, Valid loss: 0.00010, Elapsed_time: 700.72376 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2521 | 2521 | 0.9998 True 8194 | 8194 | 0.9997 True -------------------------------------------------------------------------------- [2570/3000] Train loss: 0.00009, Valid loss: 0.00010, Elapsed_time: 702.00913 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9030 | 9030 | 0.9995 True 8892 | 8892 | 0.7108 True -------------------------------------------------------------------------------- [2575/3000] Train loss: 0.00010, Valid loss: 0.00009, Elapsed_time: 703.31997 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3019 | 3019 | 0.9997 True 4242 | 4242 | 0.9996 True -------------------------------------------------------------------------------- [2580/3000] Train loss: 0.00010, Valid loss: 0.00009, Elapsed_time: 704.60457 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7655 | 7655 | 0.8324 True 3308 | 3308 | 0.7213 True -------------------------------------------------------------------------------- [2585/3000] Train loss: 0.00011, Valid loss: 0.00010, Elapsed_time: 705.92354 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4677 | 4677 | 0.8540 True 4974 | 4974 | 0.9992 True -------------------------------------------------------------------------------- [2590/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 707.19453 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5904 | 5904 | 0.9997 True 6825 | 6825 | 0.9996 True -------------------------------------------------------------------------------- [2595/3000] Train loss: 0.00031, Valid loss: 0.00009, Elapsed_time: 708.72274 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9184 | 9184 | 0.9997 True 8811 | 8811 | 0.7853 True -------------------------------------------------------------------------------- [2600/3000] Train loss: 0.00011, Valid loss: 0.00009, Elapsed_time: 710.05553 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9154 | 9154 | 0.9941 True 4242 | 4242 | 0.9996 True -------------------------------------------------------------------------------- [2605/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 711.33561 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0261 | 0261 | 0.9989 True 7157 | 7157 | 0.9974 True -------------------------------------------------------------------------------- [2610/3000] Train loss: 0.00014, Valid loss: 0.00009, Elapsed_time: 712.62991 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5708 | 5708 | 0.9994 True 7435 | 7435 | 0.9996 True -------------------------------------------------------------------------------- [2615/3000] Train loss: 0.00010, Valid loss: 0.00009, Elapsed_time: 713.95166 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6373 | 6373 | 0.9999 True 8939 | 8939 | 0.9985 True -------------------------------------------------------------------------------- [2620/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 715.26940 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6462 | 6462 | 0.9997 True 5634 | 5634 | 0.9995 True -------------------------------------------------------------------------------- [2625/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 716.87139 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1936 | 1936 | 0.9939 True 6060 | 6060 | 0.9995 True -------------------------------------------------------------------------------- [2630/3000] Train loss: 0.00008, Valid loss: 0.00009, Elapsed_time: 718.19330 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0035 | 0035 | 0.8031 True 7719 | 7719 | 0.8975 True -------------------------------------------------------------------------------- [2635/3000] Train loss: 0.00011, Valid loss: 0.00008, Elapsed_time: 719.45920 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8005 | 8005 | 0.9992 True 4242 | 4242 | 0.9997 True -------------------------------------------------------------------------------- [2640/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 720.73850 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4383 | 4383 | 0.9997 True 4295 | 4295 | 0.9994 True -------------------------------------------------------------------------------- [2645/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 721.98319 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9139 | 9139 | 0.9997 True 9490 | 9490 | 0.9995 True -------------------------------------------------------------------------------- [2650/3000] Train loss: 0.00009, Valid loss: 0.00008, Elapsed_time: 723.25032 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1516 | 1516 | 0.9908 True 9300 | 9300 | 0.7287 True -------------------------------------------------------------------------------- [2655/3000] Train loss: 0.00009, Valid loss: 0.00008, Elapsed_time: 724.51954 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2345 | 2345 | 0.9989 True 5904 | 5904 | 0.9997 True -------------------------------------------------------------------------------- [2660/3000] Train loss: 0.00010, Valid loss: 0.00007, Elapsed_time: 726.11544 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0649 | 0649 | 0.9708 True 9083 | 9083 | 0.9997 True -------------------------------------------------------------------------------- [2665/3000] Train loss: 0.00009, Valid loss: 0.00008, Elapsed_time: 727.41141 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3929 | 3929 | 0.9998 True 0439 | 0439 | 0.9996 True -------------------------------------------------------------------------------- [2670/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 728.74197 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3250 | 3250 | 0.9959 True 9030 | 9030 | 0.9996 True -------------------------------------------------------------------------------- [2675/3000] Train loss: 0.00007, Valid loss: 0.00007, Elapsed_time: 730.01166 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1155 | 1155 | 0.4900 True 5078 | 5078 | 0.9998 True -------------------------------------------------------------------------------- [2680/3000] Train loss: 0.00007, Valid loss: 0.00007, Elapsed_time: 731.27483 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9922 | 9922 | 0.7264 True 3305 | 3305 | 0.5662 True -------------------------------------------------------------------------------- [2685/3000] Train loss: 0.00007, Valid loss: 0.00007, Elapsed_time: 732.52305 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1195 | 1195 | 0.9713 True 4295 | 4295 | 0.9995 True -------------------------------------------------------------------------------- [2690/3000] Train loss: 0.00029, Valid loss: 0.00009, Elapsed_time: 734.09088 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8892 | 8892 | 0.4956 True 4313 | 4313 | 0.9992 True -------------------------------------------------------------------------------- [2695/3000] Train loss: 0.00033, Valid loss: 0.00011, Elapsed_time: 735.44604 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8811 | 8811 | 0.9181 True 0834 | 0834 | 0.9992 True -------------------------------------------------------------------------------- [2700/3000] Train loss: 0.00010, Valid loss: 0.00009, Elapsed_time: 736.76345 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6078 | 6078 | 0.9998 True 4242 | 4242 | 0.9997 True -------------------------------------------------------------------------------- [2705/3000] Train loss: 0.00008, Valid loss: 0.00009, Elapsed_time: 738.07396 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8811 | 8811 | 0.9230 True 9332 | 9332 | 0.9996 True -------------------------------------------------------------------------------- [2710/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 739.34258 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3389 | 3389 | 0.8178 True 2878 | 2878 | 0.9999 True -------------------------------------------------------------------------------- [2715/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 740.61011 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7731 | 7731 | 0.6128 True 6591 | 6591 | 0.9999 True -------------------------------------------------------------------------------- [2720/3000] Train loss: 0.00007, Valid loss: 0.00008, Elapsed_time: 742.21079 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5634 | 5634 | 0.9996 True 6825 | 6825 | 0.9996 True -------------------------------------------------------------------------------- [2725/3000] Train loss: 0.00007, Valid loss: 0.00008, Elapsed_time: 743.50008 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4816 | 4816 | 0.9962 True 7654 | 7654 | 0.9931 True -------------------------------------------------------------------------------- [2730/3000] Train loss: 0.00008, Valid loss: 0.00011, Elapsed_time: 744.76927 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3389 | 3389 | 0.8393 True 9332 | 9332 | 0.9997 True -------------------------------------------------------------------------------- [2735/3000] Train loss: 0.00007, Valid loss: 0.00010, Elapsed_time: 746.07588 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4383 | 4383 | 0.9997 True 4318 | 4318 | 0.9998 True -------------------------------------------------------------------------------- [2740/3000] Train loss: 0.00006, Valid loss: 0.00008, Elapsed_time: 747.42213 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0839 | 0839 | 0.9991 True 0439 | 0439 | 0.9996 True -------------------------------------------------------------------------------- [2745/3000] Train loss: 0.00007, Valid loss: 0.00008, Elapsed_time: 748.72482 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0035 | 0035 | 0.8654 True 5827 | 5827 | 0.9997 True -------------------------------------------------------------------------------- [2750/3000] Train loss: 0.00010, Valid loss: 0.00008, Elapsed_time: 749.98243 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1849 | 1849 | 0.9995 True 0146 | 0146 | 0.9989 True -------------------------------------------------------------------------------- [2755/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 751.53296 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1616 | 1616 | 0.9945 True 2070 | 2070 | 0.9998 True -------------------------------------------------------------------------------- [2760/3000] Train loss: 0.00007, Valid loss: 0.00007, Elapsed_time: 752.86941 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9184 | 9184 | 0.9998 True 3308 | 3308 | 0.7844 True -------------------------------------------------------------------------------- [2765/3000] Train loss: 0.00007, Valid loss: 0.00007, Elapsed_time: 754.16667 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7595 | 7595 | 0.9996 True 0604 | 0604 | 0.9583 True -------------------------------------------------------------------------------- [2770/3000] Train loss: 0.00006, Valid loss: 0.00008, Elapsed_time: 755.43279 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9054 | 9054 | 0.9941 True 4018 | 4018 | 0.9997 True -------------------------------------------------------------------------------- [2775/3000] Train loss: 0.00007, Valid loss: 0.00008, Elapsed_time: 756.68079 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0649 | 0649 | 0.9813 True 2981 | 2981 | 0.9998 True -------------------------------------------------------------------------------- [2780/3000] Train loss: 0.00007, Valid loss: 0.00008, Elapsed_time: 757.92821 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6730 | 6730 | 0.9996 True 3854 | 3854 | 0.9915 True -------------------------------------------------------------------------------- [2785/3000] Train loss: 0.00012, Valid loss: 0.00007, Elapsed_time: 759.53359 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4450 | 4450 | 0.8551 True 0839 | 0839 | 0.9992 True -------------------------------------------------------------------------------- [2790/3000] Train loss: 0.00006, Valid loss: 0.00008, Elapsed_time: 760.85573 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7595 | 7595 | 0.9995 True 8902 | 8902 | 0.9997 True -------------------------------------------------------------------------------- [2795/3000] Train loss: 0.00007, Valid loss: 0.00008, Elapsed_time: 762.11557 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3854 | 3854 | 0.9950 True 4374 | 4374 | 0.9994 True -------------------------------------------------------------------------------- [2800/3000] Train loss: 0.00006, Valid loss: 0.00007, Elapsed_time: 763.38892 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5493 | 5493 | 0.9998 True 9807 | 9807 | 0.9996 True -------------------------------------------------------------------------------- [2805/3000] Train loss: 0.00007, Valid loss: 0.00007, Elapsed_time: 764.64133 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1636 | 1636 | 0.9943 True 7744 | 7744 | 0.4796 True -------------------------------------------------------------------------------- [2810/3000] Train loss: 0.00008, Valid loss: 0.00007, Elapsed_time: 765.92852 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8303 | 8303 | 0.9998 True 3305 | 3305 | 0.7070 True -------------------------------------------------------------------------------- [2815/3000] Train loss: 0.00013, Valid loss: 0.00008, Elapsed_time: 767.15443 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9139 | 9139 | 0.9998 True 6711 | 6711 | 0.4878 True -------------------------------------------------------------------------------- [2820/3000] Train loss: 0.00006, Valid loss: 0.00008, Elapsed_time: 768.78487 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3305 | 3305 | 0.6996 True 6591 | 6591 | 0.9999 True -------------------------------------------------------------------------------- [2825/3000] Train loss: 0.00009, Valid loss: 0.00007, Elapsed_time: 770.05868 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3019 | 3019 | 0.9997 True 6747 | 6747 | 0.9997 True -------------------------------------------------------------------------------- [2830/3000] Train loss: 0.00006, Valid loss: 0.00008, Elapsed_time: 771.32237 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6323 | 6323 | 0.9999 True 4450 | 4450 | 0.9027 True -------------------------------------------------------------------------------- [2835/3000] Train loss: 0.00006, Valid loss: 0.00007, Elapsed_time: 772.62052 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4318 | 4318 | 0.9998 True 3326 | 3326 | 0.8093 True -------------------------------------------------------------------------------- [2840/3000] Train loss: 0.00006, Valid loss: 0.00007, Elapsed_time: 773.90201 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5912 | 5912 | 0.9996 True 0691 | 0691 | 0.9697 True -------------------------------------------------------------------------------- [2845/3000] Train loss: 0.00006, Valid loss: 0.00007, Elapsed_time: 775.15734 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7278 | 7278 | 0.9997 True 2867 | 2867 | 0.9997 True -------------------------------------------------------------------------------- [2850/3000] Train loss: 0.00008, Valid loss: 0.00007, Elapsed_time: 776.75049 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9332 | 9332 | 0.9997 True 7654 | 7654 | 0.9962 True -------------------------------------------------------------------------------- [2855/3000] Train loss: 0.00005, Valid loss: 0.00007, Elapsed_time: 778.05157 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2282 | 2282 | 0.7219 True 1772 | 1772 | 0.9992 True -------------------------------------------------------------------------------- [2860/3000] Train loss: 0.00006, Valid loss: 0.00006, Elapsed_time: 779.35851 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9589 | 9589 | 0.9997 True 2985 | 2985 | 0.9999 True -------------------------------------------------------------------------------- [2865/3000] Train loss: 0.00007, Valid loss: 0.00006, Elapsed_time: 780.65062 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9139 | 9139 | 0.9998 True 5187 | 5187 | 0.9998 True -------------------------------------------------------------------------------- [2870/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 781.95173 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8170 | 8170 | 0.9996 True 6711 | 6711 | 0.4922 True -------------------------------------------------------------------------------- [2875/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 783.25539 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8939 | 8939 | 0.9997 True 7731 | 7731 | 0.5362 True -------------------------------------------------------------------------------- [2880/3000] Train loss: 0.00013, Valid loss: 0.00006, Elapsed_time: 784.87057 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6972 | 6972 | 0.9997 True 1616 | 1616 | 0.9948 True -------------------------------------------------------------------------------- [2885/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 786.21137 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6462 | 6462 | 0.9997 True 1018 | 1018 | 0.9997 True -------------------------------------------------------------------------------- [2890/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 787.51006 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4374 | 4374 | 0.9994 True 8902 | 8902 | 0.9997 True -------------------------------------------------------------------------------- [2895/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 788.79992 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5708 | 5708 | 0.9998 True 2468 | 2468 | 0.9807 True -------------------------------------------------------------------------------- [2900/3000] Train loss: 0.00006, Valid loss: 0.00006, Elapsed_time: 790.07556 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4295 | 4295 | 0.9997 True 1772 | 1772 | 0.9992 True -------------------------------------------------------------------------------- [2905/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 791.35623 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0604 | 0604 | 0.9690 True 8170 | 8170 | 0.9996 True -------------------------------------------------------------------------------- [2910/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 792.64263 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4432 | 4432 | 0.8931 True 2078 | 2078 | 0.9999 True -------------------------------------------------------------------------------- [2915/3000] Train loss: 0.00006, Valid loss: 0.00005, Elapsed_time: 794.25357 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5863 | 5863 | 0.9998 True 4044 | 4044 | 0.9314 True -------------------------------------------------------------------------------- [2920/3000] Train loss: 0.00006, Valid loss: 0.00006, Elapsed_time: 795.52104 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1667 | 1667 | 0.9995 True 1772 | 1772 | 0.9993 True -------------------------------------------------------------------------------- [2925/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 796.87954 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8521 | 8521 | 0.9998 True 3563 | 3563 | 0.9998 True -------------------------------------------------------------------------------- [2930/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 798.28740 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6381 | 6381 | 0.9998 True 2886 | 2886 | 0.9997 True -------------------------------------------------------------------------------- [2935/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 799.66079 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0691 | 0691 | 0.9742 True 3854 | 3854 | 0.9944 True -------------------------------------------------------------------------------- [2940/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 800.99437 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2605 | 2605 | 0.9996 True 9030 | 9030 | 0.9997 True -------------------------------------------------------------------------------- [2945/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 802.73426 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9807 | 9807 | 0.9996 True 5183 | 5183 | 0.9998 True -------------------------------------------------------------------------------- [2950/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 804.25373 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5504 | 5504 | 0.9660 True 7893 | 7893 | 0.9996 True -------------------------------------------------------------------------------- [2955/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 805.55481 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2078 | 2078 | 0.9999 True 9011 | 9011 | 0.9173 True -------------------------------------------------------------------------------- [2960/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 806.81779 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4432 | 4432 | 0.8901 True 9139 | 9139 | 0.9998 True -------------------------------------------------------------------------------- [2965/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 808.08648 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5053 | 5053 | 0.9994 True 7435 | 7435 | 0.9998 True -------------------------------------------------------------------------------- [2970/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 809.35951 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0035 | 0035 | 0.8669 True 3305 | 3305 | 0.7164 True -------------------------------------------------------------------------------- [2975/3000] Train loss: 0.00006, Valid loss: 0.00005, Elapsed_time: 810.65453 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3148 | 3148 | 0.9999 True 1636 | 1636 | 0.9950 True -------------------------------------------------------------------------------- [2980/3000] Train loss: 0.00004, Valid loss: 0.00006, Elapsed_time: 812.27088 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1616 | 1616 | 0.9957 True 7747 | 7747 | 0.9438 True -------------------------------------------------------------------------------- [2985/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 813.56970 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4786 | 4786 | 0.9997 True 8170 | 8170 | 0.9996 True -------------------------------------------------------------------------------- [2990/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 814.86227 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2140 | 2140 | 0.9994 True 3854 | 3854 | 0.9943 True -------------------------------------------------------------------------------- [2995/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 816.16475 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9332 | 9332 | 0.9998 True 2521 | 2521 | 0.9999 True -------------------------------------------------------------------------------- [3000/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 817.40344 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8902 | 8902 | 0.9997 True 6026 | 6026 | 0.9999 True -------------------------------------------------------------------------------- [5/3000] Train loss: 6.54556, Valid loss: 4.13282, Elapsed_time: 2.87853 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7993 | | 0.0000 False 6078 | | 0.0000 False -------------------------------------------------------------------------------- [10/3000] Train loss: 3.30745, Valid loss: 2.72563, Elapsed_time: 5.16939 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5904 | | 0.0664 False 6972 | | 0.0272 False -------------------------------------------------------------------------------- [15/3000] Train loss: 3.17064, Valid loss: 2.71883, Elapsed_time: 6.49437 Current_accuracy : 0.000, Current_norm_ED : 0.0025 Best_accuracy : 0.000, Best_norm_ED : 0.0025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7475 | | 0.0085 False 1475 | | 0.0006 False -------------------------------------------------------------------------------- [20/3000] Train loss: 2.96811, Valid loss: 2.89856, Elapsed_time: 8.05673 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5218 | | 0.0872 False 1195 | | 0.0747 False -------------------------------------------------------------------------------- [25/3000] Train loss: 3.01149, Valid loss: 2.67304, Elapsed_time: 9.37506 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9329 | | 0.0007 False 8005 | | 0.0011 False -------------------------------------------------------------------------------- [30/3000] Train loss: 2.88677, Valid loss: 2.63932, Elapsed_time: 10.69164 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1155 | | 0.0088 False 5013 | | 0.0114 False -------------------------------------------------------------------------------- [35/3000] Train loss: 2.59889, Valid loss: 2.69788, Elapsed_time: 12.63532 Current_accuracy : 0.000, Current_norm_ED : 0.0312 Best_accuracy : 0.000, Best_norm_ED : 0.0312 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1772 | | 0.0036 False 7435 | 7 | 0.0047 False -------------------------------------------------------------------------------- [40/3000] Train loss: 2.56150, Valid loss: 2.65074, Elapsed_time: 14.35885 Current_accuracy : 0.000, Current_norm_ED : 0.0500 Best_accuracy : 0.000, Best_norm_ED : 0.0500 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4786 | 1 | 0.0026 False 9184 | 77 | 0.0017 False -------------------------------------------------------------------------------- [45/3000] Train loss: 2.60548, Valid loss: 2.61616, Elapsed_time: 16.20238 Current_accuracy : 0.000, Current_norm_ED : 0.0250 Best_accuracy : 0.000, Best_norm_ED : 0.0500 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7731 | 71 | 0.0028 False 9300 | 7 | 0.0030 False -------------------------------------------------------------------------------- [50/3000] Train loss: 2.52760, Valid loss: 2.55916, Elapsed_time: 17.65588 Current_accuracy : 0.000, Current_norm_ED : 0.1800 Best_accuracy : 0.000, Best_norm_ED : 0.1800 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7731 | 211 | 0.0003 False 9011 | 90 | 0.0008 False -------------------------------------------------------------------------------- [55/3000] Train loss: 2.65629, Valid loss: 2.86045, Elapsed_time: 19.31567 Current_accuracy : 0.000, Current_norm_ED : 0.0312 Best_accuracy : 0.000, Best_norm_ED : 0.1800 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3854 | | 0.0085 False 3279 | | 0.0184 False -------------------------------------------------------------------------------- [5/3000] Train loss: 5.89852, Valid loss: 3.78872, Elapsed_time: 2.30624 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5065 | | 0.0000 False 3019 | | 0.0000 False -------------------------------------------------------------------------------- [10/3000] Train loss: 3.24859, Valid loss: 2.83243, Elapsed_time: 4.53929 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0439 | | 0.0145 False 3563 | | 0.1224 False -------------------------------------------------------------------------------- [15/3000] Train loss: 3.06139, Valid loss: 2.68709, Elapsed_time: 5.77592 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5504 | | 0.0080 False 8170 | | 0.0086 False -------------------------------------------------------------------------------- [20/3000] Train loss: 3.02220, Valid loss: 2.71449, Elapsed_time: 6.98269 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0839 | | 0.0288 False 6060 | | 0.0387 False -------------------------------------------------------------------------------- [25/3000] Train loss: 2.71295, Valid loss: 2.66412, Elapsed_time: 8.18621 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0279 | | 0.0017 False 7051 | | 0.0025 False -------------------------------------------------------------------------------- [30/3000] Train loss: 2.78686, Valid loss: 3.11456, Elapsed_time: 9.38612 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7278 | | 0.1379 False 9011 | | 0.1211 False -------------------------------------------------------------------------------- [35/3000] Train loss: 2.87797, Valid loss: 2.83211, Elapsed_time: 11.30693 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7022 | | 0.0165 False 0083 | | 0.0547 False -------------------------------------------------------------------------------- [40/3000] Train loss: 3.08150, Valid loss: 3.00922, Elapsed_time: 12.52560 Current_accuracy : 0.000, Current_norm_ED : 0.1037 Best_accuracy : 0.000, Best_norm_ED : 0.1037 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6747 | 7 | 0.0000 False 6060 | 1 | 0.0002 False -------------------------------------------------------------------------------- [45/3000] Train loss: 2.87592, Valid loss: 2.78133, Elapsed_time: 14.06946 Current_accuracy : 0.000, Current_norm_ED : 0.0612 Best_accuracy : 0.000, Best_norm_ED : 0.1037 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7747 | 2 | 0.0023 False 7730 | | 0.0049 False -------------------------------------------------------------------------------- [50/3000] Train loss: 2.90009, Valid loss: 2.83211, Elapsed_time: 15.34256 Current_accuracy : 0.000, Current_norm_ED : 0.1487 Best_accuracy : 0.000, Best_norm_ED : 0.1487 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3148 | 831 | 0.0001 False 1432 | 06 | 0.0000 False -------------------------------------------------------------------------------- [55/3000] Train loss: 2.73737, Valid loss: 2.73656, Elapsed_time: 16.94703 Current_accuracy : 0.000, Current_norm_ED : 0.1300 Best_accuracy : 0.000, Best_norm_ED : 0.1487 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5464 | 9 | 0.0010 False 5013 | 9 | 0.0010 False -------------------------------------------------------------------------------- [60/3000] Train loss: 2.82978, Valid loss: 2.72438, Elapsed_time: 18.19224 Current_accuracy : 0.000, Current_norm_ED : 0.1525 Best_accuracy : 0.000, Best_norm_ED : 0.1525 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3074 | 7889 | 0.0000 False 2521 | 89 | 0.0002 False -------------------------------------------------------------------------------- [65/3000] Train loss: 2.60041, Valid loss: 2.64922, Elapsed_time: 20.06882 Current_accuracy : 0.000, Current_norm_ED : 0.1588 Best_accuracy : 0.000, Best_norm_ED : 0.1588 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1040 | 77 | 0.0016 False 1018 | 0771 | 0.0005 False -------------------------------------------------------------------------------- [70/3000] Train loss: 2.56564, Valid loss: 2.85167, Elapsed_time: 21.80348 Current_accuracy : 0.000, Current_norm_ED : 0.1200 Best_accuracy : 0.000, Best_norm_ED : 0.1588 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3854 | 7160 | 0.0047 False 5977 | 060 | 0.0034 False -------------------------------------------------------------------------------- [75/3000] Train loss: 2.61797, Valid loss: 2.59000, Elapsed_time: 23.11360 Current_accuracy : 0.000, Current_norm_ED : 0.1575 Best_accuracy : 0.000, Best_norm_ED : 0.1588 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0439 | 716 | 0.0010 False 5013 | 716 | 0.0009 False -------------------------------------------------------------------------------- [80/3000] Train loss: 2.63962, Valid loss: 2.52664, Elapsed_time: 24.41800 Current_accuracy : 0.000, Current_norm_ED : 0.1862 Best_accuracy : 0.000, Best_norm_ED : 0.1862 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0035 | 07 | 0.0005 False 5145 | 358 | 0.0006 False -------------------------------------------------------------------------------- [85/3000] Train loss: 2.75190, Valid loss: 3.01223, Elapsed_time: 25.94654 Current_accuracy : 0.000, Current_norm_ED : 0.0825 Best_accuracy : 0.000, Best_norm_ED : 0.1862 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5977 | | 0.0434 False 0839 | 5 | 0.0208 False -------------------------------------------------------------------------------- [90/3000] Train loss: 2.80104, Valid loss: 2.65419, Elapsed_time: 27.11966 Current_accuracy : 0.000, Current_norm_ED : 0.1450 Best_accuracy : 0.000, Best_norm_ED : 0.1862 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1849 | 95 | 0.0016 False 9725 | 95 | 0.0010 False -------------------------------------------------------------------------------- [95/3000] Train loss: 2.71196, Valid loss: 2.81886, Elapsed_time: 28.35888 Current_accuracy : 0.000, Current_norm_ED : 0.1325 Best_accuracy : 0.000, Best_norm_ED : 0.1862 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0146 | 93 | 0.0098 False 8030 | 99 | 0.0030 False -------------------------------------------------------------------------------- [100/3000] Train loss: 2.80000, Valid loss: 2.66891, Elapsed_time: 29.95763 Current_accuracy : 0.000, Current_norm_ED : 0.1537 Best_accuracy : 0.000, Best_norm_ED : 0.1862 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1155 | 985 | 0.0004 False 2262 | 215 | 0.0002 False -------------------------------------------------------------------------------- [105/3000] Train loss: 2.73079, Valid loss: 2.58154, Elapsed_time: 31.18609 Current_accuracy : 0.000, Current_norm_ED : 0.1425 Best_accuracy : 0.000, Best_norm_ED : 0.1862 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1195 | 1705 | 0.0005 False 5904 | 005 | 0.0004 False -------------------------------------------------------------------------------- [110/3000] Train loss: 2.51839, Valid loss: 2.60678, Elapsed_time: 32.44234 Current_accuracy : 0.000, Current_norm_ED : 0.1275 Best_accuracy : 0.000, Best_norm_ED : 0.1862 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5863 | 2327 | 0.0011 False 4379 | 36 | 0.0007 False -------------------------------------------------------------------------------- [115/3000] Train loss: 2.64087, Valid loss: 2.65503, Elapsed_time: 33.72453 Current_accuracy : 0.000, Current_norm_ED : 0.1550 Best_accuracy : 0.000, Best_norm_ED : 0.1862 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8839 | 151 | 0.0002 False 9970 | 3646 | 0.0003 False -------------------------------------------------------------------------------- [120/3000] Train loss: 2.57109, Valid loss: 2.69885, Elapsed_time: 34.98213 Current_accuracy : 0.000, Current_norm_ED : 0.1437 Best_accuracy : 0.000, Best_norm_ED : 0.1862 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0187 | 08 | 0.0011 False 4695 | 07 | 0.0013 False -------------------------------------------------------------------------------- [125/3000] Train loss: 2.50666, Valid loss: 2.43969, Elapsed_time: 36.20505 Current_accuracy : 0.000, Current_norm_ED : 0.2050 Best_accuracy : 0.000, Best_norm_ED : 0.2050 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1667 | 907 | 0.0010 False 3250 | 958 | 0.0007 False -------------------------------------------------------------------------------- [130/3000] Train loss: 2.50070, Valid loss: 2.50595, Elapsed_time: 38.55750 Current_accuracy : 0.000, Current_norm_ED : 0.1450 Best_accuracy : 0.000, Best_norm_ED : 0.2050 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9436 | 920 | 0.0003 False 8785 | 2757 | 0.0006 False -------------------------------------------------------------------------------- [135/3000] Train loss: 2.50763, Valid loss: 2.44167, Elapsed_time: 39.85999 Current_accuracy : 0.000, Current_norm_ED : 0.1787 Best_accuracy : 0.000, Best_norm_ED : 0.2050 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7654 | 7820 | 0.0005 False 1040 | 7880 | 0.0008 False -------------------------------------------------------------------------------- [140/3000] Train loss: 2.38042, Valid loss: 2.40523, Elapsed_time: 41.13626 Current_accuracy : 0.000, Current_norm_ED : 0.1725 Best_accuracy : 0.000, Best_norm_ED : 0.2050 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2521 | 351 | 0.0004 False 6373 | 391 | 0.0024 False -------------------------------------------------------------------------------- [145/3000] Train loss: 2.39513, Valid loss: 2.33400, Elapsed_time: 42.45994 Current_accuracy : 0.000, Current_norm_ED : 0.2025 Best_accuracy : 0.000, Best_norm_ED : 0.2050 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2886 | 98 | 0.0009 False 8005 | 985 | 0.0013 False -------------------------------------------------------------------------------- [150/3000] Train loss: 2.37062, Valid loss: 2.39093, Elapsed_time: 43.74492 Current_accuracy : 0.000, Current_norm_ED : 0.1737 Best_accuracy : 0.000, Best_norm_ED : 0.2050 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9807 | 2552 | 0.0005 False 9922 | 2552 | 0.0005 False -------------------------------------------------------------------------------- [155/3000] Train loss: 2.34044, Valid loss: 2.32996, Elapsed_time: 45.01630 Current_accuracy : 0.000, Current_norm_ED : 0.1975 Best_accuracy : 0.000, Best_norm_ED : 0.2050 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2358 | 2779 | 0.0013 False 5863 | 0561 | 0.0005 False -------------------------------------------------------------------------------- [160/3000] Train loss: 2.45040, Valid loss: 2.33922, Elapsed_time: 46.63451 Current_accuracy : 0.500, Current_norm_ED : 0.2250 Best_accuracy : 0.500, Best_norm_ED : 0.2250 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3982 | 901 | 0.0003 False 3019 | 901 | 0.0003 False -------------------------------------------------------------------------------- [165/3000] Train loss: 2.31655, Valid loss: 2.43956, Elapsed_time: 48.58915 Current_accuracy : 0.000, Current_norm_ED : 0.2162 Best_accuracy : 0.500, Best_norm_ED : 0.2250 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2262 | 274 | 0.0023 False 5013 | 209 | 0.0004 False -------------------------------------------------------------------------------- [170/3000] Train loss: 2.37315, Valid loss: 2.32664, Elapsed_time: 49.88467 Current_accuracy : 0.000, Current_norm_ED : 0.1950 Best_accuracy : 0.500, Best_norm_ED : 0.2250 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2878 | 328 | 0.0032 False 4846 | 386 | 0.0042 False -------------------------------------------------------------------------------- [175/3000] Train loss: 2.22100, Valid loss: 2.32009, Elapsed_time: 51.17020 Current_accuracy : 0.000, Current_norm_ED : 0.2213 Best_accuracy : 0.500, Best_norm_ED : 0.2250 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7730 | 955 | 0.0005 False 9490 | 954 | 0.0040 False -------------------------------------------------------------------------------- [180/3000] Train loss: 2.24609, Valid loss: 2.40567, Elapsed_time: 52.44177 Current_accuracy : 0.000, Current_norm_ED : 0.1988 Best_accuracy : 0.500, Best_norm_ED : 0.2250 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0035 | 94 | 0.0072 False 6730 | 7156 | 0.0003 False -------------------------------------------------------------------------------- [185/3000] Train loss: 2.20872, Valid loss: 2.19965, Elapsed_time: 53.73395 Current_accuracy : 0.000, Current_norm_ED : 0.2650 Best_accuracy : 0.500, Best_norm_ED : 0.2650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4374 | 314 | 0.0098 False 0132 | 611 | 0.0078 False -------------------------------------------------------------------------------- [190/3000] Train loss: 2.19817, Valid loss: 2.22963, Elapsed_time: 55.28374 Current_accuracy : 0.000, Current_norm_ED : 0.2525 Best_accuracy : 0.500, Best_norm_ED : 0.2650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2282 | 261 | 0.0131 False 3389 | 181 | 0.0007 False -------------------------------------------------------------------------------- [195/3000] Train loss: 2.07321, Valid loss: 2.44027, Elapsed_time: 56.82514 Current_accuracy : 0.000, Current_norm_ED : 0.2100 Best_accuracy : 0.500, Best_norm_ED : 0.2650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9589 | 2061 | 0.0006 False 0311 | 931 | 0.0248 False -------------------------------------------------------------------------------- [200/3000] Train loss: 2.17463, Valid loss: 2.24108, Elapsed_time: 58.12097 Current_accuracy : 0.000, Current_norm_ED : 0.2075 Best_accuracy : 0.500, Best_norm_ED : 0.2650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7022 | 7923 | 0.0089 False 5634 | 344 | 0.0198 False -------------------------------------------------------------------------------- [205/3000] Train loss: 2.09697, Valid loss: 2.13108, Elapsed_time: 59.39867 Current_accuracy : 0.500, Current_norm_ED : 0.2750 Best_accuracy : 0.500, Best_norm_ED : 0.2750 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8170 | 6776 | 0.0101 False 1082 | 353 | 0.0004 False -------------------------------------------------------------------------------- [210/3000] Train loss: 2.10823, Valid loss: 2.63291, Elapsed_time: 60.94735 Current_accuracy : 0.000, Current_norm_ED : 0.1963 Best_accuracy : 0.500, Best_norm_ED : 0.2750 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5904 | 0141 | 0.0134 False 2468 | 819 | 0.0003 False -------------------------------------------------------------------------------- [215/3000] Train loss: 2.16930, Valid loss: 2.00661, Elapsed_time: 62.18205 Current_accuracy : 2.000, Current_norm_ED : 0.2762 Best_accuracy : 2.000, Best_norm_ED : 0.2762 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2262 | 703 | 0.0260 False 8170 | 5178 | 0.0066 False -------------------------------------------------------------------------------- [220/3000] Train loss: 2.02125, Valid loss: 1.94572, Elapsed_time: 63.97804 Current_accuracy : 0.500, Current_norm_ED : 0.3425 Best_accuracy : 2.000, Best_norm_ED : 0.3425 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6747 | 232 | 0.0007 False 1475 | 232 | 0.0007 False -------------------------------------------------------------------------------- [225/3000] Train loss: 2.03829, Valid loss: 2.00639, Elapsed_time: 65.84241 Current_accuracy : 0.500, Current_norm_ED : 0.3000 Best_accuracy : 2.000, Best_norm_ED : 0.3425 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9030 | 929 | 0.0201 False 6825 | 925 | 0.0235 False -------------------------------------------------------------------------------- [230/3000] Train loss: 1.93499, Valid loss: 1.98069, Elapsed_time: 67.07984 Current_accuracy : 0.500, Current_norm_ED : 0.3200 Best_accuracy : 2.000, Best_norm_ED : 0.3425 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1667 | 1807 | 0.0156 False 7435 | 7814 | 0.0155 False -------------------------------------------------------------------------------- [235/3000] Train loss: 2.08139, Valid loss: 1.87415, Elapsed_time: 68.32581 Current_accuracy : 1.500, Current_norm_ED : 0.3725 Best_accuracy : 2.000, Best_norm_ED : 0.3725 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7993 | 209 | 0.0004 False 4677 | 167 | 0.0337 False -------------------------------------------------------------------------------- [240/3000] Train loss: 1.90247, Valid loss: 2.06179, Elapsed_time: 69.84640 Current_accuracy : 0.500, Current_norm_ED : 0.2850 Best_accuracy : 2.000, Best_norm_ED : 0.3725 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7278 | 719 | 0.0167 False 9184 | 974 | 0.0233 False -------------------------------------------------------------------------------- [245/3000] Train loss: 1.87580, Valid loss: 2.03537, Elapsed_time: 71.53276 Current_accuracy : 1.500, Current_norm_ED : 0.3212 Best_accuracy : 2.000, Best_norm_ED : 0.3725 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6462 | 8453 | 0.0332 False 7993 | 701 | 0.0004 False -------------------------------------------------------------------------------- [250/3000] Train loss: 1.85324, Valid loss: 2.08306, Elapsed_time: 72.81062 Current_accuracy : 1.500, Current_norm_ED : 0.3187 Best_accuracy : 2.000, Best_norm_ED : 0.3725 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9490 | 990 | 0.0240 False 4677 | 101 | 0.0347 False -------------------------------------------------------------------------------- [255/3000] Train loss: 1.87343, Valid loss: 1.91560, Elapsed_time: 74.06155 Current_accuracy : 1.000, Current_norm_ED : 0.3412 Best_accuracy : 2.000, Best_norm_ED : 0.3725 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0439 | 3829 | 0.0422 False 1849 | 1848 | 0.0149 False -------------------------------------------------------------------------------- [260/3000] Train loss: 1.78856, Valid loss: 1.80148, Elapsed_time: 75.62254 Current_accuracy : 3.500, Current_norm_ED : 0.3850 Best_accuracy : 3.500, Best_norm_ED : 0.3850 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1849 | 180 | 0.0369 False 2070 | 7020 | 0.0181 False -------------------------------------------------------------------------------- [265/3000] Train loss: 1.69736, Valid loss: 1.72722, Elapsed_time: 77.47290 Current_accuracy : 5.500, Current_norm_ED : 0.3962 Best_accuracy : 5.500, Best_norm_ED : 0.3962 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4816 | 4816 | 0.0724 True 6711 | 4554 | 0.0003 False -------------------------------------------------------------------------------- [270/3000] Train loss: 1.55580, Valid loss: 1.79173, Elapsed_time: 79.33534 Current_accuracy : 4.500, Current_norm_ED : 0.4088 Best_accuracy : 5.500, Best_norm_ED : 0.4088 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9148 | 5148 | 0.1040 False 9922 | 954 | 0.0004 False -------------------------------------------------------------------------------- [275/3000] Train loss: 1.55136, Valid loss: 1.62634, Elapsed_time: 80.89569 Current_accuracy : 9.000, Current_norm_ED : 0.4763 Best_accuracy : 9.000, Best_norm_ED : 0.4763 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5904 | 984 | 0.1416 False 9011 | 505 | 0.0016 False -------------------------------------------------------------------------------- [280/3000] Train loss: 1.52223, Valid loss: 1.76612, Elapsed_time: 82.64195 Current_accuracy : 5.500, Current_norm_ED : 0.3738 Best_accuracy : 9.000, Best_norm_ED : 0.4763 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9154 | 0154 | 0.0837 False 8902 | 002 | 0.0707 False -------------------------------------------------------------------------------- [5/3000] Train loss: 7.72343, Valid loss: 3.45671, Elapsed_time: 2.26104 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7781 | | 0.0002 False 7295 | | 0.0005 False -------------------------------------------------------------------------------- [10/3000] Train loss: 2.98522, Valid loss: 3.00398, Elapsed_time: 4.46877 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3723 | | 0.0004 False 6919 | | 0.0000 False -------------------------------------------------------------------------------- [15/3000] Train loss: 2.89008, Valid loss: 2.86664, Elapsed_time: 5.67641 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5529 | | 0.0422 False 5812 | | 0.0793 False -------------------------------------------------------------------------------- [20/3000] Train loss: 3.00324, Valid loss: 2.67952, Elapsed_time: 6.88800 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2365 | | 0.0076 False 9442 | | 0.0036 False -------------------------------------------------------------------------------- [25/3000] Train loss: 2.71760, Valid loss: 2.68095, Elapsed_time: 8.50232 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8872 | | 0.0098 False 1156 | | 0.0076 False -------------------------------------------------------------------------------- [30/3000] Train loss: 2.75165, Valid loss: 2.67260, Elapsed_time: 9.65924 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5239 | | 0.0008 False 9046 | | 0.0003 False -------------------------------------------------------------------------------- [35/3000] Train loss: 2.67240, Valid loss: 2.70873, Elapsed_time: 11.52636 Current_accuracy : 0.000, Current_norm_ED : 0.0013 Best_accuracy : 0.000, Best_norm_ED : 0.0013 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1346 | | 0.0110 False 0663 | | 0.0055 False -------------------------------------------------------------------------------- [40/3000] Train loss: 2.78391, Valid loss: 2.66339, Elapsed_time: 13.01985 Current_accuracy : 0.000, Current_norm_ED : 0.1175 Best_accuracy : 0.000, Best_norm_ED : 0.1175 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1914 | 11 | 0.0004 False 1737 | 11 | 0.0008 False -------------------------------------------------------------------------------- [45/3000] Train loss: 2.62681, Valid loss: 2.66627, Elapsed_time: 14.51443 Current_accuracy : 0.000, Current_norm_ED : 0.0938 Best_accuracy : 0.000, Best_norm_ED : 0.1175 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6914 | 31 | 0.0006 False 9046 | 0 | 0.0106 False -------------------------------------------------------------------------------- [50/3000] Train loss: 2.58961, Valid loss: 2.62098, Elapsed_time: 15.69104 Current_accuracy : 0.000, Current_norm_ED : 0.1187 Best_accuracy : 0.000, Best_norm_ED : 0.1187 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 1 | 0.0048 False 9139 | 38 | 0.0008 False -------------------------------------------------------------------------------- [55/3000] Train loss: 2.70855, Valid loss: 2.87846, Elapsed_time: 17.25361 Current_accuracy : 0.000, Current_norm_ED : 0.1412 Best_accuracy : 0.000, Best_norm_ED : 0.1412 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6919 | 64 | 0.0001 False 3297 | 464 | 0.0002 False -------------------------------------------------------------------------------- [60/3000] Train loss: 2.72490, Valid loss: 2.60710, Elapsed_time: 18.81391 Current_accuracy : 0.000, Current_norm_ED : 0.1450 Best_accuracy : 0.000, Best_norm_ED : 0.1450 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 5 | 0.0091 False 0567 | 25 | 0.0010 False -------------------------------------------------------------------------------- [65/3000] Train loss: 2.54024, Valid loss: 2.62109, Elapsed_time: 21.01090 Current_accuracy : 0.000, Current_norm_ED : 0.1450 Best_accuracy : 0.000, Best_norm_ED : 0.1450 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2003 | 91 | 0.0029 False 6313 | 51 | 0.0010 False -------------------------------------------------------------------------------- [70/3000] Train loss: 2.59774, Valid loss: 2.49689, Elapsed_time: 22.35791 Current_accuracy : 0.000, Current_norm_ED : 0.1688 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8773 | 98 | 0.0004 False 3297 | 73 | 0.0006 False -------------------------------------------------------------------------------- [75/3000] Train loss: 2.60475, Valid loss: 3.46342, Elapsed_time: 23.99386 Current_accuracy : 0.000, Current_norm_ED : 0.0725 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0713 | 40 | 0.0014 False 2742 | 350 | 0.0014 False -------------------------------------------------------------------------------- [80/3000] Train loss: 2.72589, Valid loss: 2.68166, Elapsed_time: 25.29963 Current_accuracy : 0.000, Current_norm_ED : 0.1275 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4952 | 869 | 0.0004 False 9267 | 105 | 0.0004 False -------------------------------------------------------------------------------- [85/3000] Train loss: 2.63020, Valid loss: 2.68659, Elapsed_time: 26.57217 Current_accuracy : 0.000, Current_norm_ED : 0.1187 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8834 | 989 | 0.0011 False 4569 | 9 | 0.0024 False -------------------------------------------------------------------------------- [90/3000] Train loss: 2.81178, Valid loss: 2.96463, Elapsed_time: 27.82718 Current_accuracy : 0.000, Current_norm_ED : 0.1237 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0228 | 1889 | 0.0004 False 2665 | 189 | 0.0001 False -------------------------------------------------------------------------------- [95/3000] Train loss: 2.62285, Valid loss: 2.65450, Elapsed_time: 29.07497 Current_accuracy : 0.000, Current_norm_ED : 0.1350 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7875 | 5124 | 0.0008 False 3590 | 12 | 0.0011 False -------------------------------------------------------------------------------- [100/3000] Train loss: 2.65847, Valid loss: 2.71183, Elapsed_time: 30.74010 Current_accuracy : 0.000, Current_norm_ED : 0.1462 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 5384 | 0.0000 False 2321 | 567 | 0.0002 False -------------------------------------------------------------------------------- [105/3000] Train loss: 2.61751, Valid loss: 2.67920, Elapsed_time: 32.05070 Current_accuracy : 0.000, Current_norm_ED : 0.1325 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3560 | 969 | 0.0023 False 3389 | 355 | 0.0006 False -------------------------------------------------------------------------------- [110/3000] Train loss: 2.57666, Valid loss: 2.57370, Elapsed_time: 33.34908 Current_accuracy : 0.000, Current_norm_ED : 0.1450 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4066 | 3938 | 0.0007 False 5165 | 338 | 0.0007 False -------------------------------------------------------------------------------- [115/3000] Train loss: 2.63644, Valid loss: 2.62846, Elapsed_time: 34.65540 Current_accuracy : 0.000, Current_norm_ED : 0.1400 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0702 | 350 | 0.0002 False 4638 | 869 | 0.0006 False -------------------------------------------------------------------------------- [120/3000] Train loss: 2.52137, Valid loss: 2.60593, Elapsed_time: 35.97115 Current_accuracy : 0.000, Current_norm_ED : 0.1412 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8168 | 6 | 0.0037 False 9163 | 694 | 0.0009 False -------------------------------------------------------------------------------- [125/3000] Train loss: 2.50216, Valid loss: 2.53769, Elapsed_time: 37.24055 Current_accuracy : 0.000, Current_norm_ED : 0.1475 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0907 | 664 | 0.0021 False 6937 | 664 | 0.0020 False -------------------------------------------------------------------------------- [130/3000] Train loss: 2.61556, Valid loss: 2.58665, Elapsed_time: 38.86241 Current_accuracy : 0.000, Current_norm_ED : 0.1512 Best_accuracy : 0.000, Best_norm_ED : 0.1688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1796 | 3669 | 0.0019 False 8290 | 669 | 0.0051 False -------------------------------------------------------------------------------- [135/3000] Train loss: 2.44414, Valid loss: 2.52973, Elapsed_time: 40.66560 Current_accuracy : 0.000, Current_norm_ED : 0.1825 Best_accuracy : 0.000, Best_norm_ED : 0.1825 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0631 | 671 | 0.0021 False 0298 | 469 | 0.0037 False -------------------------------------------------------------------------------- [140/3000] Train loss: 2.46754, Valid loss: 2.45600, Elapsed_time: 42.25162 Current_accuracy : 0.000, Current_norm_ED : 0.1737 Best_accuracy : 0.000, Best_norm_ED : 0.1825 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8907 | 081 | 0.0013 False 7822 | 13 | 0.0008 False -------------------------------------------------------------------------------- [145/3000] Train loss: 2.44046, Valid loss: 2.44580, Elapsed_time: 43.57420 Current_accuracy : 0.000, Current_norm_ED : 0.1613 Best_accuracy : 0.000, Best_norm_ED : 0.1825 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4962 | 317 | 0.0003 False 3560 | 548 | 0.0012 False -------------------------------------------------------------------------------- [150/3000] Train loss: 2.39012, Valid loss: 2.62250, Elapsed_time: 44.85689 Current_accuracy : 0.000, Current_norm_ED : 0.1537 Best_accuracy : 0.000, Best_norm_ED : 0.1825 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5890 | 5924 | 0.0006 False 0340 | 725 | 0.0011 False -------------------------------------------------------------------------------- [155/3000] Train loss: 2.42757, Valid loss: 2.42686, Elapsed_time: 46.12960 Current_accuracy : 0.000, Current_norm_ED : 0.1737 Best_accuracy : 0.000, Best_norm_ED : 0.1825 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9571 | 4692 | 0.0006 False 9267 | 6554 | 0.0003 False -------------------------------------------------------------------------------- [160/3000] Train loss: 2.41057, Valid loss: 2.33277, Elapsed_time: 47.72145 Current_accuracy : 0.000, Current_norm_ED : 0.1938 Best_accuracy : 0.000, Best_norm_ED : 0.1938 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1737 | 177 | 0.0020 False 3848 | 760 | 0.0020 False -------------------------------------------------------------------------------- [165/3000] Train loss: 2.43144, Valid loss: 2.41986, Elapsed_time: 49.40509 Current_accuracy : 0.000, Current_norm_ED : 0.1762 Best_accuracy : 0.000, Best_norm_ED : 0.1938 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4472 | 9673 | 0.0014 False 2164 | 128 | 0.0019 False -------------------------------------------------------------------------------- [170/3000] Train loss: 2.38364, Valid loss: 2.45180, Elapsed_time: 50.73845 Current_accuracy : 0.000, Current_norm_ED : 0.1900 Best_accuracy : 0.000, Best_norm_ED : 0.1938 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0944 | 860 | 0.0008 False 9335 | 5701 | 0.0005 False -------------------------------------------------------------------------------- [175/3000] Train loss: 2.33133, Valid loss: 2.41812, Elapsed_time: 52.03509 Current_accuracy : 0.000, Current_norm_ED : 0.1888 Best_accuracy : 0.000, Best_norm_ED : 0.1938 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3389 | 7290 | 0.0011 False 3590 | 209 | 0.0008 False -------------------------------------------------------------------------------- [180/3000] Train loss: 2.34072, Valid loss: 2.63304, Elapsed_time: 53.34241 Current_accuracy : 0.000, Current_norm_ED : 0.1888 Best_accuracy : 0.000, Best_norm_ED : 0.1938 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8834 | 6935 | 0.0027 False 0056 | 496 | 0.0066 False -------------------------------------------------------------------------------- [185/3000] Train loss: 2.33086, Valid loss: 2.32482, Elapsed_time: 54.56920 Current_accuracy : 0.000, Current_norm_ED : 0.2025 Best_accuracy : 0.000, Best_norm_ED : 0.2025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1289 | 104 | 0.0005 False 1730 | 179 | 0.0024 False -------------------------------------------------------------------------------- [190/3000] Train loss: 2.30572, Valid loss: 2.44174, Elapsed_time: 56.19846 Current_accuracy : 0.000, Current_norm_ED : 0.1837 Best_accuracy : 0.000, Best_norm_ED : 0.2025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6910 | 374 | 0.0004 False 6914 | 374 | 0.0004 False -------------------------------------------------------------------------------- [195/3000] Train loss: 2.31934, Valid loss: 2.47984, Elapsed_time: 57.83339 Current_accuracy : 0.000, Current_norm_ED : 0.1900 Best_accuracy : 0.000, Best_norm_ED : 0.2025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2831 | 1881 | 0.0047 False 9281 | 375 | 0.0004 False -------------------------------------------------------------------------------- [200/3000] Train loss: 2.22950, Valid loss: 2.19287, Elapsed_time: 59.18540 Current_accuracy : 0.000, Current_norm_ED : 0.1950 Best_accuracy : 0.000, Best_norm_ED : 0.2025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7066 | 386 | 0.0027 False 9438 | 6528 | 0.0031 False -------------------------------------------------------------------------------- [205/3000] Train loss: 2.23744, Valid loss: 2.29813, Elapsed_time: 60.46462 Current_accuracy : 0.000, Current_norm_ED : 0.1913 Best_accuracy : 0.000, Best_norm_ED : 0.2025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9511 | 617 | 0.0052 False 3297 | 771 | 0.0016 False -------------------------------------------------------------------------------- [210/3000] Train loss: 2.21357, Valid loss: 2.34766, Elapsed_time: 61.73484 Current_accuracy : 0.000, Current_norm_ED : 0.2013 Best_accuracy : 0.000, Best_norm_ED : 0.2025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9511 | 837 | 0.0039 False 7667 | 195 | 0.0004 False -------------------------------------------------------------------------------- [215/3000] Train loss: 2.15947, Valid loss: 2.39169, Elapsed_time: 63.02283 Current_accuracy : 0.000, Current_norm_ED : 0.1575 Best_accuracy : 0.000, Best_norm_ED : 0.2025 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6914 | 1938 | 0.0004 False 1372 | 731 | 0.0074 False -------------------------------------------------------------------------------- [220/3000] Train loss: 2.18843, Valid loss: 2.32295, Elapsed_time: 64.41079 Current_accuracy : 0.000, Current_norm_ED : 0.2087 Best_accuracy : 0.000, Best_norm_ED : 0.2087 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5427 | 547 | 0.0120 False 4685 | 4669 | 0.0020 False -------------------------------------------------------------------------------- [225/3000] Train loss: 2.19527, Valid loss: 2.36121, Elapsed_time: 66.35252 Current_accuracy : 0.000, Current_norm_ED : 0.1888 Best_accuracy : 0.000, Best_norm_ED : 0.2087 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7764 | 3772 | 0.0007 False 9046 | 069 | 0.0026 False -------------------------------------------------------------------------------- [230/3000] Train loss: 2.18420, Valid loss: 2.82787, Elapsed_time: 67.71898 Current_accuracy : 0.000, Current_norm_ED : 0.1575 Best_accuracy : 0.000, Best_norm_ED : 0.2087 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7810 | 128 | 0.0081 False 0593 | 8389 | 0.0005 False -------------------------------------------------------------------------------- [235/3000] Train loss: 2.16448, Valid loss: 2.36683, Elapsed_time: 69.07047 Current_accuracy : 0.000, Current_norm_ED : 0.1837 Best_accuracy : 0.000, Best_norm_ED : 0.2087 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3848 | 366 | 0.0067 False 5627 | 693 | 0.0070 False -------------------------------------------------------------------------------- [240/3000] Train loss: 2.06597, Valid loss: 2.23076, Elapsed_time: 70.47959 Current_accuracy : 0.000, Current_norm_ED : 0.2037 Best_accuracy : 0.000, Best_norm_ED : 0.2087 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4569 | 656 | 0.0138 False 8907 | 661 | 0.0065 False -------------------------------------------------------------------------------- [245/3000] Train loss: 2.21203, Valid loss: 2.38120, Elapsed_time: 71.87762 Current_accuracy : 0.000, Current_norm_ED : 0.1925 Best_accuracy : 0.000, Best_norm_ED : 0.2087 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1383 | 5490 | 0.0036 False 2134 | 9578 | 0.0036 False -------------------------------------------------------------------------------- [250/3000] Train loss: 2.03239, Valid loss: 2.31922, Elapsed_time: 73.62105 Current_accuracy : 0.500, Current_norm_ED : 0.1950 Best_accuracy : 0.500, Best_norm_ED : 0.2087 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6191 | 6191 | 0.0254 True 1982 | 3112 | 0.0008 False -------------------------------------------------------------------------------- [255/3000] Train loss: 2.03586, Valid loss: 2.66652, Elapsed_time: 75.19106 Current_accuracy : 0.000, Current_norm_ED : 0.1550 Best_accuracy : 0.500, Best_norm_ED : 0.2087 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5890 | 8679 | 0.0008 False 6191 | 8282 | 0.0171 False -------------------------------------------------------------------------------- [260/3000] Train loss: 2.09123, Valid loss: 2.66866, Elapsed_time: 76.76364 Current_accuracy : 0.000, Current_norm_ED : 0.1750 Best_accuracy : 0.500, Best_norm_ED : 0.2087 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8575 | 532 | 0.0004 False 9267 | 537 | 0.0004 False -------------------------------------------------------------------------------- [265/3000] Train loss: 2.09372, Valid loss: 2.07765, Elapsed_time: 78.05457 Current_accuracy : 0.000, Current_norm_ED : 0.2425 Best_accuracy : 0.500, Best_norm_ED : 0.2425 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1572 | 415 | 0.0005 False 9438 | 4570 | 0.0184 False -------------------------------------------------------------------------------- [270/3000] Train loss: 2.03742, Valid loss: 2.22717, Elapsed_time: 79.66751 Current_accuracy : 0.500, Current_norm_ED : 0.2350 Best_accuracy : 0.500, Best_norm_ED : 0.2425 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9220 | 1052 | 0.0003 False 3361 | 1018 | 0.0003 False -------------------------------------------------------------------------------- [275/3000] Train loss: 2.00769, Valid loss: 2.34575, Elapsed_time: 81.01530 Current_accuracy : 0.000, Current_norm_ED : 0.2013 Best_accuracy : 0.500, Best_norm_ED : 0.2425 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3361 | 338 | 0.0011 False 8907 | 6881 | 0.0110 False -------------------------------------------------------------------------------- [280/3000] Train loss: 1.86701, Valid loss: 2.06581, Elapsed_time: 82.34913 Current_accuracy : 0.500, Current_norm_ED : 0.2650 Best_accuracy : 0.500, Best_norm_ED : 0.2650 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9267 | 371 | 0.0009 False 7188 | 7168 | 0.0075 False -------------------------------------------------------------------------------- [285/3000] Train loss: 1.92626, Valid loss: 1.96098, Elapsed_time: 83.92486 Current_accuracy : 1.000, Current_norm_ED : 0.2737 Best_accuracy : 1.000, Best_norm_ED : 0.2737 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0713 | 9175 | 0.0081 False 4923 | 3053 | 0.0004 False -------------------------------------------------------------------------------- [290/3000] Train loss: 1.92956, Valid loss: 2.23082, Elapsed_time: 86.15154 Current_accuracy : 0.500, Current_norm_ED : 0.2112 Best_accuracy : 1.000, Best_norm_ED : 0.2737 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4222 | 5232 | 0.0140 False 3361 | 2541 | 0.0006 False -------------------------------------------------------------------------------- [295/3000] Train loss: 1.88336, Valid loss: 2.57812, Elapsed_time: 87.47658 Current_accuracy : 0.000, Current_norm_ED : 0.1950 Best_accuracy : 1.000, Best_norm_ED : 0.2737 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9512 | 9753 | 0.0004 False 6914 | 9753 | 0.0005 False -------------------------------------------------------------------------------- [300/3000] Train loss: 1.82066, Valid loss: 2.25651, Elapsed_time: 88.82665 Current_accuracy : 0.000, Current_norm_ED : 0.2238 Best_accuracy : 1.000, Best_norm_ED : 0.2737 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8744 | 717 | 0.0005 False 5890 | 717 | 0.0005 False -------------------------------------------------------------------------------- [305/3000] Train loss: 1.89923, Valid loss: 2.02568, Elapsed_time: 90.13362 Current_accuracy : 0.500, Current_norm_ED : 0.2712 Best_accuracy : 1.000, Best_norm_ED : 0.2737 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8575 | 4978 | 0.0002 False 7209 | 7138 | 0.0087 False -------------------------------------------------------------------------------- [310/3000] Train loss: 1.83234, Valid loss: 1.95524, Elapsed_time: 91.46310 Current_accuracy : 1.000, Current_norm_ED : 0.2900 Best_accuracy : 1.000, Best_norm_ED : 0.2900 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6350 | 2572 | 0.0006 False 2433 | 2454 | 0.0401 False -------------------------------------------------------------------------------- [315/3000] Train loss: 1.91638, Valid loss: 2.01314, Elapsed_time: 93.00968 Current_accuracy : 2.500, Current_norm_ED : 0.2825 Best_accuracy : 2.500, Best_norm_ED : 0.2900 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2433 | 7553 | 0.0083 False 9163 | 8283 | 0.0112 False -------------------------------------------------------------------------------- [320/3000] Train loss: 1.85269, Valid loss: 1.85191, Elapsed_time: 95.02755 Current_accuracy : 1.000, Current_norm_ED : 0.3162 Best_accuracy : 2.500, Best_norm_ED : 0.3162 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1899 | 186 | 0.0113 False 0273 | 209 | 0.0005 False -------------------------------------------------------------------------------- [325/3000] Train loss: 1.62757, Valid loss: 1.83393, Elapsed_time: 96.72839 Current_accuracy : 1.500, Current_norm_ED : 0.3588 Best_accuracy : 2.500, Best_norm_ED : 0.3588 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0469 | 203 | 0.0011 False 9030 | 82 | 0.0093 False -------------------------------------------------------------------------------- [330/3000] Train loss: 1.68710, Valid loss: 1.78428, Elapsed_time: 98.33104 Current_accuracy : 1.000, Current_norm_ED : 0.3400 Best_accuracy : 2.500, Best_norm_ED : 0.3588 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9033 | 0852 | 0.0300 False 8262 | 0282 | 0.0240 False -------------------------------------------------------------------------------- [335/3000] Train loss: 1.81451, Valid loss: 1.78505, Elapsed_time: 99.65574 Current_accuracy : 2.000, Current_norm_ED : 0.3463 Best_accuracy : 2.500, Best_norm_ED : 0.3588 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8461 | 547 | 0.0004 False 6350 | 567 | 0.0004 False -------------------------------------------------------------------------------- [340/3000] Train loss: 1.66467, Valid loss: 1.73194, Elapsed_time: 100.94929 Current_accuracy : 4.500, Current_norm_ED : 0.3850 Best_accuracy : 4.500, Best_norm_ED : 0.3850 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4317 | 4371 | 0.0474 False 6191 | 0161 | 0.0223 False -------------------------------------------------------------------------------- [345/3000] Train loss: 1.56648, Valid loss: 2.02030, Elapsed_time: 102.81320 Current_accuracy : 0.500, Current_norm_ED : 0.3055 Best_accuracy : 4.500, Best_norm_ED : 0.3850 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7742 | 142 | 0.0111 False 1407 | 8968 | 0.0006 False -------------------------------------------------------------------------------- [350/3000] Train loss: 1.65864, Valid loss: 1.81921, Elapsed_time: 104.11242 Current_accuracy : 2.000, Current_norm_ED : 0.3312 Best_accuracy : 4.500, Best_norm_ED : 0.3850 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0907 | 901 | 0.0188 False 3723 | 151 | 0.0005 False -------------------------------------------------------------------------------- [355/3000] Train loss: 1.71171, Valid loss: 1.78811, Elapsed_time: 105.76348 Current_accuracy : 1.000, Current_norm_ED : 0.3650 Best_accuracy : 4.500, Best_norm_ED : 0.3850 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7682 | 1982 | 0.0340 False 4731 | 477 | 0.0521 False -------------------------------------------------------------------------------- [360/3000] Train loss: 1.82049, Valid loss: 1.79633, Elapsed_time: 107.59375 Current_accuracy : 1.000, Current_norm_ED : 0.3450 Best_accuracy : 4.500, Best_norm_ED : 0.3850 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8773 | 51 | 0.0006 False 8907 | 6881 | 0.0110 False -------------------------------------------------------------------------------- [365/3000] Train loss: 1.62458, Valid loss: 2.05338, Elapsed_time: 108.91755 Current_accuracy : 0.500, Current_norm_ED : 0.3100 Best_accuracy : 4.500, Best_norm_ED : 0.3850 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5529 | 528 | 0.0561 False 8575 | 242 | 0.0003 False -------------------------------------------------------------------------------- [370/3000] Train loss: 1.56044, Valid loss: 1.62157, Elapsed_time: 110.25467 Current_accuracy : 2.500, Current_norm_ED : 0.4263 Best_accuracy : 4.500, Best_norm_ED : 0.4263 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7253 | 1253 | 0.0818 False 5165 | 5785 | 0.0739 False -------------------------------------------------------------------------------- [375/3000] Train loss: 1.65258, Valid loss: 1.64718, Elapsed_time: 111.81606 Current_accuracy : 6.500, Current_norm_ED : 0.4155 Best_accuracy : 6.500, Best_norm_ED : 0.4263 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4317 | 431 | 0.1425 False 2164 | 264 | 0.1137 False -------------------------------------------------------------------------------- [380/3000] Train loss: 1.34406, Valid loss: 1.61496, Elapsed_time: 113.39649 Current_accuracy : 4.000, Current_norm_ED : 0.4225 Best_accuracy : 6.500, Best_norm_ED : 0.4263 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8168 | 676 | 0.1146 False 2134 | 24 | 0.0844 False -------------------------------------------------------------------------------- [385/3000] Train loss: 1.37585, Valid loss: 1.78571, Elapsed_time: 114.93345 Current_accuracy : 3.500, Current_norm_ED : 0.3825 Best_accuracy : 6.500, Best_norm_ED : 0.4263 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7695 | 1005 | 0.0520 False 0702 | 8043 | 0.0004 False -------------------------------------------------------------------------------- [390/3000] Train loss: 1.45905, Valid loss: 1.51026, Elapsed_time: 116.20391 Current_accuracy : 10.500, Current_norm_ED : 0.4662 Best_accuracy : 10.500, Best_norm_ED : 0.4662 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3438 | 3438 | 0.2501 True 2164 | 2164 | 0.0876 True -------------------------------------------------------------------------------- [395/3000] Train loss: 1.31515, Valid loss: 1.61913, Elapsed_time: 117.99348 Current_accuracy : 9.000, Current_norm_ED : 0.4450 Best_accuracy : 10.500, Best_norm_ED : 0.4662 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7803 | 7693 | 0.0598 False 5415 | 118 | 0.0025 False -------------------------------------------------------------------------------- [400/3000] Train loss: 1.40836, Valid loss: 1.54248, Elapsed_time: 119.29048 Current_accuracy : 6.500, Current_norm_ED : 0.4412 Best_accuracy : 10.500, Best_norm_ED : 0.4662 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0944 | 044 | 0.0355 False 7810 | 1070 | 0.0891 False -------------------------------------------------------------------------------- [405/3000] Train loss: 1.23726, Valid loss: 1.98862, Elapsed_time: 120.59429 Current_accuracy : 2.500, Current_norm_ED : 0.3862 Best_accuracy : 10.500, Best_norm_ED : 0.4662 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1140 | 351 | 0.0009 False 6728 | 351 | 0.0009 False -------------------------------------------------------------------------------- [410/3000] Train loss: 1.35224, Valid loss: 1.56127, Elapsed_time: 121.86782 Current_accuracy : 13.000, Current_norm_ED : 0.4825 Best_accuracy : 13.000, Best_norm_ED : 0.4825 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8907 | 687 | 0.2020 False 0034 | 277 | 0.0007 False -------------------------------------------------------------------------------- [415/3000] Train loss: 1.32469, Valid loss: 1.69613, Elapsed_time: 123.73596 Current_accuracy : 12.500, Current_norm_ED : 0.4680 Best_accuracy : 13.000, Best_norm_ED : 0.4825 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2239 | 4141 | 0.0009 False 5812 | 4141 | 0.0009 False -------------------------------------------------------------------------------- [420/3000] Train loss: 1.22123, Valid loss: 1.40811, Elapsed_time: 125.27317 Current_accuracy : 12.000, Current_norm_ED : 0.5065 Best_accuracy : 13.000, Best_norm_ED : 0.5065 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8967 | 867 | 0.0494 False 0056 | 0956 | 0.1325 False -------------------------------------------------------------------------------- [425/3000] Train loss: 1.25972, Valid loss: 1.29496, Elapsed_time: 126.79128 Current_accuracy : 17.000, Current_norm_ED : 0.5112 Best_accuracy : 17.000, Best_norm_ED : 0.5112 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8967 | 887 | 0.0718 False 8243 | 6243 | 0.3765 False -------------------------------------------------------------------------------- [430/3000] Train loss: 1.25047, Valid loss: 1.34470, Elapsed_time: 128.65355 Current_accuracy : 14.500, Current_norm_ED : 0.5215 Best_accuracy : 17.000, Best_norm_ED : 0.5215 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9571 | 051 | 0.1910 False 3937 | 3037 | 0.4168 False -------------------------------------------------------------------------------- [435/3000] Train loss: 1.13637, Valid loss: 1.68425, Elapsed_time: 130.23492 Current_accuracy : 7.500, Current_norm_ED : 0.4437 Best_accuracy : 17.000, Best_norm_ED : 0.5215 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9589 | 6568 | 0.2102 False 3409 | 3468 | 0.1937 False -------------------------------------------------------------------------------- [440/3000] Train loss: 1.43279, Valid loss: 1.27608, Elapsed_time: 131.51033 Current_accuracy : 20.000, Current_norm_ED : 0.5350 Best_accuracy : 20.000, Best_norm_ED : 0.5350 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1960 | 1960 | 0.0674 True 3361 | 803 | 0.0002 False -------------------------------------------------------------------------------- [445/3000] Train loss: 1.10981, Valid loss: 1.38840, Elapsed_time: 133.31971 Current_accuracy : 11.500, Current_norm_ED : 0.4925 Best_accuracy : 20.000, Best_norm_ED : 0.5350 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1407 | 4192 | 0.0004 False 4236 | 4172 | 0.0004 False -------------------------------------------------------------------------------- [450/3000] Train loss: 1.32485, Valid loss: 1.26049, Elapsed_time: 134.89305 Current_accuracy : 19.000, Current_norm_ED : 0.5353 Best_accuracy : 20.000, Best_norm_ED : 0.5353 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9163 | 9163 | 0.1788 True 1372 | 1372 | 0.3555 True -------------------------------------------------------------------------------- [455/3000] Train loss: 1.10310, Valid loss: 1.41717, Elapsed_time: 136.52941 Current_accuracy : 23.000, Current_norm_ED : 0.5443 Best_accuracy : 23.000, Best_norm_ED : 0.5443 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9139 | 0130 | 0.1959 False 4472 | 442 | 0.0741 False -------------------------------------------------------------------------------- [460/3000] Train loss: 1.30423, Valid loss: 2.03205, Elapsed_time: 138.43589 Current_accuracy : 1.500, Current_norm_ED : 0.3837 Best_accuracy : 23.000, Best_norm_ED : 0.5443 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5529 | 620 | 0.0974 False 8461 | 4143 | 0.0006 False -------------------------------------------------------------------------------- [465/3000] Train loss: 1.09486, Valid loss: 2.00499, Elapsed_time: 140.19506 Current_accuracy : 7.000, Current_norm_ED : 0.4450 Best_accuracy : 23.000, Best_norm_ED : 0.5443 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8575 | 52 | 0.0008 False 7010 | 552 | 0.0008 False -------------------------------------------------------------------------------- [470/3000] Train loss: 1.23920, Valid loss: 1.40243, Elapsed_time: 141.40469 Current_accuracy : 17.500, Current_norm_ED : 0.5330 Best_accuracy : 23.000, Best_norm_ED : 0.5443 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6077 | 607 | 0.0732 False 9512 | 157 | 0.0006 False -------------------------------------------------------------------------------- [475/3000] Train loss: 1.18572, Valid loss: 1.32656, Elapsed_time: 142.64465 Current_accuracy : 17.500, Current_norm_ED : 0.5353 Best_accuracy : 23.000, Best_norm_ED : 0.5443 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1914 | 1914 | 0.3357 True 3389 | 39 | 0.1015 False -------------------------------------------------------------------------------- [480/3000] Train loss: 0.97739, Valid loss: 1.42873, Elapsed_time: 144.15594 Current_accuracy : 17.500, Current_norm_ED : 0.5410 Best_accuracy : 23.000, Best_norm_ED : 0.5443 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9541 | 4732 | 0.0007 False 1516 | 4732 | 0.0007 False -------------------------------------------------------------------------------- [485/3000] Train loss: 1.00599, Valid loss: 1.17322, Elapsed_time: 145.43992 Current_accuracy : 33.000, Current_norm_ED : 0.6038 Best_accuracy : 33.000, Best_norm_ED : 0.6038 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4405 | 4405 | 0.0869 True 5468 | 5468 | 0.1174 True -------------------------------------------------------------------------------- [490/3000] Train loss: 1.06319, Valid loss: 1.43209, Elapsed_time: 147.32355 Current_accuracy : 17.500, Current_norm_ED : 0.5252 Best_accuracy : 33.000, Best_norm_ED : 0.6038 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7110 | 7119 | 0.1851 False 4459 | 4449 | 0.0860 False -------------------------------------------------------------------------------- [495/3000] Train loss: 0.95276, Valid loss: 1.47198, Elapsed_time: 148.59265 Current_accuracy : 12.500, Current_norm_ED : 0.4990 Best_accuracy : 33.000, Best_norm_ED : 0.6038 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7453 | 353 | 0.0009 False 1796 | 16 | 0.2492 False -------------------------------------------------------------------------------- [500/3000] Train loss: 1.22459, Valid loss: 1.30886, Elapsed_time: 149.84777 Current_accuracy : 30.500, Current_norm_ED : 0.5852 Best_accuracy : 33.000, Best_norm_ED : 0.6038 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6910 | 5135 | 0.0005 False 3438 | 3438 | 0.5494 True -------------------------------------------------------------------------------- [505/3000] Train loss: 0.94392, Valid loss: 1.21633, Elapsed_time: 151.11153 Current_accuracy : 23.000, Current_norm_ED : 0.5503 Best_accuracy : 33.000, Best_norm_ED : 0.6038 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2003 | 2903 | 0.2001 False 8290 | 829 | 0.3095 False -------------------------------------------------------------------------------- [510/3000] Train loss: 1.12947, Valid loss: 1.15321, Elapsed_time: 152.41978 Current_accuracy : 33.500, Current_norm_ED : 0.5942 Best_accuracy : 33.500, Best_norm_ED : 0.6038 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1407 | 105 | 0.0006 False 7803 | 7893 | 0.3744 False -------------------------------------------------------------------------------- [515/3000] Train loss: 1.01398, Valid loss: 1.41653, Elapsed_time: 154.34032 Current_accuracy : 18.000, Current_norm_ED : 0.5288 Best_accuracy : 33.500, Best_norm_ED : 0.6038 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6914 | 3250 | 0.0003 False 3848 | 3848 | 0.3348 True -------------------------------------------------------------------------------- [520/3000] Train loss: 1.01143, Valid loss: 1.34545, Elapsed_time: 155.65581 Current_accuracy : 22.000, Current_norm_ED : 0.5413 Best_accuracy : 33.500, Best_norm_ED : 0.6038 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9511 | 951 | 0.3451 False 0975 | 0975 | 0.1522 True -------------------------------------------------------------------------------- [525/3000] Train loss: 1.09275, Valid loss: 1.78454, Elapsed_time: 156.90190 Current_accuracy : 8.500, Current_norm_ED : 0.4627 Best_accuracy : 33.500, Best_norm_ED : 0.6038 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6217 | 6217 | 0.3240 True 6191 | 0101 | 0.4186 False -------------------------------------------------------------------------------- [530/3000] Train loss: 1.02045, Valid loss: 1.11929, Elapsed_time: 158.14754 Current_accuracy : 33.000, Current_norm_ED : 0.5840 Best_accuracy : 33.500, Best_norm_ED : 0.6038 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6910 | 1018 | 0.0005 False 6858 | 658 | 0.2492 False -------------------------------------------------------------------------------- [535/3000] Train loss: 0.90010, Valid loss: 2.20681, Elapsed_time: 159.43703 Current_accuracy : 14.500, Current_norm_ED : 0.4980 Best_accuracy : 33.500, Best_norm_ED : 0.6038 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3937 | 3537 | 0.3575 False 7667 | 577 | 0.0003 False -------------------------------------------------------------------------------- [540/3000] Train loss: 0.88213, Valid loss: 1.35187, Elapsed_time: 160.71867 Current_accuracy : 25.500, Current_norm_ED : 0.5815 Best_accuracy : 33.500, Best_norm_ED : 0.6038 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9541 | 8951 | 0.0003 False 4217 | 4217 | 0.7153 True -------------------------------------------------------------------------------- [545/3000] Train loss: 0.87690, Valid loss: 1.10332, Elapsed_time: 162.28487 Current_accuracy : 39.500, Current_norm_ED : 0.6342 Best_accuracy : 39.500, Best_norm_ED : 0.6342 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 854 | 0.0008 False 2598 | 2598 | 0.5898 True -------------------------------------------------------------------------------- [550/3000] Train loss: 0.85940, Valid loss: 1.20629, Elapsed_time: 164.19578 Current_accuracy : 28.000, Current_norm_ED : 0.5802 Best_accuracy : 39.500, Best_norm_ED : 0.6342 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2365 | 2365 | 0.6807 True 9511 | 954 | 0.3034 False -------------------------------------------------------------------------------- [555/3000] Train loss: 1.14862, Valid loss: 1.11090, Elapsed_time: 165.46293 Current_accuracy : 45.000, Current_norm_ED : 0.6417 Best_accuracy : 45.000, Best_norm_ED : 0.6417 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3438 | 3438 | 0.6836 True 9700 | 8142 | 0.0003 False -------------------------------------------------------------------------------- [560/3000] Train loss: 0.95210, Valid loss: 1.13388, Elapsed_time: 167.30270 Current_accuracy : 38.500, Current_norm_ED : 0.6250 Best_accuracy : 45.000, Best_norm_ED : 0.6417 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8744 | 293 | 0.0005 False 7875 | 7875 | 0.7923 True -------------------------------------------------------------------------------- [565/3000] Train loss: 0.79712, Valid loss: 1.06798, Elapsed_time: 168.55086 Current_accuracy : 49.500, Current_norm_ED : 0.6445 Best_accuracy : 49.500, Best_norm_ED : 0.6445 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7695 | 7695 | 0.3619 True 6313 | 6313 | 0.8318 True -------------------------------------------------------------------------------- [570/3000] Train loss: 0.89942, Valid loss: 1.16220, Elapsed_time: 170.37031 Current_accuracy : 37.000, Current_norm_ED : 0.6082 Best_accuracy : 49.500, Best_norm_ED : 0.6445 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4923 | 3558 | 0.0002 False 5165 | 5165 | 0.9340 True -------------------------------------------------------------------------------- [575/3000] Train loss: 0.95690, Valid loss: 1.03331, Elapsed_time: 171.60912 Current_accuracy : 50.000, Current_norm_ED : 0.6680 Best_accuracy : 50.000, Best_norm_ED : 0.6680 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7682 | 7682 | 0.8559 True 7209 | 7209 | 0.2193 True -------------------------------------------------------------------------------- [580/3000] Train loss: 0.82114, Valid loss: 1.02915, Elapsed_time: 174.39812 Current_accuracy : 54.500, Current_norm_ED : 0.6878 Best_accuracy : 54.500, Best_norm_ED : 0.6878 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8168 | 8168 | 0.6837 True 8794 | 572 | 0.0014 False -------------------------------------------------------------------------------- [585/3000] Train loss: 0.94104, Valid loss: 1.21213, Elapsed_time: 176.28889 Current_accuracy : 38.500, Current_norm_ED : 0.6190 Best_accuracy : 54.500, Best_norm_ED : 0.6878 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6914 | 314 | 0.0004 False 7188 | 718 | 0.5794 False -------------------------------------------------------------------------------- [590/3000] Train loss: 0.99603, Valid loss: 1.02012, Elapsed_time: 177.59106 Current_accuracy : 51.500, Current_norm_ED : 0.6778 Best_accuracy : 54.500, Best_norm_ED : 0.6878 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6919 | 6919 | 0.5424 True 1156 | 156 | 0.8061 False -------------------------------------------------------------------------------- [595/3000] Train loss: 0.97328, Valid loss: 1.22576, Elapsed_time: 178.85995 Current_accuracy : 36.500, Current_norm_ED : 0.6115 Best_accuracy : 54.500, Best_norm_ED : 0.6878 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1141 | 141 | 0.2765 False 0702 | 4941 | 0.0004 False -------------------------------------------------------------------------------- [600/3000] Train loss: 0.77859, Valid loss: 1.05627, Elapsed_time: 180.13580 Current_accuracy : 49.500, Current_norm_ED : 0.6565 Best_accuracy : 54.500, Best_norm_ED : 0.6878 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0713 | 0713 | 0.4866 True 3409 | 3409 | 0.3760 True -------------------------------------------------------------------------------- [605/3000] Train loss: 0.76901, Valid loss: 1.06591, Elapsed_time: 181.37041 Current_accuracy : 51.000, Current_norm_ED : 0.6653 Best_accuracy : 54.500, Best_norm_ED : 0.6878 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0034 | 175 | 0.0005 False 3450 | 3450 | 0.9301 True -------------------------------------------------------------------------------- [610/3000] Train loss: 0.92663, Valid loss: 1.09884, Elapsed_time: 182.96753 Current_accuracy : 41.500, Current_norm_ED : 0.6480 Best_accuracy : 54.500, Best_norm_ED : 0.6878 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1289 | 472 | 0.0007 False 4317 | 4317 | 0.9179 True -------------------------------------------------------------------------------- [615/3000] Train loss: 0.89525, Valid loss: 0.94309, Elapsed_time: 184.23048 Current_accuracy : 57.500, Current_norm_ED : 0.7030 Best_accuracy : 57.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8834 | 8834 | 0.2969 True 7803 | 7803 | 0.8729 True -------------------------------------------------------------------------------- [620/3000] Train loss: 0.75563, Valid loss: 1.01859, Elapsed_time: 186.06518 Current_accuracy : 48.000, Current_norm_ED : 0.6403 Best_accuracy : 57.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5888 | 588 | 0.3162 False 1914 | 1914 | 0.8793 True -------------------------------------------------------------------------------- [625/3000] Train loss: 0.86517, Valid loss: 1.04132, Elapsed_time: 187.31558 Current_accuracy : 49.500, Current_norm_ED : 0.6630 Best_accuracy : 57.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 8371 | 0.0004 False 1960 | 1960 | 0.7918 True -------------------------------------------------------------------------------- [630/3000] Train loss: 0.72836, Valid loss: 0.96759, Elapsed_time: 188.55298 Current_accuracy : 59.500, Current_norm_ED : 0.6932 Best_accuracy : 59.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4217 | 4217 | 0.8589 True 4472 | 4472 | 0.2245 True -------------------------------------------------------------------------------- [635/3000] Train loss: 0.84646, Valid loss: 0.95912, Elapsed_time: 190.13279 Current_accuracy : 56.500, Current_norm_ED : 0.6605 Best_accuracy : 59.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2321 | 2321 | 0.8994 True 2598 | 2598 | 0.8697 True -------------------------------------------------------------------------------- [640/3000] Train loss: 0.85155, Valid loss: 0.99573, Elapsed_time: 191.73132 Current_accuracy : 55.500, Current_norm_ED : 0.6653 Best_accuracy : 59.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0663 | 324 | 0.0009 False 3560 | 3560 | 0.8132 True -------------------------------------------------------------------------------- [645/3000] Train loss: 0.77532, Valid loss: 0.91285, Elapsed_time: 193.04179 Current_accuracy : 56.000, Current_norm_ED : 0.6643 Best_accuracy : 59.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6617 | 617 | 0.7654 False 8744 | 3213 | 0.0003 False -------------------------------------------------------------------------------- [650/3000] Train loss: 0.78958, Valid loss: 0.99694, Elapsed_time: 194.27861 Current_accuracy : 55.000, Current_norm_ED : 0.6705 Best_accuracy : 59.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8744 | 1770 | 0.0002 False 6852 | 172 | 0.0004 False -------------------------------------------------------------------------------- [655/3000] Train loss: 0.68616, Valid loss: 1.42889, Elapsed_time: 195.53191 Current_accuracy : 32.000, Current_norm_ED : 0.5782 Best_accuracy : 59.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5538 | 5536 | 0.6403 False 6914 | 304 | 0.0005 False -------------------------------------------------------------------------------- [660/3000] Train loss: 0.90447, Valid loss: 0.95545, Elapsed_time: 196.81923 Current_accuracy : 58.500, Current_norm_ED : 0.6720 Best_accuracy : 59.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2894 | 8249 | 0.0004 False 2665 | 2665 | 0.9587 True -------------------------------------------------------------------------------- [665/3000] Train loss: 0.74736, Valid loss: 0.95238, Elapsed_time: 198.09932 Current_accuracy : 60.000, Current_norm_ED : 0.6955 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7209 | 7209 | 0.7937 True 7803 | 7803 | 0.9183 True -------------------------------------------------------------------------------- [670/3000] Train loss: 0.86674, Valid loss: 1.05538, Elapsed_time: 199.65314 Current_accuracy : 54.000, Current_norm_ED : 0.6605 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4287 | 4287 | 0.9690 True 7667 | 2937 | 0.0002 False -------------------------------------------------------------------------------- [675/3000] Train loss: 0.71892, Valid loss: 1.03587, Elapsed_time: 201.25212 Current_accuracy : 55.500, Current_norm_ED : 0.6793 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0816 | 0816 | 0.8890 True 6620 | 3543 | 0.0004 False -------------------------------------------------------------------------------- [680/3000] Train loss: 0.92058, Valid loss: 1.04688, Elapsed_time: 202.50293 Current_accuracy : 47.500, Current_norm_ED : 0.6747 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5812 | 974 | 0.0004 False 0627 | 0627 | 0.8770 True -------------------------------------------------------------------------------- [685/3000] Train loss: 0.75253, Valid loss: 1.01671, Elapsed_time: 203.78449 Current_accuracy : 58.500, Current_norm_ED : 0.6855 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2665 | 2665 | 0.9622 True 6852 | 3552 | 0.0004 False -------------------------------------------------------------------------------- [690/3000] Train loss: 0.70807, Valid loss: 0.96962, Elapsed_time: 205.59189 Current_accuracy : 58.000, Current_norm_ED : 0.6850 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7010 | 171 | 0.0006 False 8488 | 8488 | 0.0500 True -------------------------------------------------------------------------------- [695/3000] Train loss: 0.93350, Valid loss: 0.94973, Elapsed_time: 206.87916 Current_accuracy : 58.500, Current_norm_ED : 0.6690 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4222 | 42222 | 0.1628 False 9715 | 212 | 0.0007 False -------------------------------------------------------------------------------- [700/3000] Train loss: 0.68308, Valid loss: 0.94538, Elapsed_time: 208.11272 Current_accuracy : 60.000, Current_norm_ED : 0.6843 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2164 | 2164 | 0.9604 True 9700 | 9250 | 0.0009 False -------------------------------------------------------------------------------- [705/3000] Train loss: 0.84158, Valid loss: 0.99776, Elapsed_time: 209.67789 Current_accuracy : 58.000, Current_norm_ED : 0.6855 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4317 | 4317 | 0.9563 True 1960 | 1960 | 0.7522 True -------------------------------------------------------------------------------- [710/3000] Train loss: 0.66468, Valid loss: 1.98613, Elapsed_time: 211.03903 Current_accuracy : 20.000, Current_norm_ED : 0.5230 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8575 | 3137 | 0.0005 False 9139 | 9139 | 0.7988 True -------------------------------------------------------------------------------- [715/3000] Train loss: 0.86661, Valid loss: 1.21531, Elapsed_time: 212.33072 Current_accuracy : 51.500, Current_norm_ED : 0.6565 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6693 | 3057 | 0.0004 False 6914 | 3757 | 0.0004 False -------------------------------------------------------------------------------- [720/3000] Train loss: 0.76243, Valid loss: 0.99282, Elapsed_time: 213.58431 Current_accuracy : 59.000, Current_norm_ED : 0.6753 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3032 | 3032 | 0.8980 True 8834 | 834 | 0.8623 False -------------------------------------------------------------------------------- [725/3000] Train loss: 0.80214, Valid loss: 1.21624, Elapsed_time: 214.81281 Current_accuracy : 43.000, Current_norm_ED : 0.6310 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4569 | 4569 | 0.9462 True 9885 | 9885 | 0.8244 True -------------------------------------------------------------------------------- [730/3000] Train loss: 0.83463, Valid loss: 1.14470, Elapsed_time: 216.01997 Current_accuracy : 34.000, Current_norm_ED : 0.6257 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0034 | 3553 | 0.0002 False 8405 | 6405 | 0.8951 False -------------------------------------------------------------------------------- [735/3000] Train loss: 0.96558, Valid loss: 1.63365, Elapsed_time: 217.22753 Current_accuracy : 22.000, Current_norm_ED : 0.5490 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6350 | 3574 | 0.0003 False 4066 | 066 | 0.4513 False -------------------------------------------------------------------------------- [740/3000] Train loss: 0.83249, Valid loss: 0.97854, Elapsed_time: 218.82265 Current_accuracy : 57.000, Current_norm_ED : 0.6767 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1914 | 1914 | 0.9305 True 1516 | 4569 | 0.0003 False -------------------------------------------------------------------------------- [745/3000] Train loss: 0.76616, Valid loss: 0.94873, Elapsed_time: 220.12198 Current_accuracy : 59.000, Current_norm_ED : 0.6817 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4236 | 255 | 0.0003 False 9163 | 9163 | 0.9833 True -------------------------------------------------------------------------------- [750/3000] Train loss: 0.84009, Valid loss: 1.01728, Elapsed_time: 221.40287 Current_accuracy : 59.500, Current_norm_ED : 0.6793 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9571 | 9571 | 0.9559 True 1982 | 33 | 0.0007 False -------------------------------------------------------------------------------- [755/3000] Train loss: 0.76612, Valid loss: 0.95726, Elapsed_time: 222.69251 Current_accuracy : 59.000, Current_norm_ED : 0.6865 Best_accuracy : 60.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8834 | 834 | 0.8809 False 2433 | 243 | 0.5222 False -------------------------------------------------------------------------------- [760/3000] Train loss: 0.60301, Valid loss: 0.96514, Elapsed_time: 223.95788 Current_accuracy : 61.000, Current_norm_ED : 0.6853 Best_accuracy : 61.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4459 | 4459 | 0.5775 True 1572 | 304 | 0.0003 False -------------------------------------------------------------------------------- [765/3000] Train loss: 0.81322, Valid loss: 0.95811, Elapsed_time: 225.53657 Current_accuracy : 58.000, Current_norm_ED : 0.6855 Best_accuracy : 61.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6348 | 6348 | 0.9600 True 5165 | 5165 | 0.9739 True -------------------------------------------------------------------------------- [770/3000] Train loss: 0.73166, Valid loss: 0.92867, Elapsed_time: 227.16406 Current_accuracy : 61.000, Current_norm_ED : 0.6990 Best_accuracy : 61.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5165 | 5165 | 0.9865 True 1572 | 579 | 0.0012 False -------------------------------------------------------------------------------- [775/3000] Train loss: 0.74517, Valid loss: 0.93268, Elapsed_time: 228.43236 Current_accuracy : 62.000, Current_norm_ED : 0.6890 Best_accuracy : 62.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5538 | 5538 | 0.6653 True 7209 | 7209 | 0.9200 True -------------------------------------------------------------------------------- [780/3000] Train loss: 0.69776, Valid loss: 0.99427, Elapsed_time: 230.45803 Current_accuracy : 60.000, Current_norm_ED : 0.6828 Best_accuracy : 62.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2894 | 6253 | 0.0006 False 7822 | 8759 | 0.0003 False -------------------------------------------------------------------------------- [785/3000] Train loss: 0.90817, Valid loss: 0.97836, Elapsed_time: 231.73341 Current_accuracy : 61.000, Current_norm_ED : 0.6955 Best_accuracy : 62.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6728 | 313 | 0.0005 False 0593 | 313 | 0.0005 False -------------------------------------------------------------------------------- [790/3000] Train loss: 0.76542, Valid loss: 0.93904, Elapsed_time: 233.01469 Current_accuracy : 59.000, Current_norm_ED : 0.6928 Best_accuracy : 62.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 424 | 0.0012 False 3590 | 358 | 0.0012 False -------------------------------------------------------------------------------- [795/3000] Train loss: 0.62898, Valid loss: 0.90740, Elapsed_time: 234.27184 Current_accuracy : 62.000, Current_norm_ED : 0.6890 Best_accuracy : 62.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8027 | 8027 | 0.9386 True 8405 | 8405 | 0.9394 True -------------------------------------------------------------------------------- [800/3000] Train loss: 0.88711, Valid loss: 0.93793, Elapsed_time: 235.86391 Current_accuracy : 57.500, Current_norm_ED : 0.6693 Best_accuracy : 62.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2843 | 2843 | 0.9691 True 2433 | 243 | 0.5313 False -------------------------------------------------------------------------------- [805/3000] Train loss: 0.67825, Valid loss: 1.03780, Elapsed_time: 237.20493 Current_accuracy : 57.000, Current_norm_ED : 0.6730 Best_accuracy : 62.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7742 | 7742 | 0.3202 True 3723 | 3132 | 0.0021 False -------------------------------------------------------------------------------- [810/3000] Train loss: 0.62670, Valid loss: 0.90521, Elapsed_time: 239.19396 Current_accuracy : 61.500, Current_norm_ED : 0.6905 Best_accuracy : 62.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7295 | 7295 | 0.9533 True 4731 | 4731 | 0.9895 True -------------------------------------------------------------------------------- [815/3000] Train loss: 0.75813, Valid loss: 0.87404, Elapsed_time: 240.48495 Current_accuracy : 59.000, Current_norm_ED : 0.6837 Best_accuracy : 62.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7016 | 7016 | 0.9763 True 3438 | 3438 | 0.9626 True -------------------------------------------------------------------------------- [820/3000] Train loss: 0.85664, Valid loss: 0.95967, Elapsed_time: 241.77866 Current_accuracy : 60.000, Current_norm_ED : 0.6678 Best_accuracy : 62.000, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2321 | 2321 | 0.8538 True 0617 | 0617 | 0.9773 True -------------------------------------------------------------------------------- [825/3000] Train loss: 0.99661, Valid loss: 0.89821, Elapsed_time: 243.05840 Current_accuracy : 62.500, Current_norm_ED : 0.6865 Best_accuracy : 62.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4569 | 4569 | 0.9736 True 6910 | 3154 | 0.0003 False -------------------------------------------------------------------------------- [830/3000] Train loss: 0.69242, Valid loss: 1.59188, Elapsed_time: 244.60061 Current_accuracy : 36.500, Current_norm_ED : 0.6078 Best_accuracy : 62.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7667 | 3040 | 0.0003 False 2003 | 2003 | 0.5633 True -------------------------------------------------------------------------------- [835/3000] Train loss: 0.61891, Valid loss: 0.97682, Elapsed_time: 246.14634 Current_accuracy : 62.500, Current_norm_ED : 0.6963 Best_accuracy : 62.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0273 | 154 | 0.0010 False 4236 | 154 | 0.0009 False -------------------------------------------------------------------------------- [840/3000] Train loss: 0.88693, Valid loss: 0.98936, Elapsed_time: 247.45284 Current_accuracy : 61.500, Current_norm_ED : 0.6843 Best_accuracy : 62.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0034 | 1043 | 0.0004 False 5888 | 588 | 0.4317 False -------------------------------------------------------------------------------- [845/3000] Train loss: 0.82007, Valid loss: 0.91185, Elapsed_time: 248.70199 Current_accuracy : 63.500, Current_norm_ED : 0.6965 Best_accuracy : 63.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4405 | 4405 | 0.8310 True 4459 | 4459 | 0.5125 True -------------------------------------------------------------------------------- [850/3000] Train loss: 0.81245, Valid loss: 0.99032, Elapsed_time: 250.24887 Current_accuracy : 63.500, Current_norm_ED : 0.6930 Best_accuracy : 63.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0702 | 1012 | 0.0006 False 7822 | 101 | 0.0005 False -------------------------------------------------------------------------------- [855/3000] Train loss: 0.62438, Valid loss: 1.04538, Elapsed_time: 251.50651 Current_accuracy : 63.500, Current_norm_ED : 0.6995 Best_accuracy : 63.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9438 | 9438 | 0.9822 True 7667 | 3553 | 0.0004 False -------------------------------------------------------------------------------- [860/3000] Train loss: 0.83211, Valid loss: 0.86884, Elapsed_time: 252.74986 Current_accuracy : 61.000, Current_norm_ED : 0.6937 Best_accuracy : 63.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1914 | 1914 | 0.9701 True 9571 | 9571 | 0.9624 True -------------------------------------------------------------------------------- [865/3000] Train loss: 0.80972, Valid loss: 0.97608, Elapsed_time: 254.32293 Current_accuracy : 62.000, Current_norm_ED : 0.6845 Best_accuracy : 63.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5890 | 9131 | 0.0003 False 4301 | 9431 | 0.0008 False -------------------------------------------------------------------------------- [870/3000] Train loss: 0.76589, Valid loss: 0.89549, Elapsed_time: 255.64052 Current_accuracy : 62.000, Current_norm_ED : 0.6980 Best_accuracy : 63.500, Best_norm_ED : 0.7030 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1914 | 1914 | 0.9774 True 4287 | 4287 | 0.9824 True -------------------------------------------------------------------------------- [875/3000] Train loss: 0.72040, Valid loss: 0.85623, Elapsed_time: 256.89145 Current_accuracy : 61.500, Current_norm_ED : 0.7045 Best_accuracy : 63.500, Best_norm_ED : 0.7045 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7810 | 7810 | 0.9871 True 6077 | 6077 | 0.2503 True -------------------------------------------------------------------------------- [880/3000] Train loss: 0.78893, Valid loss: 0.97242, Elapsed_time: 258.41043 Current_accuracy : 59.500, Current_norm_ED : 0.6978 Best_accuracy : 63.500, Best_norm_ED : 0.7045 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7110 | 7110 | 0.4795 True 4472 | 4472 | 0.4619 True -------------------------------------------------------------------------------- [885/3000] Train loss: 0.70188, Valid loss: 1.03425, Elapsed_time: 259.65958 Current_accuracy : 59.500, Current_norm_ED : 0.6805 Best_accuracy : 63.500, Best_norm_ED : 0.7045 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1289 | 3131 | 0.0003 False 4236 | 2531 | 0.0003 False -------------------------------------------------------------------------------- [890/3000] Train loss: 0.66920, Valid loss: 0.88426, Elapsed_time: 260.90725 Current_accuracy : 63.000, Current_norm_ED : 0.7080 Best_accuracy : 63.500, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1736 | 1736 | 0.8822 True 4317 | 4317 | 0.9833 True -------------------------------------------------------------------------------- [895/3000] Train loss: 1.00756, Valid loss: 0.86709, Elapsed_time: 262.46697 Current_accuracy : 63.500, Current_norm_ED : 0.6915 Best_accuracy : 63.500, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9715 | 11 | 0.0009 False 8168 | 8168 | 0.8219 True -------------------------------------------------------------------------------- [900/3000] Train loss: 0.75971, Valid loss: 1.01093, Elapsed_time: 264.07568 Current_accuracy : 58.500, Current_norm_ED : 0.6917 Best_accuracy : 63.500, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3258 | 14 | 0.0005 False 2598 | 2598 | 0.9723 True -------------------------------------------------------------------------------- [905/3000] Train loss: 0.70482, Valid loss: 0.94311, Elapsed_time: 265.37486 Current_accuracy : 61.000, Current_norm_ED : 0.6980 Best_accuracy : 63.500, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8967 | 8967 | 0.8672 True 1140 | 153 | 0.0004 False -------------------------------------------------------------------------------- [910/3000] Train loss: 0.64168, Valid loss: 0.89324, Elapsed_time: 266.65097 Current_accuracy : 63.500, Current_norm_ED : 0.7030 Best_accuracy : 63.500, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4066 | 4066 | 0.6533 True 8488 | 8488 | 0.2817 True -------------------------------------------------------------------------------- [915/3000] Train loss: 0.68727, Valid loss: 0.93249, Elapsed_time: 267.92689 Current_accuracy : 64.000, Current_norm_ED : 0.6868 Best_accuracy : 64.000, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5165 | 5165 | 0.9929 True 0228 | 309 | 0.0004 False -------------------------------------------------------------------------------- [920/3000] Train loss: 0.76611, Valid loss: 0.94386, Elapsed_time: 269.49566 Current_accuracy : 64.000, Current_norm_ED : 0.6990 Best_accuracy : 64.000, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8461 | 8548 | 0.0004 False 9442 | 8548 | 0.0004 False -------------------------------------------------------------------------------- [925/3000] Train loss: 0.85056, Valid loss: 1.00078, Elapsed_time: 270.74907 Current_accuracy : 64.000, Current_norm_ED : 0.6990 Best_accuracy : 64.000, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3067 | 3067 | 0.9833 True 7764 | 3751 | 0.0002 False -------------------------------------------------------------------------------- [930/3000] Train loss: 0.72870, Valid loss: 0.93894, Elapsed_time: 272.97627 Current_accuracy : 60.000, Current_norm_ED : 0.6803 Best_accuracy : 64.000, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1140 | 3141 | 0.0003 False 9700 | 9241 | 0.0013 False -------------------------------------------------------------------------------- [935/3000] Train loss: 0.82458, Valid loss: 0.82354, Elapsed_time: 274.28184 Current_accuracy : 61.500, Current_norm_ED : 0.6765 Best_accuracy : 64.000, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3848 | 3848 | 0.9607 True 7028 | 7028 | 0.9216 True -------------------------------------------------------------------------------- [940/3000] Train loss: 0.86828, Valid loss: 0.90154, Elapsed_time: 275.57717 Current_accuracy : 63.500, Current_norm_ED : 0.6903 Best_accuracy : 64.000, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7875 | 7875 | 0.9918 True 3409 | 3409 | 0.9757 True -------------------------------------------------------------------------------- [945/3000] Train loss: 0.75962, Valid loss: 0.83889, Elapsed_time: 276.85990 Current_accuracy : 63.500, Current_norm_ED : 0.6915 Best_accuracy : 64.000, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0713 | 0713 | 0.9884 True 8773 | 3543 | 0.0002 False -------------------------------------------------------------------------------- [950/3000] Train loss: 0.65742, Valid loss: 0.90405, Elapsed_time: 278.13868 Current_accuracy : 62.500, Current_norm_ED : 0.6853 Best_accuracy : 64.000, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4685 | 4685 | 0.9779 True 0543 | 55 | 0.0004 False -------------------------------------------------------------------------------- [955/3000] Train loss: 0.82535, Valid loss: 0.98747, Elapsed_time: 279.33691 Current_accuracy : 63.000, Current_norm_ED : 0.6940 Best_accuracy : 64.000, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2239 | 131 | 0.0003 False 3723 | 112 | 0.0007 False -------------------------------------------------------------------------------- [960/3000] Train loss: 0.60105, Valid loss: 0.89869, Elapsed_time: 280.83130 Current_accuracy : 64.000, Current_norm_ED : 0.7003 Best_accuracy : 64.000, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1796 | 1796 | 0.9804 True 8243 | 8243 | 0.9885 True -------------------------------------------------------------------------------- [965/3000] Train loss: 0.62291, Valid loss: 0.91668, Elapsed_time: 282.03004 Current_accuracy : 64.500, Current_norm_ED : 0.6990 Best_accuracy : 64.500, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0474 | 4950 | 0.0008 False 2742 | 2742 | 0.8761 True -------------------------------------------------------------------------------- [970/3000] Train loss: 0.73764, Valid loss: 0.82614, Elapsed_time: 283.59277 Current_accuracy : 63.500, Current_norm_ED : 0.6953 Best_accuracy : 64.500, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1899 | 1899 | 0.6114 True 9511 | 9511 | 0.3182 True -------------------------------------------------------------------------------- [975/3000] Train loss: 0.77418, Valid loss: 0.84098, Elapsed_time: 284.87195 Current_accuracy : 62.500, Current_norm_ED : 0.6903 Best_accuracy : 64.500, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0816 | 0816 | 0.9825 True 6350 | 3749 | 0.0003 False -------------------------------------------------------------------------------- [980/3000] Train loss: 0.85289, Valid loss: 0.90735, Elapsed_time: 286.12494 Current_accuracy : 64.000, Current_norm_ED : 0.6928 Best_accuracy : 64.500, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9700 | 495 | 0.0014 False 7781 | 355 | 0.0005 False -------------------------------------------------------------------------------- [985/3000] Train loss: 0.79776, Valid loss: 1.28901, Elapsed_time: 287.39787 Current_accuracy : 37.500, Current_norm_ED : 0.6150 Best_accuracy : 64.500, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7028 | 7028 | 0.9905 True 9220 | 855 | 0.0007 False -------------------------------------------------------------------------------- [990/3000] Train loss: 0.65662, Valid loss: 0.86141, Elapsed_time: 288.66908 Current_accuracy : 62.500, Current_norm_ED : 0.6790 Best_accuracy : 64.500, Best_norm_ED : 0.7080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0617 | 0617 | 0.9849 True 1730 | 1730 | 0.9795 True -------------------------------------------------------------------------------- [995/3000] Train loss: 0.68327, Valid loss: 0.88654, Elapsed_time: 290.21739 Current_accuracy : 64.000, Current_norm_ED : 0.7103 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2737 | 2737 | 0.9567 True 2843 | 2843 | 0.9871 True -------------------------------------------------------------------------------- [1000/3000] Train loss: 0.88921, Valid loss: 2.80994, Elapsed_time: 291.85107 Current_accuracy : 28.000, Current_norm_ED : 0.3987 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6852 | 5942 | 0.0083 False 7667 | 942 | 0.0005 False -------------------------------------------------------------------------------- [1005/3000] Train loss: 1.57580, Valid loss: 1.92188, Elapsed_time: 293.13393 Current_accuracy : 26.000, Current_norm_ED : 0.3787 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9885 | 3158 | 0.0018 False 9511 | 9511 | 0.2591 True -------------------------------------------------------------------------------- [1010/3000] Train loss: 1.84898, Valid loss: 1.90374, Elapsed_time: 294.38675 Current_accuracy : 24.000, Current_norm_ED : 0.3768 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9442 | 2589 | 0.0004 False 2134 | 35328 | 0.0001 False -------------------------------------------------------------------------------- [1015/3000] Train loss: 1.49798, Valid loss: 1.92247, Elapsed_time: 295.67280 Current_accuracy : 17.500, Current_norm_ED : 0.3392 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5427 | 5427 | 0.9631 True 7875 | 7875 | 0.9762 True -------------------------------------------------------------------------------- [1020/3000] Train loss: 1.60384, Valid loss: 1.25925, Elapsed_time: 296.90060 Current_accuracy : 34.500, Current_norm_ED : 0.5982 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1960 | 100 | 0.0667 False 8027 | 9027 | 0.4142 False -------------------------------------------------------------------------------- [1025/3000] Train loss: 0.84632, Valid loss: 0.94980, Elapsed_time: 298.52056 Current_accuracy : 57.500, Current_norm_ED : 0.6830 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1516 | 771 | 0.0003 False 1141 | 1141 | 0.6545 True -------------------------------------------------------------------------------- [1030/3000] Train loss: 0.73425, Valid loss: 0.98556, Elapsed_time: 299.85084 Current_accuracy : 59.000, Current_norm_ED : 0.6958 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3723 | 113 | 0.0003 False 1960 | 1960 | 0.9808 True -------------------------------------------------------------------------------- [1035/3000] Train loss: 0.71412, Valid loss: 0.96713, Elapsed_time: 301.11511 Current_accuracy : 57.500, Current_norm_ED : 0.6850 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3723 | 5953 | 0.0004 False 3848 | 3848 | 0.9517 True -------------------------------------------------------------------------------- [1040/3000] Train loss: 0.77736, Valid loss: 0.97447, Elapsed_time: 302.36244 Current_accuracy : 58.500, Current_norm_ED : 0.6815 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1737 | 1737 | 0.6030 True 3723 | 4942 | 0.0005 False -------------------------------------------------------------------------------- [1045/3000] Train loss: 0.86775, Valid loss: 0.93579, Elapsed_time: 303.69889 Current_accuracy : 60.500, Current_norm_ED : 0.6843 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5529 | 5529 | 0.7090 True 7781 | 3143 | 0.0003 False -------------------------------------------------------------------------------- [1050/3000] Train loss: 0.76974, Valid loss: 0.84352, Elapsed_time: 305.64806 Current_accuracy : 62.000, Current_norm_ED : 0.6955 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4952 | 4952 | 0.9847 True 8286 | 8286 | 0.9603 True -------------------------------------------------------------------------------- [1055/3000] Train loss: 0.64957, Valid loss: 1.01365, Elapsed_time: 306.92323 Current_accuracy : 63.000, Current_norm_ED : 0.6992 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6350 | 379 | 0.0008 False 1090 | 1090 | 0.9841 True -------------------------------------------------------------------------------- [1060/3000] Train loss: 0.85069, Valid loss: 0.94577, Elapsed_time: 308.51563 Current_accuracy : 63.500, Current_norm_ED : 0.7042 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4569 | 4569 | 0.9919 True 7822 | 1047 | 0.0003 False -------------------------------------------------------------------------------- [1065/3000] Train loss: 0.70116, Valid loss: 0.89812, Elapsed_time: 309.78663 Current_accuracy : 62.500, Current_norm_ED : 0.6955 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9442 | 899 | 0.0004 False 1736 | 1736 | 0.9783 True -------------------------------------------------------------------------------- [1070/3000] Train loss: 0.65019, Valid loss: 0.90188, Elapsed_time: 311.08550 Current_accuracy : 62.500, Current_norm_ED : 0.7055 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6620 | 546 | 0.0003 False 1960 | 1960 | 0.9946 True -------------------------------------------------------------------------------- [1075/3000] Train loss: 0.77794, Valid loss: 0.82748, Elapsed_time: 312.38317 Current_accuracy : 64.000, Current_norm_ED : 0.6980 Best_accuracy : 64.500, Best_norm_ED : 0.7103 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9030 | 9030 | 0.8883 True 7682 | 7682 | 0.9952 True -------------------------------------------------------------------------------- [1080/3000] Train loss: 0.65743, Valid loss: 0.97033, Elapsed_time: 313.66851 Current_accuracy : 63.000, Current_norm_ED : 0.7107 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9267 | 171 | 0.0003 False 1572 | 171 | 0.0003 False -------------------------------------------------------------------------------- [1085/3000] Train loss: 0.74682, Valid loss: 0.88428, Elapsed_time: 315.22967 Current_accuracy : 63.000, Current_norm_ED : 0.6967 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7209 | 7209 | 0.9771 True 9163 | 9163 | 0.9918 True -------------------------------------------------------------------------------- [1090/3000] Train loss: 0.68464, Valid loss: 0.97397, Elapsed_time: 316.79714 Current_accuracy : 62.500, Current_norm_ED : 0.7055 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6914 | 147 | 0.0002 False 0907 | 0907 | 0.9773 True -------------------------------------------------------------------------------- [1095/3000] Train loss: 0.81705, Valid loss: 0.98952, Elapsed_time: 318.13808 Current_accuracy : 59.000, Current_norm_ED : 0.6867 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1899 | 1899 | 0.6097 True 4472 | 4472 | 0.5946 True -------------------------------------------------------------------------------- [1100/3000] Train loss: 0.76951, Valid loss: 0.92874, Elapsed_time: 319.41573 Current_accuracy : 62.500, Current_norm_ED : 0.7070 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4066 | 4066 | 0.3664 True 1140 | 141 | 0.0005 False -------------------------------------------------------------------------------- [1105/3000] Train loss: 0.65417, Valid loss: 0.91645, Elapsed_time: 320.70873 Current_accuracy : 62.500, Current_norm_ED : 0.6917 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3450 | 3450 | 0.9915 True 4620 | 4620 | 0.9818 True -------------------------------------------------------------------------------- [1110/3000] Train loss: 0.82808, Valid loss: 0.94582, Elapsed_time: 321.96829 Current_accuracy : 60.000, Current_norm_ED : 0.6925 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7822 | 11 | 0.0004 False 7682 | 7682 | 0.9730 True -------------------------------------------------------------------------------- [1115/3000] Train loss: 0.80090, Valid loss: 0.86163, Elapsed_time: 323.20224 Current_accuracy : 62.000, Current_norm_ED : 0.7030 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4952 | 4952 | 0.9913 True 3361 | 107 | 0.0003 False -------------------------------------------------------------------------------- [1120/3000] Train loss: 0.55874, Valid loss: 0.92570, Elapsed_time: 324.76429 Current_accuracy : 63.000, Current_norm_ED : 0.7030 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6574 | 373 | 0.0008 False 0975 | 0975 | 0.9860 True -------------------------------------------------------------------------------- [1125/3000] Train loss: 0.59389, Valid loss: 0.88312, Elapsed_time: 326.00363 Current_accuracy : 61.000, Current_norm_ED : 0.6968 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6728 | 373 | 0.0005 False 1960 | 1960 | 0.9814 True -------------------------------------------------------------------------------- [1130/3000] Train loss: 0.69298, Valid loss: 0.87981, Elapsed_time: 327.28511 Current_accuracy : 63.500, Current_norm_ED : 0.6953 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7667 | 2142 | 0.0003 False 2742 | 2742 | 0.9299 True -------------------------------------------------------------------------------- [1135/3000] Train loss: 0.68375, Valid loss: 0.85560, Elapsed_time: 328.54812 Current_accuracy : 63.000, Current_norm_ED : 0.7017 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8286 | 8286 | 0.9773 True 3506 | 8743 | 0.0002 False -------------------------------------------------------------------------------- [1140/3000] Train loss: 0.77748, Valid loss: 0.89132, Elapsed_time: 329.83942 Current_accuracy : 64.000, Current_norm_ED : 0.7015 Best_accuracy : 64.500, Best_norm_ED : 0.7107 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9512 | 8078 | 0.0009 False 4066 | 4066 | 0.8002 True -------------------------------------------------------------------------------- [1145/3000] Train loss: 0.87876, Valid loss: 0.95901, Elapsed_time: 331.11406 Current_accuracy : 63.000, Current_norm_ED : 0.7180 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7742 | 7742 | 0.5802 True 8744 | 4971 | 0.0008 False -------------------------------------------------------------------------------- [1150/3000] Train loss: 0.77035, Valid loss: 1.04067, Elapsed_time: 332.68191 Current_accuracy : 54.500, Current_norm_ED : 0.6815 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3297 | 3297 | 0.7211 True 0593 | 17 | 0.0012 False -------------------------------------------------------------------------------- [1155/3000] Train loss: 0.72371, Valid loss: 0.82115, Elapsed_time: 334.32267 Current_accuracy : 61.000, Current_norm_ED : 0.6943 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3638 | 3638 | 0.9752 True 5165 | 5165 | 0.9969 True -------------------------------------------------------------------------------- [1160/3000] Train loss: 0.88820, Valid loss: 0.90071, Elapsed_time: 335.61211 Current_accuracy : 59.500, Current_norm_ED : 0.6915 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5888 | 5898 | 0.6402 False 7781 | 317 | 0.0007 False -------------------------------------------------------------------------------- [1165/3000] Train loss: 0.62804, Valid loss: 0.87981, Elapsed_time: 336.86758 Current_accuracy : 63.500, Current_norm_ED : 0.7153 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2365 | 2365 | 0.9682 True 7742 | 7742 | 0.2519 True -------------------------------------------------------------------------------- [1170/3000] Train loss: 0.60983, Valid loss: 0.82626, Elapsed_time: 338.54543 Current_accuracy : 63.500, Current_norm_ED : 0.7065 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6919 | 6919 | 0.9802 True 3438 | 3438 | 0.9805 True -------------------------------------------------------------------------------- [1175/3000] Train loss: 0.90226, Valid loss: 0.86828, Elapsed_time: 339.79566 Current_accuracy : 64.000, Current_norm_ED : 0.7055 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3848 | 3848 | 0.9288 True 6191 | 6191 | 0.9924 True -------------------------------------------------------------------------------- [1180/3000] Train loss: 0.72672, Valid loss: 0.86364, Elapsed_time: 341.05786 Current_accuracy : 62.500, Current_norm_ED : 0.7040 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3560 | 3560 | 0.9822 True 4472 | 4472 | 0.3492 True -------------------------------------------------------------------------------- [1185/3000] Train loss: 0.49615, Valid loss: 0.84231, Elapsed_time: 342.63447 Current_accuracy : 63.500, Current_norm_ED : 0.7092 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2665 | 2665 | 0.9954 True 7108 | 7108 | 0.9559 True -------------------------------------------------------------------------------- [1190/3000] Train loss: 0.68705, Valid loss: 0.88443, Elapsed_time: 343.94938 Current_accuracy : 63.500, Current_norm_ED : 0.7165 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2365 | 2365 | 0.9801 True 6858 | 6858 | 0.9810 True -------------------------------------------------------------------------------- [1195/3000] Train loss: 0.73481, Valid loss: 0.87149, Elapsed_time: 345.23952 Current_accuracy : 64.500, Current_norm_ED : 0.7125 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3389 | 3389 | 0.5146 True 0056 | 0056 | 0.7039 True -------------------------------------------------------------------------------- [1200/3000] Train loss: 0.73656, Valid loss: 0.84450, Elapsed_time: 346.52364 Current_accuracy : 63.000, Current_norm_ED : 0.7015 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1796 | 1796 | 0.9853 True 0713 | 0713 | 0.9904 True -------------------------------------------------------------------------------- [1205/3000] Train loss: 0.67682, Valid loss: 0.78269, Elapsed_time: 347.76518 Current_accuracy : 63.500, Current_norm_ED : 0.7140 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4569 | 4569 | 0.9943 True 0340 | 0340 | 0.9647 True -------------------------------------------------------------------------------- [1210/3000] Train loss: 0.73436, Valid loss: 0.88783, Elapsed_time: 349.02933 Current_accuracy : 63.500, Current_norm_ED : 0.7040 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5165 | 5165 | 0.9961 True 8286 | 8286 | 0.9747 True -------------------------------------------------------------------------------- [1215/3000] Train loss: 0.84769, Valid loss: 0.91031, Elapsed_time: 350.26786 Current_accuracy : 59.000, Current_norm_ED : 0.6853 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1960 | 1960 | 0.9922 True 1796 | 1796 | 0.9547 True -------------------------------------------------------------------------------- [1220/3000] Train loss: 0.73382, Valid loss: 0.89532, Elapsed_time: 351.87406 Current_accuracy : 64.000, Current_norm_ED : 0.7128 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7253 | 7253 | 0.5294 True 7682 | 7682 | 0.9853 True -------------------------------------------------------------------------------- [1225/3000] Train loss: 0.75460, Valid loss: 0.88375, Elapsed_time: 353.14569 Current_accuracy : 58.000, Current_norm_ED : 0.6913 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2164 | 2164 | 0.9690 True 6191 | 6191 | 0.9952 True -------------------------------------------------------------------------------- [1230/3000] Train loss: 0.67958, Valid loss: 0.84570, Elapsed_time: 354.40879 Current_accuracy : 58.000, Current_norm_ED : 0.6963 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8096 | 8968 | 0.0018 False 1346 | 1346 | 0.9521 True -------------------------------------------------------------------------------- [1235/3000] Train loss: 0.80350, Valid loss: 0.86577, Elapsed_time: 355.71777 Current_accuracy : 63.500, Current_norm_ED : 0.7165 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3409 | 3409 | 0.9691 True 2665 | 2665 | 0.9923 True -------------------------------------------------------------------------------- [1240/3000] Train loss: 0.66137, Valid loss: 1.19612, Elapsed_time: 357.03126 Current_accuracy : 47.000, Current_norm_ED : 0.6665 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1572 | 311 | 0.0009 False 3450 | 3459 | 0.6032 False -------------------------------------------------------------------------------- [1245/3000] Train loss: 0.59149, Valid loss: 0.82412, Elapsed_time: 358.30033 Current_accuracy : 62.500, Current_norm_ED : 0.7153 Best_accuracy : 64.500, Best_norm_ED : 0.7180 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0567 | 053 | 0.0013 False 3574 | 3574 | 0.9923 True -------------------------------------------------------------------------------- [1250/3000] Train loss: 0.61670, Valid loss: 0.04696, Elapsed_time: 359.84177 Current_accuracy : 93.500, Current_norm_ED : 0.9843 Best_accuracy : 93.500, Best_norm_ED : 0.9843 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2433 | 2433 | 0.3994 True 7810 | 7810 | 0.9952 True -------------------------------------------------------------------------------- [1255/3000] Train loss: 0.06452, Valid loss: 0.71210, Elapsed_time: 361.76677 Current_accuracy : 65.000, Current_norm_ED : 0.8445 Best_accuracy : 93.500, Best_norm_ED : 0.9843 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6620 | 620 | 0.4561 False 9033 | 9033 | 0.4596 True -------------------------------------------------------------------------------- [1260/3000] Train loss: 0.13112, Valid loss: 0.32939, Elapsed_time: 363.03378 Current_accuracy : 74.500, Current_norm_ED : 0.9225 Best_accuracy : 93.500, Best_norm_ED : 0.9843 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8168 | 8168 | 0.8908 True 9220 | 9220 | 0.9555 True -------------------------------------------------------------------------------- [1265/3000] Train loss: 0.08807, Valid loss: 0.12020, Elapsed_time: 364.31380 Current_accuracy : 87.500, Current_norm_ED : 0.9690 Best_accuracy : 93.500, Best_norm_ED : 0.9843 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8841 | 841 | 0.4258 False 8773 | 8773 | 0.9368 True -------------------------------------------------------------------------------- [1270/3000] Train loss: 0.08771, Valid loss: 0.13209, Elapsed_time: 365.58843 Current_accuracy : 84.500, Current_norm_ED : 0.9607 Best_accuracy : 93.500, Best_norm_ED : 0.9843 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1383 | 1383 | 0.9879 True 3937 | 3937 | 0.9854 True -------------------------------------------------------------------------------- [1275/3000] Train loss: 0.14206, Valid loss: 0.18792, Elapsed_time: 366.85256 Current_accuracy : 81.000, Current_norm_ED : 0.9528 Best_accuracy : 93.500, Best_norm_ED : 0.9843 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9046 | 046 | 0.9601 False 0155 | 0155 | 0.5229 True -------------------------------------------------------------------------------- [1280/3000] Train loss: 0.07853, Valid loss: 0.19331, Elapsed_time: 368.45450 Current_accuracy : 79.000, Current_norm_ED : 0.9453 Best_accuracy : 93.500, Best_norm_ED : 0.9843 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0469 | 0469 | 0.9811 True 2768 | 2768 | 0.8894 True -------------------------------------------------------------------------------- [1285/3000] Train loss: 0.07515, Valid loss: 0.04786, Elapsed_time: 369.71264 Current_accuracy : 94.500, Current_norm_ED : 0.9868 Best_accuracy : 94.500, Best_norm_ED : 0.9868 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1346 | 1346 | 0.9825 True 7682 | 7682 | 0.9876 True -------------------------------------------------------------------------------- [1290/3000] Train loss: 0.02590, Valid loss: 0.03223, Elapsed_time: 372.16997 Current_accuracy : 97.500, Current_norm_ED : 0.9945 Best_accuracy : 97.500, Best_norm_ED : 0.9945 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0469 | 0469 | 0.9837 True 4569 | 4569 | 0.9944 True -------------------------------------------------------------------------------- [1295/3000] Train loss: 0.02120, Valid loss: 0.10963, Elapsed_time: 374.10161 Current_accuracy : 89.000, Current_norm_ED : 0.9711 Best_accuracy : 97.500, Best_norm_ED : 0.9945 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8834 | 8834 | 0.5284 True 7014 | 7013 | 0.9461 False -------------------------------------------------------------------------------- [1300/3000] Train loss: 0.10636, Valid loss: 0.51717, Elapsed_time: 375.37906 Current_accuracy : 68.500, Current_norm_ED : 0.9120 Best_accuracy : 97.500, Best_norm_ED : 0.9945 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8027 | 8027 | 0.7849 True 1873 | 1873 | 0.9893 True -------------------------------------------------------------------------------- [1305/3000] Train loss: 0.06071, Valid loss: 0.30703, Elapsed_time: 376.66935 Current_accuracy : 78.000, Current_norm_ED : 0.9445 Best_accuracy : 97.500, Best_norm_ED : 0.9945 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0975 | 0975 | 0.9597 True 1730 | 7730 | 0.3366 False -------------------------------------------------------------------------------- [1310/3000] Train loss: 0.07725, Valid loss: 0.48270, Elapsed_time: 377.96197 Current_accuracy : 72.500, Current_norm_ED : 0.9283 Best_accuracy : 97.500, Best_norm_ED : 0.9945 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7209 | 7209 | 0.7706 True 5888 | 5888 | 0.4942 True -------------------------------------------------------------------------------- [1315/3000] Train loss: 0.07568, Valid loss: 0.05142, Elapsed_time: 379.60506 Current_accuracy : 96.000, Current_norm_ED : 0.9910 Best_accuracy : 97.500, Best_norm_ED : 0.9945 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9512 | 9512 | 0.9743 True 4769 | 4769 | 0.9854 True -------------------------------------------------------------------------------- [1320/3000] Train loss: 0.02047, Valid loss: 0.04424, Elapsed_time: 380.94030 Current_accuracy : 96.000, Current_norm_ED : 0.9910 Best_accuracy : 97.500, Best_norm_ED : 0.9945 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9030 | 9030 | 0.4401 True 0056 | 0056 | 0.5616 True -------------------------------------------------------------------------------- [1325/3000] Train loss: 0.02528, Valid loss: 0.03283, Elapsed_time: 382.25514 Current_accuracy : 97.000, Current_norm_ED : 0.9935 Best_accuracy : 97.500, Best_norm_ED : 0.9945 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0702 | 0702 | 0.7893 True 0543 | 0543 | 0.9936 True -------------------------------------------------------------------------------- [1330/3000] Train loss: 0.00728, Valid loss: 0.01775, Elapsed_time: 383.54288 Current_accuracy : 98.000, Current_norm_ED : 0.9953 Best_accuracy : 98.000, Best_norm_ED : 0.9953 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2365 | 2365 | 0.9853 True 9139 | 9139 | 0.9924 True -------------------------------------------------------------------------------- [1335/3000] Train loss: 0.00973, Valid loss: 0.05592, Elapsed_time: 385.37695 Current_accuracy : 93.500, Current_norm_ED : 0.9843 Best_accuracy : 98.000, Best_norm_ED : 0.9953 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1090 | 1090 | 0.9720 True 0340 | 0340 | 0.9778 True -------------------------------------------------------------------------------- [1340/3000] Train loss: 0.00576, Valid loss: 0.04064, Elapsed_time: 386.64033 Current_accuracy : 96.500, Current_norm_ED : 0.9918 Best_accuracy : 98.000, Best_norm_ED : 0.9953 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9438 | 9438 | 0.9962 True 2134 | 2134 | 0.9286 True -------------------------------------------------------------------------------- [1345/3000] Train loss: 0.00395, Valid loss: 0.01400, Elapsed_time: 388.16227 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 98.500, Best_norm_ED : 0.9965 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7295 | 7295 | 0.9917 True 4217 | 4217 | 0.9947 True -------------------------------------------------------------------------------- [1350/3000] Train loss: 0.00322, Valid loss: 0.01468, Elapsed_time: 390.14185 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 98.500, Best_norm_ED : 0.9965 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0228 | 0228 | 0.9884 True 2598 | 2598 | 0.9918 True -------------------------------------------------------------------------------- [1355/3000] Train loss: 0.01058, Valid loss: 0.03008, Elapsed_time: 391.40779 Current_accuracy : 97.000, Current_norm_ED : 0.9930 Best_accuracy : 98.500, Best_norm_ED : 0.9965 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2365 | 2365 | 0.9524 True 6350 | 6350 | 0.9844 True -------------------------------------------------------------------------------- [1360/3000] Train loss: 0.00958, Valid loss: 0.02343, Elapsed_time: 392.61924 Current_accuracy : 98.000, Current_norm_ED : 0.9950 Best_accuracy : 98.500, Best_norm_ED : 0.9965 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3361 | 361 | 0.4163 False 3638 | 3638 | 0.9967 True -------------------------------------------------------------------------------- [1365/3000] Train loss: 0.00252, Valid loss: 0.01910, Elapsed_time: 393.85716 Current_accuracy : 98.500, Current_norm_ED : 0.9962 Best_accuracy : 98.500, Best_norm_ED : 0.9965 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2182 | 2182 | 0.9912 True 8262 | 8262 | 0.9945 True -------------------------------------------------------------------------------- [1370/3000] Train loss: 0.00253, Valid loss: 0.01565, Elapsed_time: 395.11523 Current_accuracy : 98.500, Current_norm_ED : 0.9962 Best_accuracy : 98.500, Best_norm_ED : 0.9965 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5538 | 5538 | 0.7652 True 2831 | 2831 | 0.9970 True -------------------------------------------------------------------------------- [1375/3000] Train loss: 0.00260, Valid loss: 0.01292, Elapsed_time: 396.35620 Current_accuracy : 98.000, Current_norm_ED : 0.9953 Best_accuracy : 98.500, Best_norm_ED : 0.9965 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3560 | 3560 | 0.9950 True 7695 | 7695 | 0.9879 True -------------------------------------------------------------------------------- [1380/3000] Train loss: 0.00162, Valid loss: 0.01130, Elapsed_time: 397.95703 Current_accuracy : 97.500, Current_norm_ED : 0.9942 Best_accuracy : 98.500, Best_norm_ED : 0.9965 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0593 | 0593 | 0.9967 True 9589 | 9589 | 0.9880 True -------------------------------------------------------------------------------- [1385/3000] Train loss: 0.00245, Valid loss: 0.01142, Elapsed_time: 399.29589 Current_accuracy : 97.500, Current_norm_ED : 0.9942 Best_accuracy : 98.500, Best_norm_ED : 0.9965 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7110 | 7110 | 0.9443 True 9541 | 9541 | 0.9930 True -------------------------------------------------------------------------------- [1390/3000] Train loss: 0.00187, Valid loss: 0.00985, Elapsed_time: 400.55818 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 98.500, Best_norm_ED : 0.9965 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3258 | 3258 | 0.9954 True 1372 | 1372 | 0.9919 True -------------------------------------------------------------------------------- [1395/3000] Train loss: 0.00148, Valid loss: 0.00778, Elapsed_time: 401.85518 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7953 | 7953 | 0.9922 True 9571 | 9571 | 0.9908 True -------------------------------------------------------------------------------- [1400/3000] Train loss: 0.00178, Valid loss: 0.00804, Elapsed_time: 404.26766 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9281 | 9281 | 0.9964 True 5944 | 5944 | 0.6215 True -------------------------------------------------------------------------------- [1405/3000] Train loss: 0.00165, Valid loss: 0.00739, Elapsed_time: 405.53677 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9046 | 9046 | 0.9777 True 9335 | 9335 | 0.9946 True -------------------------------------------------------------------------------- [1410/3000] Train loss: 0.00677, Valid loss: 0.13506, Elapsed_time: 407.15821 Current_accuracy : 88.000, Current_norm_ED : 0.9670 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6348 | 6348 | 0.9836 True 8027 | 9027 | 0.9446 False -------------------------------------------------------------------------------- [1415/3000] Train loss: 0.01810, Valid loss: 0.01561, Elapsed_time: 408.46605 Current_accuracy : 98.000, Current_norm_ED : 0.9953 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1289 | 1289 | 0.9911 True 7016 | 7016 | 0.9967 True -------------------------------------------------------------------------------- [1420/3000] Train loss: 0.00221, Valid loss: 0.01241, Elapsed_time: 409.73609 Current_accuracy : 98.000, Current_norm_ED : 0.9955 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2768 | 2768 | 0.9804 True 3351 | 3351 | 0.8315 True -------------------------------------------------------------------------------- [1425/3000] Train loss: 0.00164, Valid loss: 0.00970, Elapsed_time: 411.03111 Current_accuracy : 98.000, Current_norm_ED : 0.9955 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3506 | 3506 | 0.9939 True 9511 | 9511 | 0.7245 True -------------------------------------------------------------------------------- [1430/3000] Train loss: 0.00146, Valid loss: 0.01051, Elapsed_time: 412.31687 Current_accuracy : 98.000, Current_norm_ED : 0.9955 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6858 | 6858 | 0.9934 True 4217 | 4217 | 0.9956 True -------------------------------------------------------------------------------- [1435/3000] Train loss: 0.00143, Valid loss: 0.00928, Elapsed_time: 413.55521 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8461 | 8461 | 0.9897 True 0543 | 0543 | 0.9982 True -------------------------------------------------------------------------------- [1440/3000] Train loss: 0.12201, Valid loss: 0.01903, Elapsed_time: 415.16413 Current_accuracy : 96.500, Current_norm_ED : 0.9920 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7295 | 7295 | 0.9952 True 5735 | 5735 | 0.9924 True -------------------------------------------------------------------------------- [1445/3000] Train loss: 0.00285, Valid loss: 0.02990, Elapsed_time: 416.47289 Current_accuracy : 95.000, Current_norm_ED : 0.9883 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3297 | 3297 | 0.9861 True 8243 | 8243 | 0.9961 True -------------------------------------------------------------------------------- [1450/3000] Train loss: 0.00173, Valid loss: 0.00787, Elapsed_time: 417.78619 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3476 | 3476 | 0.9970 True 9589 | 9589 | 0.9847 True -------------------------------------------------------------------------------- [1455/3000] Train loss: 0.00133, Valid loss: 0.00753, Elapsed_time: 419.09383 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6077 | 6077 | 0.5021 True 1796 | 1796 | 0.9946 True -------------------------------------------------------------------------------- [1460/3000] Train loss: 0.00119, Valid loss: 0.00703, Elapsed_time: 420.42962 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4405 | 4405 | 0.8835 True 1156 | 1156 | 0.7900 True -------------------------------------------------------------------------------- [1465/3000] Train loss: 0.00112, Valid loss: 0.00783, Elapsed_time: 421.72208 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9033 | 9033 | 0.8179 True 3848 | 3848 | 0.9965 True -------------------------------------------------------------------------------- [1470/3000] Train loss: 0.00117, Valid loss: 0.01098, Elapsed_time: 423.02242 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2003 | 2003 | 0.9913 True 4236 | 4236 | 0.9971 True -------------------------------------------------------------------------------- [1475/3000] Train loss: 0.00173, Valid loss: 0.01335, Elapsed_time: 424.64746 Current_accuracy : 98.000, Current_norm_ED : 0.9955 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7682 | 7682 | 0.9980 True 6914 | 6914 | 0.9949 True -------------------------------------------------------------------------------- [1480/3000] Train loss: 0.00089, Valid loss: 0.01119, Elapsed_time: 425.92409 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4222 | 4222 | 0.3964 True 1407 | 1407 | 0.9870 True -------------------------------------------------------------------------------- [1485/3000] Train loss: 0.00111, Valid loss: 0.00791, Elapsed_time: 427.19904 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1346 | 1346 | 0.9963 True 5239 | 5239 | 0.9976 True -------------------------------------------------------------------------------- [1490/3000] Train loss: 0.00099, Valid loss: 0.00816, Elapsed_time: 428.51762 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.000, Best_norm_ED : 0.9978 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5627 | 5627 | 0.9982 True 2665 | 2665 | 0.9992 True -------------------------------------------------------------------------------- [1495/3000] Train loss: 0.00084, Valid loss: 0.00654, Elapsed_time: 429.83937 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7781 | 7781 | 0.6679 True 2134 | 2134 | 0.9945 True -------------------------------------------------------------------------------- [1500/3000] Train loss: 0.00080, Valid loss: 0.00692, Elapsed_time: 431.84669 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0816 | 0816 | 0.9957 True 8834 | 8834 | 0.3853 True -------------------------------------------------------------------------------- [1505/3000] Train loss: 0.00076, Valid loss: 0.00684, Elapsed_time: 433.43889 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2665 | 2665 | 0.9993 True 0975 | 0975 | 0.9972 True -------------------------------------------------------------------------------- [1510/3000] Train loss: 0.00063, Valid loss: 0.00664, Elapsed_time: 434.83269 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7695 | 7695 | 0.9949 True 1140 | 1140 | 0.7137 True -------------------------------------------------------------------------------- [1515/3000] Train loss: 0.00075, Valid loss: 0.00832, Elapsed_time: 436.71654 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1572 | 1572 | 0.9983 True 2665 | 2665 | 0.9993 True -------------------------------------------------------------------------------- [1520/3000] Train loss: 0.00075, Valid loss: 0.00674, Elapsed_time: 437.99664 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9335 | 9335 | 0.9974 True 1730 | 1730 | 0.9976 True -------------------------------------------------------------------------------- [1525/3000] Train loss: 0.00076, Valid loss: 0.00657, Elapsed_time: 439.26748 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0155 | 0155 | 0.9372 True 2433 | 2433 | 0.6318 True -------------------------------------------------------------------------------- [1530/3000] Train loss: 0.00065, Valid loss: 0.01278, Elapsed_time: 440.52158 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1372 | 1372 | 0.9972 True 4459 | 4459 | 0.9307 True -------------------------------------------------------------------------------- [1535/3000] Train loss: 0.00118, Valid loss: 0.02991, Elapsed_time: 441.74917 Current_accuracy : 97.500, Current_norm_ED : 0.9945 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6367 | 6367 | 0.9957 True 3297 | 3297 | 0.9910 True -------------------------------------------------------------------------------- [1540/3000] Train loss: 0.00070, Valid loss: 0.02907, Elapsed_time: 443.35073 Current_accuracy : 97.500, Current_norm_ED : 0.9945 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7810 | 7810 | 0.9990 True 0034 | 0034 | 0.6973 True -------------------------------------------------------------------------------- [1545/3000] Train loss: 0.00071, Valid loss: 0.02707, Elapsed_time: 444.68313 Current_accuracy : 98.000, Current_norm_ED : 0.9955 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2665 | 2665 | 0.9975 True 0340 | 0340 | 0.9968 True -------------------------------------------------------------------------------- [1550/3000] Train loss: 0.00061, Valid loss: 0.02418, Elapsed_time: 445.97929 Current_accuracy : 98.000, Current_norm_ED : 0.9955 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0593 | 0593 | 0.9989 True 0631 | 0631 | 0.9990 True -------------------------------------------------------------------------------- [1555/3000] Train loss: 0.00069, Valid loss: 0.01829, Elapsed_time: 447.25596 Current_accuracy : 98.000, Current_norm_ED : 0.9953 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2831 | 2831 | 0.9992 True 1796 | 1796 | 0.9975 True -------------------------------------------------------------------------------- [1560/3000] Train loss: 0.00081, Valid loss: 0.00819, Elapsed_time: 448.52267 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4459 | 4459 | 0.9144 True 9541 | 9541 | 0.9972 True -------------------------------------------------------------------------------- [1565/3000] Train loss: 0.00061, Valid loss: 0.00670, Elapsed_time: 449.79235 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8794 | 8794 | 0.9986 True 5415 | 5415 | 0.9985 True -------------------------------------------------------------------------------- [1570/3000] Train loss: 0.04467, Valid loss: 0.01612, Elapsed_time: 451.37407 Current_accuracy : 97.500, Current_norm_ED : 0.9943 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2843 | 2843 | 0.9946 True 6313 | 6313 | 0.9905 True -------------------------------------------------------------------------------- [1575/3000] Train loss: 0.00096, Valid loss: 0.00815, Elapsed_time: 452.70299 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4472 | 4472 | 0.5666 True 6914 | 6914 | 0.9956 True -------------------------------------------------------------------------------- [1580/3000] Train loss: 0.01523, Valid loss: 0.00707, Elapsed_time: 453.99561 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4236 | 4236 | 0.9966 True 9589 | 9589 | 0.9913 True -------------------------------------------------------------------------------- [1585/3000] Train loss: 0.00082, Valid loss: 0.00660, Elapsed_time: 455.31743 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9442 | 9442 | 0.9974 True 0273 | 0273 | 0.9979 True -------------------------------------------------------------------------------- [1590/3000] Train loss: 0.00072, Valid loss: 0.00590, Elapsed_time: 456.54142 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8461 | 8461 | 0.9952 True 6910 | 6910 | 0.9977 True -------------------------------------------------------------------------------- [1595/3000] Train loss: 0.00070, Valid loss: 0.00582, Elapsed_time: 457.78226 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7110 | 7110 | 0.9674 True 0340 | 0340 | 0.9966 True -------------------------------------------------------------------------------- [1600/3000] Train loss: 0.00155, Valid loss: 0.00432, Elapsed_time: 459.31991 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 4301 | 0.9987 True 5529 | 5529 | 0.8242 True -------------------------------------------------------------------------------- [1605/3000] Train loss: 0.00170, Valid loss: 0.01034, Elapsed_time: 460.63534 Current_accuracy : 97.500, Current_norm_ED : 0.9938 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2365 | 2365 | 0.9970 True 6914 | 6914 | 0.9953 True -------------------------------------------------------------------------------- [1610/3000] Train loss: 0.00079, Valid loss: 0.00627, Elapsed_time: 461.91672 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2365 | 2365 | 0.9971 True 8773 | 8773 | 0.9912 True -------------------------------------------------------------------------------- [1615/3000] Train loss: 0.00089, Valid loss: 0.03248, Elapsed_time: 463.22458 Current_accuracy : 97.000, Current_norm_ED : 0.9928 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8027 | 8027 | 0.9930 True 0474 | 0474 | 0.9969 True -------------------------------------------------------------------------------- [1620/3000] Train loss: 0.00070, Valid loss: 0.01137, Elapsed_time: 464.50298 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3723 | 3723 | 0.9938 True 7209 | 7209 | 0.9808 True -------------------------------------------------------------------------------- [1625/3000] Train loss: 0.00071, Valid loss: 0.00700, Elapsed_time: 465.77864 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9511 | 9511 | 0.8148 True 8096 | 8096 | 0.9976 True -------------------------------------------------------------------------------- [1630/3000] Train loss: 0.00065, Valid loss: 0.00555, Elapsed_time: 467.07633 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1618 | 1618 | 0.9983 True 9335 | 9335 | 0.9977 True -------------------------------------------------------------------------------- [1635/3000] Train loss: 0.00057, Valid loss: 0.00583, Elapsed_time: 468.64477 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2003 | 2003 | 0.9936 True 9589 | 9589 | 0.9926 True -------------------------------------------------------------------------------- [1640/3000] Train loss: 0.00057, Valid loss: 0.00592, Elapsed_time: 470.47894 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0298 | 0298 | 0.9981 True 3067 | 3067 | 0.9988 True -------------------------------------------------------------------------------- [1645/3000] Train loss: 0.00047, Valid loss: 0.00561, Elapsed_time: 471.76139 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7453 | 7453 | 0.9970 True 5415 | 5415 | 0.9984 True -------------------------------------------------------------------------------- [1650/3000] Train loss: 0.00048, Valid loss: 0.00541, Elapsed_time: 473.06441 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6217 | 6217 | 0.9988 True 9220 | 9220 | 0.9983 True -------------------------------------------------------------------------------- [1655/3000] Train loss: 0.00044, Valid loss: 0.00601, Elapsed_time: 474.33236 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0816 | 0816 | 0.9980 True 3590 | 3590 | 0.9970 True -------------------------------------------------------------------------------- [1660/3000] Train loss: 0.00046, Valid loss: 0.00549, Elapsed_time: 475.59906 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8744 | 8744 | 0.9376 True 2598 | 2598 | 0.9982 True -------------------------------------------------------------------------------- [1665/3000] Train loss: 0.00052, Valid loss: 0.00559, Elapsed_time: 477.19794 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8744 | 8744 | 0.9455 True 6217 | 6217 | 0.9988 True -------------------------------------------------------------------------------- [1670/3000] Train loss: 0.00044, Valid loss: 0.00541, Elapsed_time: 478.53298 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6620 | 6620 | 0.8625 True 5239 | 5239 | 0.9989 True -------------------------------------------------------------------------------- [1675/3000] Train loss: 0.00038, Valid loss: 0.00518, Elapsed_time: 479.81762 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4783 | 4783 | 0.9995 True 2365 | 2365 | 0.9980 True -------------------------------------------------------------------------------- [1680/3000] Train loss: 0.00038, Valid loss: 0.00512, Elapsed_time: 481.08560 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1140 | 1140 | 0.8415 True 9267 | 9267 | 0.9979 True -------------------------------------------------------------------------------- [1685/3000] Train loss: 0.00043, Valid loss: 0.00521, Elapsed_time: 482.38065 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3506 | 3506 | 0.9982 True 9700 | 9700 | 0.8631 True -------------------------------------------------------------------------------- [1690/3000] Train loss: 0.00036, Valid loss: 0.00631, Elapsed_time: 483.64926 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3067 | 3067 | 0.9990 True 5890 | 5890 | 0.9961 True -------------------------------------------------------------------------------- [1695/3000] Train loss: 0.00053, Valid loss: 0.00628, Elapsed_time: 484.91509 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4620 | 4620 | 0.9991 True 8841 | 8841 | 0.6600 True -------------------------------------------------------------------------------- [1700/3000] Train loss: 0.00034, Valid loss: 0.00491, Elapsed_time: 486.51104 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2239 | 2239 | 0.8267 True 0631 | 0631 | 0.9995 True -------------------------------------------------------------------------------- [1705/3000] Train loss: 0.00038, Valid loss: 0.00499, Elapsed_time: 487.76154 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9541 | 9541 | 0.9979 True 4066 | 4066 | 0.6805 True -------------------------------------------------------------------------------- [1710/3000] Train loss: 0.00034, Valid loss: 0.01031, Elapsed_time: 489.01645 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4317 | 4317 | 0.9991 True 9700 | 9700 | 0.8613 True -------------------------------------------------------------------------------- [1715/3000] Train loss: 0.00028, Valid loss: 0.01031, Elapsed_time: 490.28523 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7110 | 7110 | 0.9746 True 7667 | 76667 | 0.5612 False -------------------------------------------------------------------------------- [1720/3000] Train loss: 0.00043, Valid loss: 0.00477, Elapsed_time: 491.53178 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1737 | 1737 | 0.9981 True 3438 | 3438 | 0.9994 True -------------------------------------------------------------------------------- [1725/3000] Train loss: 0.00036, Valid loss: 0.00507, Elapsed_time: 492.80874 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8461 | 8461 | 0.9973 True 4217 | 4217 | 0.9991 True -------------------------------------------------------------------------------- [1730/3000] Train loss: 0.00026, Valid loss: 0.00505, Elapsed_time: 494.39940 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0663 | 0663 | 0.9965 True 7953 | 7953 | 0.9982 True -------------------------------------------------------------------------------- [1735/3000] Train loss: 0.00030, Valid loss: 0.00494, Elapsed_time: 495.69666 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1572 | 1572 | 0.9990 True 2737 | 2737 | 0.9948 True -------------------------------------------------------------------------------- [1740/3000] Train loss: 0.00034, Valid loss: 0.00477, Elapsed_time: 496.97556 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0056 | 0056 | 0.7167 True 1737 | 1737 | 0.9984 True -------------------------------------------------------------------------------- [1745/3000] Train loss: 0.00034, Valid loss: 0.00488, Elapsed_time: 498.23376 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0907 | 0907 | 0.9967 True 5812 | 5812 | 0.9983 True -------------------------------------------------------------------------------- [1750/3000] Train loss: 0.00028, Valid loss: 0.00500, Elapsed_time: 499.53975 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7010 | 7010 | 0.9994 True 8794 | 8794 | 0.9989 True -------------------------------------------------------------------------------- [1755/3000] Train loss: 0.00028, Valid loss: 0.00509, Elapsed_time: 500.86113 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6858 | 6858 | 0.9988 True 7253 | 7253 | 0.9965 True -------------------------------------------------------------------------------- [1760/3000] Train loss: 0.00166, Valid loss: 0.01555, Elapsed_time: 502.41148 Current_accuracy : 98.000, Current_norm_ED : 0.9953 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8773 | 8773 | 0.9843 True 0543 | 0543 | 0.9995 True -------------------------------------------------------------------------------- [1765/3000] Train loss: 0.00034, Valid loss: 0.00893, Elapsed_time: 503.72129 Current_accuracy : 98.000, Current_norm_ED : 0.9953 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8967 | 8967 | 0.9979 True 3560 | 3560 | 0.9988 True -------------------------------------------------------------------------------- [1770/3000] Train loss: 0.00030, Valid loss: 0.00760, Elapsed_time: 504.99723 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1618 | 1618 | 0.9987 True 3476 | 3476 | 0.9987 True -------------------------------------------------------------------------------- [1775/3000] Train loss: 0.00065, Valid loss: 0.01752, Elapsed_time: 506.26772 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7667 | 76667 | 0.5264 False 1346 | 1346 | 0.9986 True -------------------------------------------------------------------------------- [1780/3000] Train loss: 0.00029, Valid loss: 0.00667, Elapsed_time: 507.54169 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1796 | 1796 | 0.9986 True 4217 | 4217 | 0.9992 True -------------------------------------------------------------------------------- [1785/3000] Train loss: 0.00026, Valid loss: 0.00669, Elapsed_time: 508.79204 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8744 | 8744 | 0.9706 True 6964 | 6964 | 0.9987 True -------------------------------------------------------------------------------- [1790/3000] Train loss: 0.00027, Valid loss: 0.00678, Elapsed_time: 510.07255 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5427 | 5427 | 0.9989 True 0631 | 0631 | 0.9997 True -------------------------------------------------------------------------------- [1795/3000] Train loss: 0.00026, Valid loss: 0.00636, Elapsed_time: 511.62435 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2239 | 2239 | 0.5555 True 2321 | 2321 | 0.9981 True -------------------------------------------------------------------------------- [1800/3000] Train loss: 0.00024, Valid loss: 0.00477, Elapsed_time: 512.89365 Current_accuracy : 99.500, Current_norm_ED : 0.9990 Best_accuracy : 99.500, Best_norm_ED : 0.9990 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2433 | 2433 | 0.7692 True 2182 | 2182 | 0.9993 True -------------------------------------------------------------------------------- [1805/3000] Train loss: 0.00027, Valid loss: 0.00367, Elapsed_time: 514.49432 Current_accuracy : 99.500, Current_norm_ED : 0.9990 Best_accuracy : 99.500, Best_norm_ED : 0.9990 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5468 | 5468 | 0.9984 True 6350 | 6350 | 0.9992 True -------------------------------------------------------------------------------- [1810/3000] Train loss: 0.00023, Valid loss: 0.00388, Elapsed_time: 515.79246 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9990 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6728 | 6728 | 0.9979 True 2375 | 2375 | 0.9990 True -------------------------------------------------------------------------------- [1815/3000] Train loss: 0.00027, Valid loss: 0.00398, Elapsed_time: 517.07703 Current_accuracy : 99.500, Current_norm_ED : 0.9990 Best_accuracy : 99.500, Best_norm_ED : 0.9990 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0298 | 0298 | 0.9988 True 7682 | 7682 | 0.9995 True -------------------------------------------------------------------------------- [1820/3000] Train loss: 0.00030, Valid loss: 0.00345, Elapsed_time: 519.11495 Current_accuracy : 99.500, Current_norm_ED : 0.9990 Best_accuracy : 99.500, Best_norm_ED : 0.9990 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1516 | 1516 | 0.9995 True 0593 | 0593 | 0.9996 True -------------------------------------------------------------------------------- [1825/3000] Train loss: 0.00023, Valid loss: 0.00338, Elapsed_time: 520.64248 Current_accuracy : 99.500, Current_norm_ED : 0.9990 Best_accuracy : 99.500, Best_norm_ED : 0.9990 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2598 | 2598 | 0.9988 True 0298 | 0298 | 0.9988 True -------------------------------------------------------------------------------- [1830/3000] Train loss: 0.00023, Valid loss: 0.00322, Elapsed_time: 521.95322 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9990 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4620 | 4620 | 0.9994 True 8168 | 8168 | 0.9991 True -------------------------------------------------------------------------------- [1835/3000] Train loss: 0.00023, Valid loss: 0.00344, Elapsed_time: 523.19271 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9990 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4620 | 4620 | 0.9994 True 8290 | 8290 | 0.9993 True -------------------------------------------------------------------------------- [1840/3000] Train loss: 0.00023, Valid loss: 0.00322, Elapsed_time: 524.42493 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9990 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0713 | 0713 | 0.9991 True 3032 | 3032 | 0.9987 True -------------------------------------------------------------------------------- [1845/3000] Train loss: 0.00020, Valid loss: 0.00304, Elapsed_time: 525.67228 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9990 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0975 | 0975 | 0.9989 True 7781 | 7781 | 0.8320 True -------------------------------------------------------------------------------- [1850/3000] Train loss: 0.00022, Valid loss: 0.00315, Elapsed_time: 526.92046 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 99.500, Best_norm_ED : 0.9990 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4923 | 4923 | 0.9993 True 2164 | 2164 | 0.9992 True -------------------------------------------------------------------------------- [1855/3000] Train loss: 0.00020, Valid loss: 0.00278, Elapsed_time: 528.17754 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6620 | 6620 | 0.7872 True 6910 | 6910 | 0.9992 True -------------------------------------------------------------------------------- [1860/3000] Train loss: 0.00026, Valid loss: 0.00505, Elapsed_time: 530.35419 Current_accuracy : 99.500, Current_norm_ED : 0.9990 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6693 | 6693 | 0.4554 True 3638 | 3638 | 0.9997 True -------------------------------------------------------------------------------- [1865/3000] Train loss: 0.00021, Valid loss: 0.00329, Elapsed_time: 531.65078 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1914 | 1914 | 0.9990 True 5415 | 5415 | 0.9996 True -------------------------------------------------------------------------------- [1870/3000] Train loss: 0.00020, Valid loss: 0.00637, Elapsed_time: 532.93294 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7010 | 7010 | 0.9996 True 6964 | 6964 | 0.9991 True -------------------------------------------------------------------------------- [1875/3000] Train loss: 0.00018, Valid loss: 0.00295, Elapsed_time: 534.20144 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3258 | 3258 | 0.9991 True 1914 | 1914 | 0.9990 True -------------------------------------------------------------------------------- [1880/3000] Train loss: 0.00018, Valid loss: 0.00284, Elapsed_time: 535.45194 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2894 | 2894 | 0.9995 True 6350 | 6350 | 0.9994 True -------------------------------------------------------------------------------- [1885/3000] Train loss: 0.00027, Valid loss: 0.00294, Elapsed_time: 536.73052 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4459 | 4459 | 0.9566 True 7295 | 7295 | 0.9988 True -------------------------------------------------------------------------------- [1890/3000] Train loss: 0.00019, Valid loss: 0.00310, Elapsed_time: 538.30330 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0298 | 0298 | 0.9989 True 6574 | 6574 | 0.9986 True -------------------------------------------------------------------------------- [1895/3000] Train loss: 0.00019, Valid loss: 0.00299, Elapsed_time: 539.57721 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0713 | 0713 | 0.9992 True 7875 | 7875 | 0.9996 True -------------------------------------------------------------------------------- [1900/3000] Train loss: 0.00018, Valid loss: 0.00275, Elapsed_time: 540.85297 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6350 | 6350 | 0.9995 True 4317 | 4317 | 0.9995 True -------------------------------------------------------------------------------- [1905/3000] Train loss: 0.00019, Valid loss: 0.00295, Elapsed_time: 542.10638 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5415 | 5415 | 0.9996 True 9442 | 9442 | 0.9994 True -------------------------------------------------------------------------------- [1910/3000] Train loss: 0.00018, Valid loss: 0.00299, Elapsed_time: 543.34104 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1140 | 1140 | 0.8950 True 3476 | 3476 | 0.9995 True -------------------------------------------------------------------------------- [1915/3000] Train loss: 0.00019, Valid loss: 0.00297, Elapsed_time: 544.59501 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3409 | 3409 | 0.9985 True 6348 | 6348 | 0.9984 True -------------------------------------------------------------------------------- [1920/3000] Train loss: 0.00019, Valid loss: 0.00291, Elapsed_time: 546.10867 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4459 | 4459 | 0.9521 True 7016 | 7016 | 0.9993 True -------------------------------------------------------------------------------- [1925/3000] Train loss: 0.00020, Valid loss: 0.00285, Elapsed_time: 547.35761 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7803 | 7803 | 0.9993 True 5239 | 5239 | 0.9995 True -------------------------------------------------------------------------------- [1930/3000] Train loss: 0.00016, Valid loss: 0.00287, Elapsed_time: 548.60035 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7014 | 7014 | 0.9978 True 1736 | 1736 | 0.9988 True -------------------------------------------------------------------------------- [1935/3000] Train loss: 0.00016, Valid loss: 0.00287, Elapsed_time: 549.91550 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2164 | 2164 | 0.9995 True 8461 | 8461 | 0.9987 True -------------------------------------------------------------------------------- [1940/3000] Train loss: 0.00017, Valid loss: 0.00265, Elapsed_time: 551.70698 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4459 | 4459 | 0.9561 True 1796 | 1796 | 0.9992 True -------------------------------------------------------------------------------- [1945/3000] Train loss: 0.00016, Valid loss: 0.00262, Elapsed_time: 552.95934 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4459 | 4459 | 0.9595 True 8744 | 8744 | 0.8591 True -------------------------------------------------------------------------------- [1950/3000] Train loss: 0.00016, Valid loss: 0.00304, Elapsed_time: 554.23361 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9512 | 9512 | 0.9958 True 3590 | 3590 | 0.9990 True -------------------------------------------------------------------------------- [1955/3000] Train loss: 0.00022, Valid loss: 0.00298, Elapsed_time: 555.84388 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4236 | 4236 | 0.9995 True 4620 | 4620 | 0.9995 True -------------------------------------------------------------------------------- [1960/3000] Train loss: 0.00017, Valid loss: 0.00234, Elapsed_time: 557.09657 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7875 | 7875 | 0.9997 True 9163 | 9163 | 0.9996 True -------------------------------------------------------------------------------- [1965/3000] Train loss: 0.00016, Valid loss: 0.00223, Elapsed_time: 558.36100 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6858 | 6858 | 0.9991 True 9163 | 9163 | 0.9995 True -------------------------------------------------------------------------------- [1970/3000] Train loss: 0.00016, Valid loss: 0.00216, Elapsed_time: 559.63837 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8286 | 8286 | 0.9993 True 9033 | 9033 | 0.7399 True -------------------------------------------------------------------------------- [1975/3000] Train loss: 0.00017, Valid loss: 0.00454, Elapsed_time: 560.86309 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2768 | 2768 | 0.9943 True 3937 | 3937 | 0.9997 True -------------------------------------------------------------------------------- [1980/3000] Train loss: 0.00015, Valid loss: 0.00425, Elapsed_time: 562.11687 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5944 | 5944 | 0.8329 True 8872 | 8872 | 0.6520 True -------------------------------------------------------------------------------- [1985/3000] Train loss: 0.00014, Valid loss: 0.00452, Elapsed_time: 563.65910 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6693 | 693 | 0.4869 False 0713 | 0713 | 0.9994 True -------------------------------------------------------------------------------- [1990/3000] Train loss: 0.00017, Valid loss: 0.00248, Elapsed_time: 565.01249 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4236 | 4236 | 0.9996 True 3476 | 3476 | 0.9996 True -------------------------------------------------------------------------------- [1995/3000] Train loss: 0.00015, Valid loss: 0.00465, Elapsed_time: 566.28713 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2003 | 2003 | 0.9989 True 7667 | 7667 | 0.4940 True -------------------------------------------------------------------------------- [2000/3000] Train loss: 0.08811, Valid loss: 0.21693, Elapsed_time: 567.55679 Current_accuracy : 87.500, Current_norm_ED : 0.9690 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3409 | 3409 | 0.9988 True 8575 | 8575 | 0.9997 True -------------------------------------------------------------------------------- [2005/3000] Train loss: 0.01213, Valid loss: 0.07669, Elapsed_time: 568.83299 Current_accuracy : 94.000, Current_norm_ED : 0.9828 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9512 | 9512 | 0.9981 True 1346 | 1346 | 0.9989 True -------------------------------------------------------------------------------- [2010/3000] Train loss: 0.00182, Valid loss: 0.01523, Elapsed_time: 570.10352 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2003 | 2003 | 0.9985 True 9885 | 9885 | 0.9976 True -------------------------------------------------------------------------------- [2015/3000] Train loss: 0.00460, Valid loss: 0.04989, Elapsed_time: 571.37369 Current_accuracy : 94.500, Current_norm_ED : 0.9865 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3506 | 3506 | 0.9991 True 7695 | 7695 | 0.9980 True -------------------------------------------------------------------------------- [2020/3000] Train loss: 0.00031, Valid loss: 0.01177, Elapsed_time: 572.94588 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6617 | 6617 | 0.8656 True 4066 | 4066 | 0.5432 True -------------------------------------------------------------------------------- [2025/3000] Train loss: 0.00034, Valid loss: 0.00817, Elapsed_time: 574.19865 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2239 | 2239 | 0.6381 True 4952 | 4952 | 0.9996 True -------------------------------------------------------------------------------- [2030/3000] Train loss: 0.00031, Valid loss: 0.00808, Elapsed_time: 575.46478 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9220 | 9220 | 0.9994 True 5468 | 5468 | 0.9992 True -------------------------------------------------------------------------------- [2035/3000] Train loss: 0.00032, Valid loss: 0.00892, Elapsed_time: 576.74114 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6858 | 6858 | 0.9986 True 9033 | 9033 | 0.7798 True -------------------------------------------------------------------------------- [2040/3000] Train loss: 0.00023, Valid loss: 0.00906, Elapsed_time: 577.97781 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9335 | 9335 | 0.9991 True 0034 | 0034 | 0.9255 True -------------------------------------------------------------------------------- [2045/3000] Train loss: 0.00029, Valid loss: 0.00589, Elapsed_time: 579.23722 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9512 | 9512 | 0.9945 True 1372 | 1372 | 0.9993 True -------------------------------------------------------------------------------- [2050/3000] Train loss: 0.00023, Valid loss: 0.00533, Elapsed_time: 580.79631 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1516 | 1516 | 0.9995 True 0713 | 0713 | 0.9992 True -------------------------------------------------------------------------------- [2055/3000] Train loss: 0.00020, Valid loss: 0.00506, Elapsed_time: 582.02596 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7028 | 7028 | 0.9998 True 6852 | 6852 | 0.9982 True -------------------------------------------------------------------------------- [2060/3000] Train loss: 0.00023, Valid loss: 0.00517, Elapsed_time: 583.83349 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3848 | 3848 | 0.9992 True 1914 | 1914 | 0.9993 True -------------------------------------------------------------------------------- [2065/3000] Train loss: 0.00029, Valid loss: 0.00520, Elapsed_time: 585.07286 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1960 | 1960 | 0.9997 True 1346 | 1346 | 0.9992 True -------------------------------------------------------------------------------- [2070/3000] Train loss: 0.00021, Valid loss: 0.00529, Elapsed_time: 586.32614 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4405 | 4405 | 0.9580 True 6787 | 6787 | 0.9869 True -------------------------------------------------------------------------------- [2075/3000] Train loss: 0.00023, Valid loss: 0.00471, Elapsed_time: 587.60545 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5890 | 5890 | 0.9991 True 8096 | 8096 | 0.9992 True -------------------------------------------------------------------------------- [2080/3000] Train loss: 0.00030, Valid loss: 0.00354, Elapsed_time: 589.15396 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8794 | 8794 | 0.9993 True 4962 | 4962 | 0.9996 True -------------------------------------------------------------------------------- [2085/3000] Train loss: 0.00018, Valid loss: 0.00406, Elapsed_time: 590.43907 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9715 | 9715 | 0.9968 True 6787 | 6787 | 0.9884 True -------------------------------------------------------------------------------- [2090/3000] Train loss: 0.00018, Valid loss: 0.00433, Elapsed_time: 591.72567 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8907 | 8907 | 0.9981 True 9335 | 9335 | 0.9993 True -------------------------------------------------------------------------------- [2095/3000] Train loss: 0.00019, Valid loss: 0.00410, Elapsed_time: 592.98738 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2134 | 2134 | 0.9989 True 6910 | 6910 | 0.9990 True -------------------------------------------------------------------------------- [2100/3000] Train loss: 0.00017, Valid loss: 0.00440, Elapsed_time: 594.24501 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4236 | 4236 | 0.9988 True 6217 | 6217 | 0.9991 True -------------------------------------------------------------------------------- [2105/3000] Train loss: 0.00021, Valid loss: 0.00668, Elapsed_time: 595.47489 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4287 | 4287 | 0.9997 True 5415 | 5415 | 0.9988 True -------------------------------------------------------------------------------- [2110/3000] Train loss: 0.00018, Valid loss: 0.00680, Elapsed_time: 596.75544 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2321 | 2321 | 0.9987 True 0631 | 0631 | 0.9997 True -------------------------------------------------------------------------------- [2115/3000] Train loss: 0.00019, Valid loss: 0.01107, Elapsed_time: 598.31188 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3351 | 3351 | 0.9689 True 5236 | 5236 | 0.9992 True -------------------------------------------------------------------------------- [2120/3000] Train loss: 0.00016, Valid loss: 0.00807, Elapsed_time: 599.57104 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3361 | 3361 | 0.5738 True 7822 | 7822 | 0.9265 True -------------------------------------------------------------------------------- [2125/3000] Train loss: 0.00017, Valid loss: 0.00737, Elapsed_time: 600.84883 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1899 | 1899 | 0.6746 True 0056 | 0056 | 0.7510 True -------------------------------------------------------------------------------- [2130/3000] Train loss: 0.00018, Valid loss: 0.00593, Elapsed_time: 602.13934 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0273 | 0273 | 0.9997 True 2742 | 2742 | 0.9858 True -------------------------------------------------------------------------------- [2135/3000] Train loss: 0.00017, Valid loss: 0.00633, Elapsed_time: 603.39758 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5812 | 5812 | 0.9984 True 1982 | 1982 | 0.9997 True -------------------------------------------------------------------------------- [2140/3000] Train loss: 0.00017, Valid loss: 0.00640, Elapsed_time: 604.63640 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8286 | 8286 | 0.9992 True 3067 | 3067 | 0.9996 True -------------------------------------------------------------------------------- [2145/3000] Train loss: 0.00015, Valid loss: 0.00557, Elapsed_time: 606.20317 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4783 | 4783 | 0.9998 True 0702 | 0702 | 0.9990 True -------------------------------------------------------------------------------- [2150/3000] Train loss: 0.00016, Valid loss: 0.00582, Elapsed_time: 607.54812 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7295 | 7295 | 0.9993 True 1796 | 1796 | 0.9992 True -------------------------------------------------------------------------------- [2155/3000] Train loss: 0.00015, Valid loss: 0.01297, Elapsed_time: 608.83903 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8243 | 8243 | 0.9997 True 8168 | 8168 | 0.9993 True -------------------------------------------------------------------------------- [2160/3000] Train loss: 0.00017, Valid loss: 0.00586, Elapsed_time: 610.11658 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4620 | 4620 | 0.9996 True 1914 | 1914 | 0.9994 True -------------------------------------------------------------------------------- [2165/3000] Train loss: 0.00014, Valid loss: 0.00536, Elapsed_time: 611.36022 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4217 | 4217 | 0.9995 True 3937 | 3937 | 0.9997 True -------------------------------------------------------------------------------- [2170/3000] Train loss: 0.00017, Valid loss: 0.00520, Elapsed_time: 612.60192 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0298 | 0298 | 0.9991 True 2375 | 2375 | 0.9994 True -------------------------------------------------------------------------------- [2175/3000] Train loss: 0.00016, Valid loss: 0.00520, Elapsed_time: 613.89083 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4472 | 4472 | 0.6860 True 7803 | 7803 | 0.9994 True -------------------------------------------------------------------------------- [2180/3000] Train loss: 0.00013, Valid loss: 0.00497, Elapsed_time: 615.50314 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1407 | 1407 | 0.9987 True 3389 | 3389 | 0.8151 True -------------------------------------------------------------------------------- [2185/3000] Train loss: 0.00014, Valid loss: 0.00467, Elapsed_time: 617.39129 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8773 | 8773 | 0.9931 True 6620 | 6620 | 0.7819 True -------------------------------------------------------------------------------- [2190/3000] Train loss: 0.00014, Valid loss: 0.00502, Elapsed_time: 618.64370 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9512 | 9512 | 0.9956 True 5888 | 5888 | 0.5971 True -------------------------------------------------------------------------------- [2195/3000] Train loss: 0.00016, Valid loss: 0.00489, Elapsed_time: 619.88594 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6728 | 6728 | 0.9990 True 7295 | 7295 | 0.9993 True -------------------------------------------------------------------------------- [2200/3000] Train loss: 0.00014, Valid loss: 0.00478, Elapsed_time: 621.12325 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0034 | 0034 | 0.9304 True 1289 | 1289 | 0.9993 True -------------------------------------------------------------------------------- [2205/3000] Train loss: 0.00015, Valid loss: 0.00725, Elapsed_time: 622.39042 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5888 | 5888 | 0.5110 True 5236 | 5236 | 0.9993 True -------------------------------------------------------------------------------- [2210/3000] Train loss: 0.00013, Valid loss: 0.00541, Elapsed_time: 623.98371 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6217 | 6217 | 0.9992 True 7695 | 7695 | 0.9984 True -------------------------------------------------------------------------------- [2215/3000] Train loss: 0.00013, Valid loss: 0.00658, Elapsed_time: 625.30759 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8967 | 8967 | 0.9992 True 1960 | 1960 | 0.9998 True -------------------------------------------------------------------------------- [2220/3000] Train loss: 0.00013, Valid loss: 0.00572, Elapsed_time: 626.61550 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5415 | 5415 | 0.9994 True 1736 | 1736 | 0.9993 True -------------------------------------------------------------------------------- [2225/3000] Train loss: 0.00014, Valid loss: 0.00725, Elapsed_time: 627.86612 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1156 | 1156 | 0.5322 True 3389 | 3389 | 0.7719 True -------------------------------------------------------------------------------- [2230/3000] Train loss: 0.00015, Valid loss: 0.00752, Elapsed_time: 629.14761 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1618 | 1618 | 0.9989 True 6313 | 6313 | 0.9991 True -------------------------------------------------------------------------------- [2235/3000] Train loss: 0.00014, Valid loss: 0.00658, Elapsed_time: 630.40106 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2182 | 2182 | 0.9997 True 8243 | 8243 | 0.9997 True -------------------------------------------------------------------------------- [2240/3000] Train loss: 0.00018, Valid loss: 0.00444, Elapsed_time: 631.96781 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5627 | 5627 | 0.9997 True 2375 | 2375 | 0.9995 True -------------------------------------------------------------------------------- [2245/3000] Train loss: 0.00012, Valid loss: 0.00428, Elapsed_time: 633.27460 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1960 | 1960 | 0.9998 True 5236 | 5236 | 0.9995 True -------------------------------------------------------------------------------- [2250/3000] Train loss: 0.00013, Valid loss: 0.00471, Elapsed_time: 634.56735 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1090 | 1090 | 0.9996 True 3409 | 3409 | 0.9993 True -------------------------------------------------------------------------------- [2255/3000] Train loss: 0.00013, Valid loss: 0.00438, Elapsed_time: 635.81887 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0273 | 0273 | 0.9998 True 0474 | 0474 | 0.9990 True -------------------------------------------------------------------------------- [2260/3000] Train loss: 0.00013, Valid loss: 0.00510, Elapsed_time: 637.18225 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9335 | 9335 | 0.9993 True 4217 | 4217 | 0.9996 True -------------------------------------------------------------------------------- [2265/3000] Train loss: 0.00013, Valid loss: 0.00662, Elapsed_time: 638.54018 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6077 | 6077 | 0.4692 True 5890 | 5890 | 0.9994 True -------------------------------------------------------------------------------- [2270/3000] Train loss: 0.00012, Valid loss: 0.00550, Elapsed_time: 639.87150 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3297 | 3297 | 0.9983 True 3723 | 3723 | 0.9993 True -------------------------------------------------------------------------------- [2275/3000] Train loss: 0.00013, Valid loss: 0.00386, Elapsed_time: 641.59927 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1572 | 1572 | 0.9997 True 7822 | 7822 | 0.9386 True -------------------------------------------------------------------------------- [2280/3000] Train loss: 0.00012, Valid loss: 0.00379, Elapsed_time: 643.09227 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4217 | 4217 | 0.9996 True 1982 | 1982 | 0.9998 True -------------------------------------------------------------------------------- [2285/3000] Train loss: 0.00012, Valid loss: 0.00480, Elapsed_time: 644.35365 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9220 | 9220 | 0.9996 True 4685 | 4685 | 0.9980 True -------------------------------------------------------------------------------- [2290/3000] Train loss: 0.00012, Valid loss: 0.00500, Elapsed_time: 645.60166 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2365 | 2365 | 0.9993 True 8262 | 8262 | 0.9997 True -------------------------------------------------------------------------------- [2295/3000] Train loss: 0.00011, Valid loss: 0.00602, Elapsed_time: 646.83372 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2134 | 2134 | 0.9995 True 3389 | 3389 | 0.6345 True -------------------------------------------------------------------------------- [2300/3000] Train loss: 0.00012, Valid loss: 0.00632, Elapsed_time: 648.09787 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6348 | 6348 | 0.9987 True 5415 | 5415 | 0.9995 True -------------------------------------------------------------------------------- [2305/3000] Train loss: 0.00012, Valid loss: 0.00767, Elapsed_time: 650.24849 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8243 | 8243 | 0.9998 True 5735 | 5735 | 0.9989 True -------------------------------------------------------------------------------- [2310/3000] Train loss: 0.00012, Valid loss: 0.00597, Elapsed_time: 651.58109 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7953 | 7953 | 0.9994 True 0617 | 0617 | 0.9996 True -------------------------------------------------------------------------------- [2315/3000] Train loss: 0.00011, Valid loss: 0.00573, Elapsed_time: 652.84697 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9163 | 9163 | 0.9997 True 3723 | 3723 | 0.9995 True -------------------------------------------------------------------------------- [2320/3000] Train loss: 0.00013, Valid loss: 0.00609, Elapsed_time: 654.10967 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8967 | 8967 | 0.9993 True 4472 | 4472 | 0.4942 True -------------------------------------------------------------------------------- [2325/3000] Train loss: 0.00014, Valid loss: 0.00628, Elapsed_time: 655.33862 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6077 | 6077 | 0.4737 True 5890 | 5890 | 0.9994 True -------------------------------------------------------------------------------- [2330/3000] Train loss: 0.00010, Valid loss: 0.00643, Elapsed_time: 656.61338 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0593 | 0593 | 0.9998 True 7810 | 7810 | 0.9998 True -------------------------------------------------------------------------------- [2335/3000] Train loss: 0.00038, Valid loss: 0.01549, Elapsed_time: 657.83306 Current_accuracy : 97.500, Current_norm_ED : 0.9940 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2768 | 2768 | 0.9967 True 2239 | 2239 | 0.8762 True -------------------------------------------------------------------------------- [2340/3000] Train loss: 0.00143, Valid loss: 0.01642, Elapsed_time: 659.35459 Current_accuracy : 98.500, Current_norm_ED : 0.9965 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 4301 | 0.9987 True 9715 | 9715 | 0.9493 True -------------------------------------------------------------------------------- [2345/3000] Train loss: 0.00015, Valid loss: 0.00479, Elapsed_time: 660.63131 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4236 | 4236 | 0.9994 True 5427 | 5427 | 0.9993 True -------------------------------------------------------------------------------- [2350/3000] Train loss: 0.00026, Valid loss: 0.00495, Elapsed_time: 661.93930 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8841 | 8841 | 0.5315 True 3450 | 3450 | 0.9997 True -------------------------------------------------------------------------------- [2355/3000] Train loss: 0.00016, Valid loss: 0.00483, Elapsed_time: 663.26276 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8243 | 8243 | 0.9996 True 6313 | 6313 | 0.9994 True -------------------------------------------------------------------------------- [2360/3000] Train loss: 0.00015, Valid loss: 0.00460, Elapsed_time: 664.50312 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2768 | 2768 | 0.9985 True 8262 | 8262 | 0.9998 True -------------------------------------------------------------------------------- [2365/3000] Train loss: 0.00013, Valid loss: 0.00438, Elapsed_time: 665.73553 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6367 | 6367 | 0.9996 True 4685 | 4685 | 0.9969 True -------------------------------------------------------------------------------- [2370/3000] Train loss: 0.00014, Valid loss: 0.00459, Elapsed_time: 667.30852 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1982 | 1982 | 0.9996 True 6787 | 6787 | 0.9871 True -------------------------------------------------------------------------------- [2375/3000] Train loss: 0.00013, Valid loss: 0.00434, Elapsed_time: 668.62365 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3638 | 3638 | 0.9998 True 1289 | 1289 | 0.9992 True -------------------------------------------------------------------------------- [2380/3000] Train loss: 0.00011, Valid loss: 0.00451, Elapsed_time: 669.88621 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6574 | 6574 | 0.9995 True 7253 | 7253 | 0.9961 True -------------------------------------------------------------------------------- [2385/3000] Train loss: 0.00013, Valid loss: 0.00418, Elapsed_time: 671.13017 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7764 | 7764 | 0.5843 True 4301 | 4301 | 0.9998 True -------------------------------------------------------------------------------- [2390/3000] Train loss: 0.00012, Valid loss: 0.00455, Elapsed_time: 672.42197 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4236 | 4236 | 0.9996 True 9139 | 9139 | 0.9998 True -------------------------------------------------------------------------------- [2395/3000] Train loss: 0.00012, Valid loss: 0.00462, Elapsed_time: 673.67142 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6964 | 6964 | 0.9994 True 6787 | 6787 | 0.9876 True -------------------------------------------------------------------------------- [2400/3000] Train loss: 0.00012, Valid loss: 0.00468, Elapsed_time: 675.26510 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7781 | 7781 | 0.5597 True 8243 | 8243 | 0.9997 True -------------------------------------------------------------------------------- [2405/3000] Train loss: 0.00011, Valid loss: 0.00447, Elapsed_time: 676.51679 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5236 | 5236 | 0.9997 True 0273 | 0273 | 0.9997 True -------------------------------------------------------------------------------- [2410/3000] Train loss: 0.00011, Valid loss: 0.00434, Elapsed_time: 677.81846 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3450 | 3450 | 0.9998 True 8744 | 8744 | 0.8966 True -------------------------------------------------------------------------------- [2415/3000] Train loss: 0.00013, Valid loss: 0.00440, Elapsed_time: 679.07711 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6919 | 6919 | 0.9993 True 7014 | 7014 | 0.9991 True -------------------------------------------------------------------------------- [2420/3000] Train loss: 0.00011, Valid loss: 0.00454, Elapsed_time: 680.33288 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2843 | 2843 | 0.9992 True 1156 | 1156 | 0.8905 True -------------------------------------------------------------------------------- [2425/3000] Train loss: 0.00011, Valid loss: 0.00529, Elapsed_time: 681.59297 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9589 | 9589 | 0.9984 True 7822 | 7822 | 0.5232 True -------------------------------------------------------------------------------- [2430/3000] Train loss: 0.00012, Valid loss: 0.00500, Elapsed_time: 683.50493 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6617 | 6617 | 0.7157 True 4685 | 4685 | 0.9983 True -------------------------------------------------------------------------------- [2435/3000] Train loss: 0.00012, Valid loss: 0.00521, Elapsed_time: 685.09341 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0543 | 0543 | 0.9998 True 0631 | 0631 | 0.9999 True -------------------------------------------------------------------------------- [2440/3000] Train loss: 0.00011, Valid loss: 0.00498, Elapsed_time: 686.36942 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4638 | 4638 | 0.9991 True 7253 | 7253 | 0.9972 True -------------------------------------------------------------------------------- [2445/3000] Train loss: 0.00009, Valid loss: 0.00488, Elapsed_time: 687.65729 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9163 | 9163 | 0.9998 True 1873 | 1873 | 0.9998 True -------------------------------------------------------------------------------- [2450/3000] Train loss: 0.00011, Valid loss: 0.00495, Elapsed_time: 688.94969 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8286 | 8286 | 0.9994 True 0567 | 0567 | 0.9997 True -------------------------------------------------------------------------------- [2455/3000] Train loss: 0.00010, Valid loss: 0.00484, Elapsed_time: 690.22190 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0034 | 0034 | 0.6878 True 3574 | 3574 | 0.9997 True -------------------------------------------------------------------------------- [2460/3000] Train loss: 0.00009, Valid loss: 0.00481, Elapsed_time: 691.50978 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6914 | 6914 | 0.9987 True 0228 | 0228 | 0.9997 True -------------------------------------------------------------------------------- [2465/3000] Train loss: 0.00010, Valid loss: 0.00464, Elapsed_time: 693.04229 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5538 | 5538 | 0.6840 True 0469 | 0469 | 0.9996 True -------------------------------------------------------------------------------- [2470/3000] Train loss: 0.00011, Valid loss: 0.00445, Elapsed_time: 694.34087 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2134 | 2134 | 0.9989 True 4923 | 4923 | 0.9997 True -------------------------------------------------------------------------------- [2475/3000] Train loss: 0.00010, Valid loss: 0.00458, Elapsed_time: 695.60199 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9267 | 9267 | 0.9996 True 0034 | 0034 | 0.7368 True -------------------------------------------------------------------------------- [2480/3000] Train loss: 0.00010, Valid loss: 0.00479, Elapsed_time: 696.84043 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5888 | 5888 | 0.5307 True 3848 | 3848 | 0.9996 True -------------------------------------------------------------------------------- [2485/3000] Train loss: 0.00009, Valid loss: 0.00495, Elapsed_time: 698.13481 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6348 | 6348 | 0.9989 True 0631 | 0631 | 0.9999 True -------------------------------------------------------------------------------- [2490/3000] Train loss: 0.00009, Valid loss: 0.00440, Elapsed_time: 699.36637 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2768 | 2768 | 0.9987 True 4405 | 4405 | 0.6083 True -------------------------------------------------------------------------------- [2495/3000] Train loss: 0.00010, Valid loss: 0.00445, Elapsed_time: 700.63659 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0543 | 0543 | 0.9999 True 8834 | 8834 | 0.4640 True -------------------------------------------------------------------------------- [2500/3000] Train loss: 0.00010, Valid loss: 0.00964, Elapsed_time: 702.27866 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4569 | 4569 | 0.9998 True 4459 | 4459 | 0.8711 True -------------------------------------------------------------------------------- [2505/3000] Train loss: 0.00010, Valid loss: 0.00418, Elapsed_time: 703.55061 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6910 | 6910 | 0.9996 True 2768 | 2768 | 0.9985 True -------------------------------------------------------------------------------- [2510/3000] Train loss: 0.00010, Valid loss: 0.00458, Elapsed_time: 704.81219 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0627 | 0627 | 0.9997 True 1737 | 1737 | 0.9994 True -------------------------------------------------------------------------------- [2515/3000] Train loss: 0.00028, Valid loss: 0.00768, Elapsed_time: 706.09356 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6693 | 693 | 0.6975 False 9571 | 9571 | 0.9979 True -------------------------------------------------------------------------------- [2520/3000] Train loss: 0.00015, Valid loss: 0.00886, Elapsed_time: 707.33253 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2321 | 2321 | 0.9993 True 2843 | 2843 | 0.9993 True -------------------------------------------------------------------------------- [2525/3000] Train loss: 0.00029, Valid loss: 0.00329, Elapsed_time: 708.61659 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8834 | 8834 | 0.5233 True 0713 | 0713 | 0.9997 True -------------------------------------------------------------------------------- [2530/3000] Train loss: 0.00013, Valid loss: 0.00353, Elapsed_time: 710.17155 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9139 | 9139 | 0.9998 True 7188 | 7188 | 0.4688 True -------------------------------------------------------------------------------- [2535/3000] Train loss: 0.00010, Valid loss: 0.00676, Elapsed_time: 711.44327 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6693 | 693 | 0.6486 False 1346 | 1346 | 0.9995 True -------------------------------------------------------------------------------- [2540/3000] Train loss: 0.00008, Valid loss: 0.00373, Elapsed_time: 712.75639 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6313 | 6313 | 0.9995 True 1156 | 1156 | 0.9210 True -------------------------------------------------------------------------------- [2545/3000] Train loss: 0.00009, Valid loss: 0.00391, Elapsed_time: 714.05743 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1141 | 1141 | 0.9045 True 4769 | 4769 | 0.9997 True -------------------------------------------------------------------------------- [2550/3000] Train loss: 0.00010, Valid loss: 0.00479, Elapsed_time: 715.93706 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7810 | 7810 | 0.9998 True 9414 | 9414 | 0.9972 True -------------------------------------------------------------------------------- [2555/3000] Train loss: 0.00010, Valid loss: 0.00423, Elapsed_time: 717.15112 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4923 | 4923 | 0.9997 True 7682 | 7682 | 0.9997 True -------------------------------------------------------------------------------- [2560/3000] Train loss: 0.00009, Valid loss: 0.00433, Elapsed_time: 718.67452 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4459 | 4459 | 0.6056 True 8872 | 8872 | 0.9300 True -------------------------------------------------------------------------------- [2565/3000] Train loss: 0.00010, Valid loss: 0.00377, Elapsed_time: 719.95292 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8907 | 8907 | 0.9979 True 1796 | 1796 | 0.9997 True -------------------------------------------------------------------------------- [2570/3000] Train loss: 0.00008, Valid loss: 0.00394, Elapsed_time: 721.24375 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9335 | 9335 | 0.9995 True 2894 | 2894 | 0.9998 True -------------------------------------------------------------------------------- [2575/3000] Train loss: 0.00009, Valid loss: 0.00399, Elapsed_time: 722.46124 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4923 | 4923 | 0.9997 True 3937 | 3937 | 0.9998 True -------------------------------------------------------------------------------- [2580/3000] Train loss: 0.00009, Valid loss: 0.00414, Elapsed_time: 723.73903 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4459 | 4459 | 0.7212 True 2768 | 2768 | 0.9983 True -------------------------------------------------------------------------------- [2585/3000] Train loss: 0.00009, Valid loss: 0.00376, Elapsed_time: 725.00424 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9885 | 9885 | 0.9994 True 5165 | 5165 | 0.9999 True -------------------------------------------------------------------------------- [2590/3000] Train loss: 0.00009, Valid loss: 0.00375, Elapsed_time: 726.24444 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9511 | 9511 | 0.5148 True 3409 | 3409 | 0.9996 True -------------------------------------------------------------------------------- [2595/3000] Train loss: 0.22519, Valid loss: 0.00472, Elapsed_time: 727.80623 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6217 | 6217 | 0.9994 True 2017 | 2017 | 0.9978 True -------------------------------------------------------------------------------- [2600/3000] Train loss: 0.00020, Valid loss: 0.00354, Elapsed_time: 729.11850 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8841 | 8841 | 0.8996 True 4783 | 4783 | 0.9999 True -------------------------------------------------------------------------------- [2605/3000] Train loss: 0.00012, Valid loss: 0.00383, Elapsed_time: 730.38287 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0627 | 0627 | 0.9998 True 0567 | 0567 | 0.9997 True -------------------------------------------------------------------------------- [2610/3000] Train loss: 0.00010, Valid loss: 0.00386, Elapsed_time: 731.65552 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8096 | 8096 | 0.9997 True 0034 | 0034 | 0.9184 True -------------------------------------------------------------------------------- [2615/3000] Train loss: 0.00011, Valid loss: 0.00888, Elapsed_time: 732.90943 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1796 | 1796 | 0.9997 True 3389 | 3389 | 0.8048 True -------------------------------------------------------------------------------- [2620/3000] Train loss: 0.00012, Valid loss: 0.00353, Elapsed_time: 734.16206 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0034 | 0034 | 0.9016 True 1618 | 1618 | 0.9994 True -------------------------------------------------------------------------------- [2625/3000] Train loss: 0.00010, Valid loss: 0.00372, Elapsed_time: 735.71414 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8286 | 8286 | 0.9994 True 4923 | 4923 | 0.9996 True -------------------------------------------------------------------------------- [2630/3000] Train loss: 0.00010, Valid loss: 0.00410, Elapsed_time: 736.97006 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7453 | 7453 | 0.9993 True 8243 | 8243 | 0.9998 True -------------------------------------------------------------------------------- [2635/3000] Train loss: 0.00010, Valid loss: 0.00346, Elapsed_time: 738.23770 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3723 | 3723 | 0.9994 True 5538 | 5538 | 0.7028 True -------------------------------------------------------------------------------- [2640/3000] Train loss: 0.00010, Valid loss: 0.00368, Elapsed_time: 739.52984 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1383 | 1383 | 0.9997 True 3067 | 3067 | 0.9998 True -------------------------------------------------------------------------------- [2645/3000] Train loss: 0.00009, Valid loss: 0.00374, Elapsed_time: 740.76237 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5888 | 5888 | 0.5881 True 9589 | 9589 | 0.9990 True -------------------------------------------------------------------------------- [2650/3000] Train loss: 0.00009, Valid loss: 0.00363, Elapsed_time: 742.01144 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3574 | 3574 | 0.9997 True 3560 | 3560 | 0.9997 True -------------------------------------------------------------------------------- [2655/3000] Train loss: 0.00011, Valid loss: 0.00408, Elapsed_time: 743.26744 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1899 | 1899 | 0.6734 True 4317 | 4317 | 0.9997 True -------------------------------------------------------------------------------- [2660/3000] Train loss: 0.00009, Valid loss: 0.00434, Elapsed_time: 744.86691 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7803 | 7803 | 0.9997 True 9442 | 9442 | 0.9998 True -------------------------------------------------------------------------------- [2665/3000] Train loss: 0.00009, Valid loss: 0.00570, Elapsed_time: 746.16792 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6617 | 6617 | 0.6720 True 1796 | 1796 | 0.9997 True -------------------------------------------------------------------------------- [2670/3000] Train loss: 0.00009, Valid loss: 0.00453, Elapsed_time: 747.44036 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2239 | 2239 | 0.8715 True 4731 | 4731 | 0.9999 True -------------------------------------------------------------------------------- [2675/3000] Train loss: 0.00009, Valid loss: 0.00607, Elapsed_time: 749.30407 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8770 | 8770 | 0.6409 True 6367 | 6367 | 0.9997 True -------------------------------------------------------------------------------- [2680/3000] Train loss: 0.00009, Valid loss: 0.00445, Elapsed_time: 750.56545 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7016 | 7016 | 0.9996 True 8773 | 8773 | 0.9926 True -------------------------------------------------------------------------------- [2685/3000] Train loss: 0.00009, Valid loss: 0.00418, Elapsed_time: 751.82424 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0631 | 0631 | 0.9999 True 7108 | 7108 | 0.9997 True -------------------------------------------------------------------------------- [2690/3000] Train loss: 0.00008, Valid loss: 0.00418, Elapsed_time: 753.36402 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8262 | 8262 | 0.9998 True 0056 | 0056 | 0.5287 True -------------------------------------------------------------------------------- [2695/3000] Train loss: 0.00008, Valid loss: 0.00423, Elapsed_time: 754.66895 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3476 | 3476 | 0.9998 True 1289 | 1289 | 0.9995 True -------------------------------------------------------------------------------- [2700/3000] Train loss: 0.00008, Valid loss: 0.00409, Elapsed_time: 755.96391 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0469 | 0469 | 0.9998 True 6617 | 6617 | 0.6651 True -------------------------------------------------------------------------------- [2705/3000] Train loss: 0.00009, Valid loss: 0.00417, Elapsed_time: 757.23265 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3937 | 3937 | 0.9998 True 5735 | 5735 | 0.9993 True -------------------------------------------------------------------------------- [2710/3000] Train loss: 0.00008, Valid loss: 0.00448, Elapsed_time: 758.50812 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5415 | 5415 | 0.9997 True 6852 | 6852 | 0.9994 True -------------------------------------------------------------------------------- [2715/3000] Train loss: 0.00008, Valid loss: 0.00448, Elapsed_time: 759.81664 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1960 | 1960 | 0.9998 True 0663 | 0663 | 0.9966 True -------------------------------------------------------------------------------- [2720/3000] Train loss: 0.00009, Valid loss: 0.00448, Elapsed_time: 761.42925 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1372 | 1372 | 0.9993 True 9442 | 9442 | 0.9998 True -------------------------------------------------------------------------------- [2725/3000] Train loss: 0.00008, Valid loss: 0.00432, Elapsed_time: 762.76656 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4620 | 4620 | 0.9998 True 1572 | 1572 | 0.9995 True -------------------------------------------------------------------------------- [2730/3000] Train loss: 0.00009, Valid loss: 0.00430, Elapsed_time: 764.06549 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4923 | 4923 | 0.9997 True 2894 | 2894 | 0.9998 True -------------------------------------------------------------------------------- [2735/3000] Train loss: 0.00008, Valid loss: 0.00431, Elapsed_time: 765.36710 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6964 | 6964 | 0.9995 True 9335 | 9335 | 0.9994 True -------------------------------------------------------------------------------- [2740/3000] Train loss: 0.00007, Valid loss: 0.00408, Elapsed_time: 766.66908 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1873 | 1873 | 0.9999 True 1914 | 1914 | 0.9997 True -------------------------------------------------------------------------------- [2745/3000] Train loss: 0.00007, Valid loss: 0.00382, Elapsed_time: 767.89923 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9511 | 9511 | 0.8294 True 2737 | 2737 | 0.9986 True -------------------------------------------------------------------------------- [2750/3000] Train loss: 0.00007, Valid loss: 0.00381, Elapsed_time: 769.12727 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1618 | 1618 | 0.9996 True 9700 | 9700 | 0.8609 True -------------------------------------------------------------------------------- [2755/3000] Train loss: 0.00007, Valid loss: 0.00400, Elapsed_time: 770.71447 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9700 | 9700 | 0.8686 True 2375 | 2375 | 0.9997 True -------------------------------------------------------------------------------- [2760/3000] Train loss: 0.00009, Valid loss: 0.00444, Elapsed_time: 772.00175 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7110 | 7110 | 0.9936 True 7742 | 7742 | 0.7615 True -------------------------------------------------------------------------------- [2765/3000] Train loss: 0.00008, Valid loss: 0.00401, Elapsed_time: 773.29708 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3476 | 3476 | 0.9998 True 7209 | 7209 | 0.9986 True -------------------------------------------------------------------------------- [2770/3000] Train loss: 0.00007, Valid loss: 0.00340, Elapsed_time: 774.59209 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1140 | 1140 | 0.9536 True 6919 | 6919 | 0.9993 True -------------------------------------------------------------------------------- [2775/3000] Train loss: 0.00008, Valid loss: 0.00306, Elapsed_time: 775.86571 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4569 | 4569 | 0.9999 True 2768 | 2768 | 0.9983 True -------------------------------------------------------------------------------- [2780/3000] Train loss: 0.00008, Valid loss: 0.00481, Elapsed_time: 777.09689 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8744 | 8744 | 0.9567 True 4962 | 4962 | 0.9998 True -------------------------------------------------------------------------------- [2785/3000] Train loss: 0.00009, Valid loss: 0.00465, Elapsed_time: 778.63884 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3032 | 3032 | 0.9996 True 0702 | 0702 | 0.9995 True -------------------------------------------------------------------------------- [2790/3000] Train loss: 0.00007, Valid loss: 0.00465, Elapsed_time: 779.99796 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8770 | 8770 | 0.6945 True 0816 | 0816 | 0.9996 True -------------------------------------------------------------------------------- [2795/3000] Train loss: 0.00008, Valid loss: 0.00267, Elapsed_time: 781.82249 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7108 | 7108 | 0.9997 True 3476 | 3476 | 0.9998 True -------------------------------------------------------------------------------- [2800/3000] Train loss: 0.00008, Valid loss: 0.00431, Elapsed_time: 783.12116 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7014 | 7014 | 0.9995 True 2433 | 2433 | 0.9176 True -------------------------------------------------------------------------------- [2805/3000] Train loss: 0.00008, Valid loss: 0.00430, Elapsed_time: 784.41194 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6617 | 6617 | 0.8107 True 4236 | 4236 | 0.9998 True -------------------------------------------------------------------------------- [2810/3000] Train loss: 0.00007, Valid loss: 0.00378, Elapsed_time: 785.68750 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7953 | 7953 | 0.9996 True 6787 | 6787 | 0.9913 True -------------------------------------------------------------------------------- [2815/3000] Train loss: 0.00010, Valid loss: 0.00364, Elapsed_time: 786.99017 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2843 | 2843 | 0.9995 True 6350 | 6350 | 0.9998 True -------------------------------------------------------------------------------- [2820/3000] Train loss: 0.00014, Valid loss: 0.00369, Elapsed_time: 788.57347 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4287 | 4287 | 0.9998 True 9335 | 9335 | 0.9996 True -------------------------------------------------------------------------------- [2825/3000] Train loss: 0.00007, Valid loss: 0.00382, Elapsed_time: 789.87741 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1372 | 1372 | 0.9995 True 7108 | 7108 | 0.9997 True -------------------------------------------------------------------------------- [2830/3000] Train loss: 0.00007, Valid loss: 0.00366, Elapsed_time: 791.16237 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1289 | 1289 | 0.9997 True 1873 | 1873 | 0.9999 True -------------------------------------------------------------------------------- [2835/3000] Train loss: 0.00007, Valid loss: 0.00388, Elapsed_time: 792.47934 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3476 | 3476 | 0.9998 True 2768 | 2768 | 0.9964 True -------------------------------------------------------------------------------- [2840/3000] Train loss: 0.00006, Valid loss: 0.00385, Elapsed_time: 793.75696 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6313 | 6313 | 0.9996 True 8027 | 8027 | 0.9996 True -------------------------------------------------------------------------------- [2845/3000] Train loss: 0.00008, Valid loss: 0.00896, Elapsed_time: 795.03143 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8461 | 8461 | 0.9996 True 7803 | 7803 | 0.9997 True -------------------------------------------------------------------------------- [2850/3000] Train loss: 0.00007, Valid loss: 0.00391, Elapsed_time: 796.61037 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4405 | 4405 | 0.8675 True 8834 | 8834 | 0.5526 True -------------------------------------------------------------------------------- [2855/3000] Train loss: 0.00008, Valid loss: 0.00370, Elapsed_time: 797.94107 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2665 | 2665 | 0.9999 True 9220 | 9220 | 0.9997 True -------------------------------------------------------------------------------- [2860/3000] Train loss: 0.00007, Valid loss: 0.00382, Elapsed_time: 799.24628 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9885 | 9885 | 0.9995 True 0907 | 0907 | 0.9991 True -------------------------------------------------------------------------------- [2865/3000] Train loss: 0.00007, Valid loss: 0.00409, Elapsed_time: 800.51741 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2831 | 2831 | 0.9999 True 7209 | 7209 | 0.9995 True -------------------------------------------------------------------------------- [2870/3000] Train loss: 0.00006, Valid loss: 0.00370, Elapsed_time: 801.79863 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 4301 | 0.9999 True 0713 | 0713 | 0.9998 True -------------------------------------------------------------------------------- [2875/3000] Train loss: 0.00007, Valid loss: 0.00391, Elapsed_time: 803.02968 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4620 | 4620 | 0.9998 True 2375 | 2375 | 0.9997 True -------------------------------------------------------------------------------- [2880/3000] Train loss: 0.00006, Valid loss: 0.00368, Elapsed_time: 804.56529 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4405 | 4405 | 0.8835 True 7209 | 7209 | 0.9995 True -------------------------------------------------------------------------------- [2885/3000] Train loss: 0.00006, Valid loss: 0.00491, Elapsed_time: 805.84552 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7253 | 7253 | 0.9988 True 7764 | 7764 | 0.6482 True -------------------------------------------------------------------------------- [2890/3000] Train loss: 0.00007, Valid loss: 0.00365, Elapsed_time: 807.12537 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1914 | 1914 | 0.9997 True 9541 | 9541 | 0.9991 True -------------------------------------------------------------------------------- [2895/3000] Train loss: 0.00006, Valid loss: 0.00370, Elapsed_time: 808.40532 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4236 | 4236 | 0.9998 True 4405 | 4405 | 0.8713 True -------------------------------------------------------------------------------- [2900/3000] Train loss: 0.00007, Valid loss: 0.00387, Elapsed_time: 809.68996 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0056 | 0056 | 0.6096 True 4301 | 4301 | 0.9999 True -------------------------------------------------------------------------------- [2905/3000] Train loss: 0.00006, Valid loss: 0.00350, Elapsed_time: 810.93402 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8841 | 8841 | 0.6149 True 6728 | 6728 | 0.9995 True -------------------------------------------------------------------------------- [2910/3000] Train loss: 0.00006, Valid loss: 0.00343, Elapsed_time: 812.23056 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2598 | 2598 | 0.9996 True 7810 | 7810 | 0.9999 True -------------------------------------------------------------------------------- [2915/3000] Train loss: 0.00007, Valid loss: 0.00340, Elapsed_time: 814.40725 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0593 | 0593 | 0.9999 True 6919 | 6919 | 0.9994 True -------------------------------------------------------------------------------- [2920/3000] Train loss: 0.00006, Valid loss: 0.00297, Elapsed_time: 815.81110 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6313 | 6313 | 0.9997 True 8841 | 8841 | 0.6542 True -------------------------------------------------------------------------------- [2925/3000] Train loss: 0.00006, Valid loss: 0.00372, Elapsed_time: 817.16855 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1960 | 1960 | 0.9999 True 1372 | 1372 | 0.9995 True -------------------------------------------------------------------------------- [2930/3000] Train loss: 0.00156, Valid loss: 0.02131, Elapsed_time: 818.48368 Current_accuracy : 98.000, Current_norm_ED : 0.9955 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0702 | 0702 | 0.9991 True 0816 | 0816 | 0.9996 True -------------------------------------------------------------------------------- [2935/3000] Train loss: 0.00007, Valid loss: 0.02561, Elapsed_time: 819.77577 Current_accuracy : 98.000, Current_norm_ED : 0.9955 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0469 | 0469 | 0.9998 True 8286 | 8286 | 0.9996 True -------------------------------------------------------------------------------- [2940/3000] Train loss: 0.00007, Valid loss: 0.00887, Elapsed_time: 821.05624 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3937 | 3937 | 0.9999 True 2239 | 2239 | 0.8985 True -------------------------------------------------------------------------------- [2945/3000] Train loss: 0.00007, Valid loss: 0.00830, Elapsed_time: 822.62734 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3450 | 3450 | 0.9999 True 3438 | 3438 | 0.9999 True -------------------------------------------------------------------------------- [2950/3000] Train loss: 0.00101, Valid loss: 0.00499, Elapsed_time: 823.95846 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1899 | 1899 | 0.8131 True 2017 | 2017 | 0.9986 True -------------------------------------------------------------------------------- [2955/3000] Train loss: 0.00027, Valid loss: 0.00601, Elapsed_time: 825.25035 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6350 | 6350 | 0.9994 True 3032 | 3032 | 0.9990 True -------------------------------------------------------------------------------- [2960/3000] Train loss: 0.00013, Valid loss: 0.00638, Elapsed_time: 826.55117 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1899 | 1899 | 0.8391 True 8744 | 8744 | 0.8368 True -------------------------------------------------------------------------------- [2965/3000] Train loss: 0.00008, Valid loss: 0.00666, Elapsed_time: 827.85896 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6858 | 6858 | 0.9996 True 1982 | 1982 | 0.9999 True -------------------------------------------------------------------------------- [2970/3000] Train loss: 0.00008, Valid loss: 0.00681, Elapsed_time: 829.12260 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8488 | 8488 | 0.7482 True 5812 | 5812 | 0.9992 True -------------------------------------------------------------------------------- [2975/3000] Train loss: 0.00026, Valid loss: 0.00576, Elapsed_time: 830.42148 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8262 | 8262 | 0.9998 True 7953 | 7953 | 0.9995 True -------------------------------------------------------------------------------- [2980/3000] Train loss: 0.00007, Valid loss: 0.00596, Elapsed_time: 831.99352 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3438 | 3438 | 0.9999 True 5468 | 5468 | 0.9997 True -------------------------------------------------------------------------------- [2985/3000] Train loss: 0.00008, Valid loss: 0.00631, Elapsed_time: 833.26254 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3032 | 3032 | 0.9992 True 2768 | 2768 | 0.9985 True -------------------------------------------------------------------------------- [2990/3000] Train loss: 0.00007, Valid loss: 0.00986, Elapsed_time: 834.52164 Current_accuracy : 98.500, Current_norm_ED : 0.9968 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4923 | 4923 | 0.9998 True 5236 | 5236 | 0.9998 True -------------------------------------------------------------------------------- [2995/3000] Train loss: 0.00007, Valid loss: 0.00612, Elapsed_time: 835.84211 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1618 | 1618 | 0.9998 True 8773 | 8773 | 0.9956 True -------------------------------------------------------------------------------- [3000/3000] Train loss: 0.00007, Valid loss: 0.00587, Elapsed_time: 837.12841 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3590 | 3590 | 0.9994 True 9438 | 9438 | 0.9999 True -------------------------------------------------------------------------------- [5/3000] Train loss: 8.16274, Valid loss: 3.00617, Elapsed_time: 2.94344 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7010 | | 0.0021 False 7016 | | 0.0033 False -------------------------------------------------------------------------------- [10/3000] Train loss: 3.13885, Valid loss: 2.73697, Elapsed_time: 5.14005 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9033 | | 0.0078 False 5890 | | 0.0034 False -------------------------------------------------------------------------------- [15/3000] Train loss: 2.93109, Valid loss: 2.98886, Elapsed_time: 6.92391 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8872 | | 0.0901 False 2742 | | 0.0900 False -------------------------------------------------------------------------------- [20/3000] Train loss: 3.11402, Valid loss: 2.72939, Elapsed_time: 8.12360 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9046 | | 0.0040 False 2003 | | 0.0024 False -------------------------------------------------------------------------------- [25/3000] Train loss: 3.17850, Valid loss: 2.72047, Elapsed_time: 9.28090 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1730 | | 0.0534 False 5627 | | 0.0356 False -------------------------------------------------------------------------------- [30/3000] Train loss: 3.19017, Valid loss: 2.77863, Elapsed_time: 10.44827 Current_accuracy : 0.000, Current_norm_ED : 0.0213 Best_accuracy : 0.000, Best_norm_ED : 0.0213 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2164 | | 0.0234 False 1383 | | 0.0291 False -------------------------------------------------------------------------------- [5/3000] Train loss: 3.10600, Valid loss: 3.38381, Elapsed_time: 2.94770 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0543 | | 0.2966 False 3361 | | 0.2997 False -------------------------------------------------------------------------------- [10/3000] Train loss: 3.00992, Valid loss: 2.77553, Elapsed_time: 5.21101 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0298 | | 0.0004 False 4685 | | 0.0005 False -------------------------------------------------------------------------------- [15/3000] Train loss: 2.78705, Valid loss: 2.89371, Elapsed_time: 6.43321 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7953 | | 0.0530 False 9438 | | 0.0584 False -------------------------------------------------------------------------------- [20/3000] Train loss: 2.82315, Valid loss: 2.92655, Elapsed_time: 7.61246 Current_accuracy : 0.000, Current_norm_ED : 0.0050 Best_accuracy : 0.000, Best_norm_ED : 0.0050 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4923 | | 0.0001 False 1982 | | 0.0001 False -------------------------------------------------------------------------------- [25/3000] Train loss: 2.80637, Valid loss: 2.75359, Elapsed_time: 9.09617 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0050 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0617 | | 0.0162 False 1736 | | 0.0178 False -------------------------------------------------------------------------------- [30/3000] Train loss: 2.74722, Valid loss: 2.95172, Elapsed_time: 10.27181 Current_accuracy : 0.000, Current_norm_ED : 0.0375 Best_accuracy : 0.000, Best_norm_ED : 0.0375 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1156 | 2 | 0.0000 False 1730 | 2 | 0.0001 False -------------------------------------------------------------------------------- [35/3000] Train loss: 2.69284, Valid loss: 2.70103, Elapsed_time: 12.52524 Current_accuracy : 0.000, Current_norm_ED : 0.0138 Best_accuracy : 0.000, Best_norm_ED : 0.0375 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1960 | | 0.0010 False 9046 | | 0.0013 False -------------------------------------------------------------------------------- [40/3000] Train loss: 3.19005, Valid loss: 3.17596, Elapsed_time: 13.74141 Current_accuracy : 0.000, Current_norm_ED : 0.0000 Best_accuracy : 0.000, Best_norm_ED : 0.0375 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2831 | | 0.1629 False 5239 | | 0.2044 False -------------------------------------------------------------------------------- [45/3000] Train loss: 3.13194, Valid loss: 2.77322, Elapsed_time: 14.92821 Current_accuracy : 0.000, Current_norm_ED : 0.1087 Best_accuracy : 0.000, Best_norm_ED : 0.1087 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8243 | 8 | 0.0006 False 1346 | 7 | 0.0004 False -------------------------------------------------------------------------------- [50/3000] Train loss: 2.74869, Valid loss: 2.74715, Elapsed_time: 16.41219 Current_accuracy : 0.000, Current_norm_ED : 0.0663 Best_accuracy : 0.000, Best_norm_ED : 0.1087 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4962 | 0 | 0.0048 False 4685 | 6 | 0.0043 False -------------------------------------------------------------------------------- [55/3000] Train loss: 2.67609, Valid loss: 2.81693, Elapsed_time: 17.68514 Current_accuracy : 0.000, Current_norm_ED : 0.1212 Best_accuracy : 0.000, Best_norm_ED : 0.1212 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1156 | 24 | 0.0004 False 0056 | 64 | 0.0004 False -------------------------------------------------------------------------------- [60/3000] Train loss: 2.73029, Valid loss: 2.67186, Elapsed_time: 19.34238 Current_accuracy : 0.000, Current_norm_ED : 0.1037 Best_accuracy : 0.000, Best_norm_ED : 0.1212 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6367 | 41 | 0.0013 False 9046 | 8 | 0.0209 False -------------------------------------------------------------------------------- [65/3000] Train loss: 2.71901, Valid loss: 2.68464, Elapsed_time: 20.88366 Current_accuracy : 0.000, Current_norm_ED : 0.1475 Best_accuracy : 0.000, Best_norm_ED : 0.1475 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2164 | 709 | 0.0003 False 8744 | 79 | 0.0001 False -------------------------------------------------------------------------------- [70/3000] Train loss: 2.61008, Valid loss: 2.71332, Elapsed_time: 22.45476 Current_accuracy : 0.000, Current_norm_ED : 0.1388 Best_accuracy : 0.000, Best_norm_ED : 0.1475 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7016 | 58 | 0.0004 False 2894 | 873 | 0.0003 False -------------------------------------------------------------------------------- [75/3000] Train loss: 2.83089, Valid loss: 2.87846, Elapsed_time: 23.67235 Current_accuracy : 0.000, Current_norm_ED : 0.1625 Best_accuracy : 0.000, Best_norm_ED : 0.1625 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1737 | 1061 | 0.0000 False 6574 | 091 | 0.0001 False -------------------------------------------------------------------------------- [80/3000] Train loss: 2.58556, Valid loss: 2.69985, Elapsed_time: 25.23796 Current_accuracy : 0.000, Current_norm_ED : 0.1263 Best_accuracy : 0.000, Best_norm_ED : 0.1625 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8841 | 83 | 0.0008 False 9030 | 8 | 0.0073 False -------------------------------------------------------------------------------- [85/3000] Train loss: 2.48959, Valid loss: 2.78286, Elapsed_time: 27.08237 Current_accuracy : 0.000, Current_norm_ED : 0.1487 Best_accuracy : 0.000, Best_norm_ED : 0.1625 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3590 | 748 | 0.0006 False 1140 | 78 | 0.0014 False -------------------------------------------------------------------------------- [90/3000] Train loss: 2.52329, Valid loss: 2.51353, Elapsed_time: 28.32641 Current_accuracy : 0.000, Current_norm_ED : 0.1787 Best_accuracy : 0.000, Best_norm_ED : 0.1787 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9511 | 64 | 0.0003 False 6350 | 634 | 0.0004 False -------------------------------------------------------------------------------- [95/3000] Train loss: 2.51759, Valid loss: 2.46218, Elapsed_time: 29.87513 Current_accuracy : 0.000, Current_norm_ED : 0.1975 Best_accuracy : 0.000, Best_norm_ED : 0.1975 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0631 | 6831 | 0.0013 False 1914 | 8631 | 0.0007 False -------------------------------------------------------------------------------- [100/3000] Train loss: 2.53015, Valid loss: 2.47117, Elapsed_time: 31.78968 Current_accuracy : 0.000, Current_norm_ED : 0.2000 Best_accuracy : 0.000, Best_norm_ED : 0.2000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2843 | 8940 | 0.0004 False 6574 | 741 | 0.0007 False -------------------------------------------------------------------------------- [105/3000] Train loss: 2.38786, Valid loss: 2.59668, Elapsed_time: 33.83866 Current_accuracy : 0.000, Current_norm_ED : 0.1812 Best_accuracy : 0.000, Best_norm_ED : 0.2000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8794 | 7871 | 0.0004 False 3848 | 89 | 0.0011 False -------------------------------------------------------------------------------- [110/3000] Train loss: 2.40930, Valid loss: 2.41176, Elapsed_time: 35.11315 Current_accuracy : 0.000, Current_norm_ED : 0.1888 Best_accuracy : 0.000, Best_norm_ED : 0.2000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9442 | 354 | 0.0008 False 9700 | 354 | 0.0003 False -------------------------------------------------------------------------------- [115/3000] Train loss: 2.36126, Valid loss: 2.50356, Elapsed_time: 36.39669 Current_accuracy : 0.000, Current_norm_ED : 0.1725 Best_accuracy : 0.000, Best_norm_ED : 0.2000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8575 | 161 | 0.0014 False 9511 | 641 | 0.0023 False -------------------------------------------------------------------------------- [120/3000] Train loss: 2.37393, Valid loss: 2.49679, Elapsed_time: 37.72714 Current_accuracy : 0.000, Current_norm_ED : 0.1963 Best_accuracy : 0.000, Best_norm_ED : 0.2000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0543 | 764 | 0.0014 False 8834 | 61 | 0.0029 False -------------------------------------------------------------------------------- [125/3000] Train loss: 2.28045, Valid loss: 2.34522, Elapsed_time: 38.97878 Current_accuracy : 0.500, Current_norm_ED : 0.2300 Best_accuracy : 0.500, Best_norm_ED : 0.2300 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0631 | 581 | 0.0026 False 0273 | 52 | 0.0007 False -------------------------------------------------------------------------------- [130/3000] Train loss: 2.30450, Valid loss: 2.30131, Elapsed_time: 41.19461 Current_accuracy : 0.000, Current_norm_ED : 0.2412 Best_accuracy : 0.500, Best_norm_ED : 0.2412 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7066 | 196 | 0.0103 False 1730 | 765 | 0.0020 False -------------------------------------------------------------------------------- [135/3000] Train loss: 2.18134, Valid loss: 2.25370, Elapsed_time: 42.81148 Current_accuracy : 0.000, Current_norm_ED : 0.2387 Best_accuracy : 0.500, Best_norm_ED : 0.2412 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3438 | 566 | 0.0051 False 5888 | 686 | 0.0066 False -------------------------------------------------------------------------------- [140/3000] Train loss: 2.14995, Valid loss: 2.15350, Elapsed_time: 44.12475 Current_accuracy : 0.000, Current_norm_ED : 0.2537 Best_accuracy : 0.500, Best_norm_ED : 0.2537 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0663 | 6771 | 0.0020 False 7188 | 798 | 0.0079 False -------------------------------------------------------------------------------- [145/3000] Train loss: 2.01315, Valid loss: 2.82307, Elapsed_time: 45.74543 Current_accuracy : 0.000, Current_norm_ED : 0.1800 Best_accuracy : 0.500, Best_norm_ED : 0.2537 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4783 | 0660 | 0.0050 False 0816 | 535 | 0.0028 False -------------------------------------------------------------------------------- [150/3000] Train loss: 2.02318, Valid loss: 2.36189, Elapsed_time: 47.03718 Current_accuracy : 0.000, Current_norm_ED : 0.2575 Best_accuracy : 0.500, Best_norm_ED : 0.2575 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8770 | 9178 | 0.0079 False 7453 | 719 | 0.0089 False -------------------------------------------------------------------------------- [155/3000] Train loss: 1.98066, Valid loss: 1.97155, Elapsed_time: 48.61364 Current_accuracy : 0.500, Current_norm_ED : 0.3113 Best_accuracy : 0.500, Best_norm_ED : 0.3113 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3937 | 462 | 0.0067 False 6910 | 5075 | 0.0014 False -------------------------------------------------------------------------------- [160/3000] Train loss: 1.81167, Valid loss: 1.97292, Elapsed_time: 50.48235 Current_accuracy : 0.000, Current_norm_ED : 0.2875 Best_accuracy : 0.500, Best_norm_ED : 0.3113 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1737 | 17 | 0.0135 False 0617 | 461 | 0.0083 False -------------------------------------------------------------------------------- [165/3000] Train loss: 1.88236, Valid loss: 2.03627, Elapsed_time: 51.82723 Current_accuracy : 0.500, Current_norm_ED : 0.3225 Best_accuracy : 0.500, Best_norm_ED : 0.3225 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2433 | 2474 | 0.0089 False 6852 | 3061 | 0.0015 False -------------------------------------------------------------------------------- [170/3000] Train loss: 1.84557, Valid loss: 1.76899, Elapsed_time: 53.43701 Current_accuracy : 0.500, Current_norm_ED : 0.3500 Best_accuracy : 0.500, Best_norm_ED : 0.3500 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0273 | 411 | 0.0090 False 4301 | 4541 | 0.0048 False -------------------------------------------------------------------------------- [175/3000] Train loss: 1.67550, Valid loss: 1.91066, Elapsed_time: 55.11519 Current_accuracy : 1.000, Current_norm_ED : 0.3375 Best_accuracy : 1.000, Best_norm_ED : 0.3500 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7066 | 786 | 0.0278 False 7028 | 7816 | 0.0128 False -------------------------------------------------------------------------------- [180/3000] Train loss: 1.84036, Valid loss: 2.08617, Elapsed_time: 56.69214 Current_accuracy : 1.000, Current_norm_ED : 0.2863 Best_accuracy : 1.000, Best_norm_ED : 0.3500 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4731 | 421 | 0.0299 False 0567 | 4587 | 0.0071 False -------------------------------------------------------------------------------- [185/3000] Train loss: 1.83696, Valid loss: 2.01772, Elapsed_time: 58.00883 Current_accuracy : 0.500, Current_norm_ED : 0.3038 Best_accuracy : 1.000, Best_norm_ED : 0.3500 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 6381 | 0.0207 False 9700 | 574 | 0.0093 False -------------------------------------------------------------------------------- [190/3000] Train loss: 1.86523, Valid loss: 1.97832, Elapsed_time: 59.92987 Current_accuracy : 0.500, Current_norm_ED : 0.3162 Best_accuracy : 1.000, Best_norm_ED : 0.3500 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4066 | 4668 | 0.0034 False 5427 | 643 | 0.0063 False -------------------------------------------------------------------------------- [195/3000] Train loss: 1.69716, Valid loss: 1.62017, Elapsed_time: 61.51323 Current_accuracy : 0.500, Current_norm_ED : 0.3700 Best_accuracy : 1.000, Best_norm_ED : 0.3700 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4962 | 587 | 0.0169 False 7253 | 383 | 0.0088 False -------------------------------------------------------------------------------- [200/3000] Train loss: 1.57724, Valid loss: 1.63716, Elapsed_time: 63.10010 Current_accuracy : 0.000, Current_norm_ED : 0.3738 Best_accuracy : 1.000, Best_norm_ED : 0.3738 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1982 | 1887 | 0.0345 False 2003 | 203 | 0.0348 False -------------------------------------------------------------------------------- [205/3000] Train loss: 1.50866, Valid loss: 1.81953, Elapsed_time: 64.65093 Current_accuracy : 1.000, Current_norm_ED : 0.3613 Best_accuracy : 1.000, Best_norm_ED : 0.3738 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2365 | 3516 | 0.0191 False 1873 | 1832 | 0.0160 False -------------------------------------------------------------------------------- [210/3000] Train loss: 1.50849, Valid loss: 1.76979, Elapsed_time: 65.95988 Current_accuracy : 0.500, Current_norm_ED : 0.3900 Best_accuracy : 1.000, Best_norm_ED : 0.3900 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4685 | 7053 | 0.0138 False 9414 | 944 | 0.1132 False -------------------------------------------------------------------------------- [215/3000] Train loss: 1.44147, Valid loss: 1.35213, Elapsed_time: 67.48216 Current_accuracy : 5.000, Current_norm_ED : 0.4612 Best_accuracy : 5.000, Best_norm_ED : 0.4612 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0702 | 0753 | 0.0293 False 1736 | 7278 | 0.0366 False -------------------------------------------------------------------------------- [220/3000] Train loss: 1.29383, Valid loss: 1.34728, Elapsed_time: 69.29422 Current_accuracy : 4.500, Current_norm_ED : 0.4950 Best_accuracy : 5.000, Best_norm_ED : 0.4950 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2768 | 25 | 0.0216 False 0273 | 022 | 0.0286 False -------------------------------------------------------------------------------- [225/3000] Train loss: 1.24143, Valid loss: 1.52567, Elapsed_time: 71.19384 Current_accuracy : 1.000, Current_norm_ED : 0.4437 Best_accuracy : 5.000, Best_norm_ED : 0.4950 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4236 | 4278 | 0.0110 False 3560 | 455 | 0.0254 False -------------------------------------------------------------------------------- [230/3000] Train loss: 1.15898, Valid loss: 2.01742, Elapsed_time: 72.46883 Current_accuracy : 2.000, Current_norm_ED : 0.3650 Best_accuracy : 5.000, Best_norm_ED : 0.4950 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0627 | 507 | 0.0534 False 9442 | 5317 | 0.0408 False -------------------------------------------------------------------------------- [235/3000] Train loss: 1.28490, Valid loss: 1.84107, Elapsed_time: 73.74456 Current_accuracy : 3.500, Current_norm_ED : 0.4460 Best_accuracy : 5.000, Best_norm_ED : 0.4950 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2017 | 383 | 0.0497 False 6858 | 885 | 0.0107 False -------------------------------------------------------------------------------- [240/3000] Train loss: 1.40278, Valid loss: 1.17553, Elapsed_time: 75.01836 Current_accuracy : 9.500, Current_norm_ED : 0.5713 Best_accuracy : 9.500, Best_norm_ED : 0.5713 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3438 | 3479 | 0.0418 False 8770 | 6170 | 0.0465 False -------------------------------------------------------------------------------- [245/3000] Train loss: 1.07712, Valid loss: 1.03940, Elapsed_time: 76.84339 Current_accuracy : 8.500, Current_norm_ED : 0.6120 Best_accuracy : 9.500, Best_norm_ED : 0.6120 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5944 | 544 | 0.0172 False 4620 | 4635 | 0.0650 False -------------------------------------------------------------------------------- [250/3000] Train loss: 1.12786, Valid loss: 1.02834, Elapsed_time: 78.36180 Current_accuracy : 5.500, Current_norm_ED : 0.5563 Best_accuracy : 9.500, Best_norm_ED : 0.6120 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6348 | 6248 | 0.1168 False 3723 | 472 | 0.0346 False -------------------------------------------------------------------------------- [255/3000] Train loss: 0.94005, Valid loss: 1.05191, Elapsed_time: 79.58253 Current_accuracy : 12.500, Current_norm_ED : 0.6150 Best_accuracy : 12.500, Best_norm_ED : 0.6150 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0713 | 0713 | 0.0875 True 8488 | 6468 | 0.0400 False -------------------------------------------------------------------------------- [260/3000] Train loss: 0.92024, Valid loss: 0.84644, Elapsed_time: 81.76303 Current_accuracy : 16.500, Current_norm_ED : 0.6975 Best_accuracy : 16.500, Best_norm_ED : 0.6975 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8262 | 8282 | 0.0707 False 2843 | 2843 | 0.2072 True -------------------------------------------------------------------------------- [265/3000] Train loss: 0.84588, Valid loss: 1.08010, Elapsed_time: 83.62069 Current_accuracy : 7.500, Current_norm_ED : 0.5763 Best_accuracy : 16.500, Best_norm_ED : 0.6975 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1383 | 7292 | 0.0525 False 3438 | 3439 | 0.0840 False -------------------------------------------------------------------------------- [270/3000] Train loss: 0.86617, Valid loss: 1.23787, Elapsed_time: 84.88463 Current_accuracy : 11.000, Current_norm_ED : 0.5950 Best_accuracy : 16.500, Best_norm_ED : 0.6975 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5236 | 5326 | 0.1392 False 0816 | 5616 | 0.1276 False -------------------------------------------------------------------------------- [275/3000] Train loss: 0.82259, Valid loss: 1.01643, Elapsed_time: 86.11549 Current_accuracy : 16.500, Current_norm_ED : 0.6525 Best_accuracy : 16.500, Best_norm_ED : 0.6975 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0228 | 5239 | 0.0759 False 3438 | 3439 | 0.1136 False -------------------------------------------------------------------------------- [280/3000] Train loss: 0.78922, Valid loss: 0.77096, Elapsed_time: 87.34947 Current_accuracy : 22.500, Current_norm_ED : 0.7200 Best_accuracy : 22.500, Best_norm_ED : 0.7200 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4472 | 42 | 0.1554 False 0975 | 075 | 0.2142 False -------------------------------------------------------------------------------- [285/3000] Train loss: 0.72066, Valid loss: 0.73092, Elapsed_time: 89.21161 Current_accuracy : 20.000, Current_norm_ED : 0.6900 Best_accuracy : 22.500, Best_norm_ED : 0.7200 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 4301 | 0.4299 True 5427 | 5427 | 0.2619 True -------------------------------------------------------------------------------- [290/3000] Train loss: 0.56622, Valid loss: 0.65323, Elapsed_time: 90.77698 Current_accuracy : 25.500, Current_norm_ED : 0.7338 Best_accuracy : 25.500, Best_norm_ED : 0.7338 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8405 | 6405 | 0.0773 False 1407 | 1407 | 0.1993 True -------------------------------------------------------------------------------- [295/3000] Train loss: 0.62121, Valid loss: 0.48585, Elapsed_time: 93.30211 Current_accuracy : 40.500, Current_norm_ED : 0.8063 Best_accuracy : 40.500, Best_norm_ED : 0.8063 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5239 | 5239 | 0.2663 True 1982 | 1982 | 0.5341 True -------------------------------------------------------------------------------- [300/3000] Train loss: 0.54878, Valid loss: 0.87557, Elapsed_time: 95.15847 Current_accuracy : 21.000, Current_norm_ED : 0.7128 Best_accuracy : 40.500, Best_norm_ED : 0.8063 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7764 | 764 | 0.1134 False 8461 | 6481 | 0.2275 False -------------------------------------------------------------------------------- [305/3000] Train loss: 0.64927, Valid loss: 0.49944, Elapsed_time: 96.46044 Current_accuracy : 39.500, Current_norm_ED : 0.8047 Best_accuracy : 40.500, Best_norm_ED : 0.8063 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1141 | 1141 | 0.0770 True 9511 | 9511 | 0.1730 True -------------------------------------------------------------------------------- [310/3000] Train loss: 0.56474, Valid loss: 1.41879, Elapsed_time: 97.73416 Current_accuracy : 14.000, Current_norm_ED : 0.6185 Best_accuracy : 40.500, Best_norm_ED : 0.8063 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6937 | 037 | 0.2545 False 1572 | 152 | 0.3419 False -------------------------------------------------------------------------------- [315/3000] Train loss: 0.58557, Valid loss: 0.60780, Elapsed_time: 98.98230 Current_accuracy : 33.500, Current_norm_ED : 0.7688 Best_accuracy : 40.500, Best_norm_ED : 0.8063 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4236 | 4228 | 0.3668 False 8243 | 6243 | 0.1751 False -------------------------------------------------------------------------------- [320/3000] Train loss: 0.48532, Valid loss: 0.59039, Elapsed_time: 100.53321 Current_accuracy : 38.000, Current_norm_ED : 0.7903 Best_accuracy : 40.500, Best_norm_ED : 0.8063 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3438 | 3438 | 0.3092 True 8794 | 6704 | 0.2793 False -------------------------------------------------------------------------------- [325/3000] Train loss: 0.47593, Valid loss: 0.55958, Elapsed_time: 101.82603 Current_accuracy : 36.000, Current_norm_ED : 0.7938 Best_accuracy : 40.500, Best_norm_ED : 0.8063 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9511 | 9511 | 0.1240 True 9541 | 9541 | 0.4444 True -------------------------------------------------------------------------------- [330/3000] Train loss: 0.46204, Valid loss: 0.98595, Elapsed_time: 103.05147 Current_accuracy : 30.000, Current_norm_ED : 0.7488 Best_accuracy : 40.500, Best_norm_ED : 0.8063 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4405 | 405 | 0.3374 False 7253 | 7253 | 0.0542 True -------------------------------------------------------------------------------- [335/3000] Train loss: 0.42007, Valid loss: 0.41765, Elapsed_time: 104.33761 Current_accuracy : 52.500, Current_norm_ED : 0.8512 Best_accuracy : 52.500, Best_norm_ED : 0.8512 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8168 | 816 | 0.2241 False 1372 | 1322 | 0.0607 False -------------------------------------------------------------------------------- [340/3000] Train loss: 0.46589, Valid loss: 0.56878, Elapsed_time: 106.23368 Current_accuracy : 44.500, Current_norm_ED : 0.8225 Best_accuracy : 52.500, Best_norm_ED : 0.8512 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8027 | 807 | 0.1784 False 8243 | 9243 | 0.6421 False -------------------------------------------------------------------------------- [345/3000] Train loss: 0.48362, Valid loss: 0.41608, Elapsed_time: 107.48517 Current_accuracy : 45.000, Current_norm_ED : 0.8290 Best_accuracy : 52.500, Best_norm_ED : 0.8512 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6350 | 6350 | 0.4854 True 2433 | 2433 | 0.1163 True -------------------------------------------------------------------------------- [350/3000] Train loss: 0.42101, Valid loss: 2.11135, Elapsed_time: 108.74241 Current_accuracy : 20.500, Current_norm_ED : 0.6730 Best_accuracy : 52.500, Best_norm_ED : 0.8512 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6787 | 9757 | 0.3406 False 2017 | 2017 | 0.5432 True -------------------------------------------------------------------------------- [355/3000] Train loss: 0.41186, Valid loss: 0.45920, Elapsed_time: 110.34491 Current_accuracy : 55.000, Current_norm_ED : 0.8550 Best_accuracy : 55.000, Best_norm_ED : 0.8550 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9512 | 9512 | 0.5765 True 8794 | 8794 | 0.2577 True -------------------------------------------------------------------------------- [360/3000] Train loss: 0.28461, Valid loss: 0.56703, Elapsed_time: 112.20004 Current_accuracy : 36.500, Current_norm_ED : 0.7875 Best_accuracy : 55.000, Best_norm_ED : 0.8550 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6191 | 6191 | 0.4664 True 5944 | 5644 | 0.2311 False -------------------------------------------------------------------------------- [365/3000] Train loss: 0.26359, Valid loss: 0.52741, Elapsed_time: 113.47258 Current_accuracy : 47.500, Current_norm_ED : 0.8378 Best_accuracy : 55.000, Best_norm_ED : 0.8550 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8096 | 6096 | 0.3074 False 3032 | 302 | 0.6129 False -------------------------------------------------------------------------------- [370/3000] Train loss: 0.42079, Valid loss: 1.05066, Elapsed_time: 114.72709 Current_accuracy : 37.000, Current_norm_ED : 0.7575 Best_accuracy : 55.000, Best_norm_ED : 0.8550 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2134 | 2134 | 0.8053 True 4066 | 405 | 0.7240 False -------------------------------------------------------------------------------- [375/3000] Train loss: 0.22875, Valid loss: 0.36127, Elapsed_time: 115.98619 Current_accuracy : 55.000, Current_norm_ED : 0.8688 Best_accuracy : 55.000, Best_norm_ED : 0.8688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2665 | 2665 | 0.6619 True 7822 | 782 | 0.4449 False -------------------------------------------------------------------------------- [380/3000] Train loss: 0.20757, Valid loss: 0.53593, Elapsed_time: 117.57077 Current_accuracy : 45.500, Current_norm_ED : 0.8325 Best_accuracy : 55.000, Best_norm_ED : 0.8688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3848 | 3948 | 0.5443 False 7295 | 7299 | 0.3102 False -------------------------------------------------------------------------------- [385/3000] Train loss: 0.33800, Valid loss: 0.75130, Elapsed_time: 119.18915 Current_accuracy : 38.000, Current_norm_ED : 0.7950 Best_accuracy : 55.000, Best_norm_ED : 0.8688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6787 | 6767 | 0.5386 False 3409 | 4998 | 0.0327 False -------------------------------------------------------------------------------- [390/3000] Train loss: 0.40703, Valid loss: 0.54309, Elapsed_time: 120.52825 Current_accuracy : 51.000, Current_norm_ED : 0.8492 Best_accuracy : 55.000, Best_norm_ED : 0.8688 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8841 | 8641 | 0.1211 False 7682 | 7682 | 0.4180 True -------------------------------------------------------------------------------- [395/3000] Train loss: 0.30853, Valid loss: 0.26285, Elapsed_time: 121.83454 Current_accuracy : 70.500, Current_norm_ED : 0.9080 Best_accuracy : 70.500, Best_norm_ED : 0.9080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1156 | 1156 | 0.2405 True 0474 | 0474 | 0.8366 True -------------------------------------------------------------------------------- [400/3000] Train loss: 0.19678, Valid loss: 0.93587, Elapsed_time: 123.69761 Current_accuracy : 31.500, Current_norm_ED : 0.7555 Best_accuracy : 70.500, Best_norm_ED : 0.9080 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6348 | 6346 | 0.3111 False 2768 | 2766 | 0.1293 False -------------------------------------------------------------------------------- [405/3000] Train loss: 0.36691, Valid loss: 0.25797, Elapsed_time: 125.58224 Current_accuracy : 70.000, Current_norm_ED : 0.9190 Best_accuracy : 70.500, Best_norm_ED : 0.9190 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1899 | 189 | 0.4919 False 6620 | 620 | 0.6335 False -------------------------------------------------------------------------------- [410/3000] Train loss: 0.15979, Valid loss: 0.30232, Elapsed_time: 127.16397 Current_accuracy : 71.500, Current_norm_ED : 0.9203 Best_accuracy : 71.500, Best_norm_ED : 0.9203 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8262 | 9262 | 0.5451 False 9030 | 030 | 0.7038 False -------------------------------------------------------------------------------- [415/3000] Train loss: 0.14117, Valid loss: 0.80407, Elapsed_time: 129.05700 Current_accuracy : 43.500, Current_norm_ED : 0.8087 Best_accuracy : 71.500, Best_norm_ED : 0.9203 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1289 | 129 | 0.3857 False 2433 | 2433 | 0.2550 True -------------------------------------------------------------------------------- [420/3000] Train loss: 0.29857, Valid loss: 0.23746, Elapsed_time: 130.69429 Current_accuracy : 76.000, Current_norm_ED : 0.9315 Best_accuracy : 76.000, Best_norm_ED : 0.9315 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7781 | 7761 | 0.1526 False 0617 | 0617 | 0.9048 True -------------------------------------------------------------------------------- [425/3000] Train loss: 0.12076, Valid loss: 0.29282, Elapsed_time: 132.60049 Current_accuracy : 75.000, Current_norm_ED : 0.9255 Best_accuracy : 76.000, Best_norm_ED : 0.9315 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2768 | 2768 | 0.6535 True 0593 | 593 | 0.5828 False -------------------------------------------------------------------------------- [430/3000] Train loss: 0.12206, Valid loss: 0.65434, Elapsed_time: 133.89520 Current_accuracy : 45.000, Current_norm_ED : 0.8253 Best_accuracy : 76.000, Best_norm_ED : 0.9315 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2003 | 2003 | 0.8766 True 7014 | 7014 | 0.8745 True -------------------------------------------------------------------------------- [435/3000] Train loss: 0.16928, Valid loss: 0.25941, Elapsed_time: 135.17353 Current_accuracy : 72.000, Current_norm_ED : 0.9220 Best_accuracy : 76.000, Best_norm_ED : 0.9315 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6693 | 693 | 0.5199 False 8286 | 8296 | 0.3132 False -------------------------------------------------------------------------------- [440/3000] Train loss: 0.11435, Valid loss: 0.20689, Elapsed_time: 136.40733 Current_accuracy : 80.000, Current_norm_ED : 0.9465 Best_accuracy : 80.000, Best_norm_ED : 0.9465 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4287 | 4287 | 0.9336 True 1914 | 1914 | 0.9389 True -------------------------------------------------------------------------------- [445/3000] Train loss: 0.08389, Valid loss: 0.72413, Elapsed_time: 138.28552 Current_accuracy : 45.000, Current_norm_ED : 0.8340 Best_accuracy : 80.000, Best_norm_ED : 0.9465 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2768 | 278 | 0.8513 False 8575 | 8575 | 0.9234 True -------------------------------------------------------------------------------- [450/3000] Train loss: 0.20764, Valid loss: 0.12757, Elapsed_time: 139.88247 Current_accuracy : 88.000, Current_norm_ED : 0.9718 Best_accuracy : 88.000, Best_norm_ED : 0.9718 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0543 | 0543 | 0.9080 True 6852 | 68852 | 0.1371 False -------------------------------------------------------------------------------- [455/3000] Train loss: 0.08557, Valid loss: 0.06653, Elapsed_time: 141.75995 Current_accuracy : 94.500, Current_norm_ED : 0.9870 Best_accuracy : 94.500, Best_norm_ED : 0.9870 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0907 | 0907 | 0.8944 True 1796 | 1796 | 0.7795 True -------------------------------------------------------------------------------- [460/3000] Train loss: 0.04108, Valid loss: 0.07529, Elapsed_time: 143.62700 Current_accuracy : 92.500, Current_norm_ED : 0.9812 Best_accuracy : 94.500, Best_norm_ED : 0.9870 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1289 | 1289 | 0.8830 True 3638 | 3638 | 0.8799 True -------------------------------------------------------------------------------- [465/3000] Train loss: 0.05267, Valid loss: 0.04716, Elapsed_time: 144.94456 Current_accuracy : 94.000, Current_norm_ED : 0.9850 Best_accuracy : 94.500, Best_norm_ED : 0.9870 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9541 | 9541 | 0.8080 True 8461 | 8461 | 0.8628 True -------------------------------------------------------------------------------- [470/3000] Train loss: 0.04989, Valid loss: 0.09039, Elapsed_time: 146.21395 Current_accuracy : 90.000, Current_norm_ED : 0.9750 Best_accuracy : 94.500, Best_norm_ED : 0.9870 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4405 | 4405 | 0.5472 True 3590 | 3590 | 0.8843 True -------------------------------------------------------------------------------- [475/3000] Train loss: 0.06824, Valid loss: 0.06974, Elapsed_time: 147.48434 Current_accuracy : 94.000, Current_norm_ED : 0.9853 Best_accuracy : 94.500, Best_norm_ED : 0.9870 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3590 | 3590 | 0.9201 True 9281 | 0281 | 0.7576 False -------------------------------------------------------------------------------- [480/3000] Train loss: 0.04540, Valid loss: 0.63197, Elapsed_time: 149.06803 Current_accuracy : 61.000, Current_norm_ED : 0.8890 Best_accuracy : 94.500, Best_norm_ED : 0.9870 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2665 | 2885 | 0.9170 False 6620 | 8820 | 0.4018 False -------------------------------------------------------------------------------- [485/3000] Train loss: 0.03962, Valid loss: 0.21891, Elapsed_time: 150.39626 Current_accuracy : 80.000, Current_norm_ED : 0.9445 Best_accuracy : 94.500, Best_norm_ED : 0.9870 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1873 | 1873 | 0.9434 True 8286 | 8266 | 0.0973 False -------------------------------------------------------------------------------- [490/3000] Train loss: 0.03296, Valid loss: 0.03145, Elapsed_time: 151.70644 Current_accuracy : 96.500, Current_norm_ED : 0.9912 Best_accuracy : 96.500, Best_norm_ED : 0.9912 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6313 | 6313 | 0.9665 True 5890 | 5890 | 0.8623 True -------------------------------------------------------------------------------- [495/3000] Train loss: 0.02096, Valid loss: 0.02824, Elapsed_time: 153.59877 Current_accuracy : 97.000, Current_norm_ED : 0.9925 Best_accuracy : 97.000, Best_norm_ED : 0.9925 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7810 | 7810 | 0.9837 True 7108 | 7108 | 0.9191 True -------------------------------------------------------------------------------- [500/3000] Train loss: 0.01216, Valid loss: 0.02167, Elapsed_time: 155.45622 Current_accuracy : 97.500, Current_norm_ED : 0.9938 Best_accuracy : 97.500, Best_norm_ED : 0.9938 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8405 | 8405 | 0.9113 True 1982 | 1982 | 0.9500 True -------------------------------------------------------------------------------- [505/3000] Train loss: 0.01059, Valid loss: 0.01678, Elapsed_time: 157.33550 Current_accuracy : 98.500, Current_norm_ED : 0.9962 Best_accuracy : 98.500, Best_norm_ED : 0.9962 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7682 | 7682 | 0.9484 True 3067 | 3067 | 0.9773 True -------------------------------------------------------------------------------- [510/3000] Train loss: 0.00970, Valid loss: 0.01273, Elapsed_time: 159.78147 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3351 | 3351 | 0.4489 True 2164 | 2164 | 0.9821 True -------------------------------------------------------------------------------- [515/3000] Train loss: 0.00939, Valid loss: 0.01362, Elapsed_time: 161.97279 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0469 | 0469 | 0.9509 True 1796 | 1796 | 0.9459 True -------------------------------------------------------------------------------- [520/3000] Train loss: 0.00632, Valid loss: 0.01309, Elapsed_time: 163.25233 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1914 | 1914 | 0.9695 True 9512 | 9512 | 0.9651 True -------------------------------------------------------------------------------- [525/3000] Train loss: 0.00606, Valid loss: 0.01217, Elapsed_time: 164.55320 Current_accuracy : 98.500, Current_norm_ED : 0.9962 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0713 | 0713 | 0.9887 True 2164 | 2164 | 0.9800 True -------------------------------------------------------------------------------- [530/3000] Train loss: 0.00603, Valid loss: 0.00974, Elapsed_time: 165.99625 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0567 | 0567 | 0.9772 True 2365 | 2365 | 0.9646 True -------------------------------------------------------------------------------- [535/3000] Train loss: 0.00583, Valid loss: 0.00923, Elapsed_time: 167.32737 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9032 | 9032 | 0.9694 True 0907 | 0907 | 0.9433 True -------------------------------------------------------------------------------- [540/3000] Train loss: 0.00502, Valid loss: 0.00766, Elapsed_time: 168.63428 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8575 | 8575 | 0.9879 True 0155 | 0155 | 0.8105 True -------------------------------------------------------------------------------- [545/3000] Train loss: 0.00402, Valid loss: 0.00780, Elapsed_time: 170.27872 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7695 | 7695 | 0.7952 True 3450 | 3450 | 0.9907 True -------------------------------------------------------------------------------- [550/3000] Train loss: 0.00391, Valid loss: 0.00692, Elapsed_time: 171.59719 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8096 | 8096 | 0.9736 True 2365 | 2365 | 0.9715 True -------------------------------------------------------------------------------- [555/3000] Train loss: 0.00370, Valid loss: 0.00687, Elapsed_time: 172.87485 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3574 | 3574 | 0.9897 True 0228 | 0228 | 0.9900 True -------------------------------------------------------------------------------- [560/3000] Train loss: 0.00312, Valid loss: 0.00688, Elapsed_time: 174.17540 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9442 | 9442 | 0.9935 True 5944 | 5944 | 0.4549 True -------------------------------------------------------------------------------- [565/3000] Train loss: 0.00368, Valid loss: 0.00669, Elapsed_time: 175.51559 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5427 | 5427 | 0.8777 True 2321 | 2321 | 0.9775 True -------------------------------------------------------------------------------- [570/3000] Train loss: 0.00301, Valid loss: 0.00626, Elapsed_time: 176.87641 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8841 | 8841 | 0.4083 True 0907 | 0907 | 0.9726 True -------------------------------------------------------------------------------- [575/3000] Train loss: 0.00269, Valid loss: 0.00674, Elapsed_time: 178.20025 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6919 | 6919 | 0.9907 True 6348 | 6348 | 0.9934 True -------------------------------------------------------------------------------- [580/3000] Train loss: 0.00255, Valid loss: 0.00635, Elapsed_time: 179.80888 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2737 | 2737 | 0.9681 True 4287 | 4287 | 0.9800 True -------------------------------------------------------------------------------- [585/3000] Train loss: 0.00252, Valid loss: 0.00576, Elapsed_time: 181.11591 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4769 | 4769 | 0.9891 True 5165 | 5165 | 0.9964 True -------------------------------------------------------------------------------- [590/3000] Train loss: 0.00234, Valid loss: 0.00531, Elapsed_time: 182.45698 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4236 | 4236 | 0.9895 True 7682 | 7682 | 0.9831 True -------------------------------------------------------------------------------- [595/3000] Train loss: 0.00221, Valid loss: 0.00515, Elapsed_time: 183.74719 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8262 | 8262 | 0.9919 True 6964 | 6964 | 0.9916 True -------------------------------------------------------------------------------- [600/3000] Train loss: 0.00237, Valid loss: 0.00504, Elapsed_time: 185.06816 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4731 | 4731 | 0.9953 True 2365 | 2365 | 0.9872 True -------------------------------------------------------------------------------- [605/3000] Train loss: 0.00209, Valid loss: 0.00373, Elapsed_time: 186.86941 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2831 | 2831 | 0.9947 True 0155 | 0155 | 0.8693 True -------------------------------------------------------------------------------- [610/3000] Train loss: 0.00201, Valid loss: 0.00395, Elapsed_time: 188.44200 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5888 | 5888 | 0.5678 True 4217 | 4217 | 0.9924 True -------------------------------------------------------------------------------- [615/3000] Train loss: 0.00183, Valid loss: 0.00478, Elapsed_time: 189.72628 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8575 | 8575 | 0.9947 True 8461 | 8461 | 0.9921 True -------------------------------------------------------------------------------- [620/3000] Train loss: 0.00157, Valid loss: 0.00535, Elapsed_time: 191.58953 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8488 | 8488 | 0.4774 True 6914 | 6914 | 0.9906 True -------------------------------------------------------------------------------- [625/3000] Train loss: 0.00162, Valid loss: 0.00394, Elapsed_time: 192.89033 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2742 | 2742 | 0.9810 True 9220 | 9220 | 0.9940 True -------------------------------------------------------------------------------- [630/3000] Train loss: 0.00155, Valid loss: 0.00379, Elapsed_time: 194.16986 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9442 | 9442 | 0.9964 True 7682 | 7682 | 0.9855 True -------------------------------------------------------------------------------- [635/3000] Train loss: 0.00167, Valid loss: 0.00298, Elapsed_time: 195.39390 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4923 | 4923 | 0.9926 True 4222 | 4222 | 0.6676 True -------------------------------------------------------------------------------- [640/3000] Train loss: 0.00235, Valid loss: 0.00321, Elapsed_time: 196.96803 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7453 | 7453 | 0.9885 True 9511 | 9511 | 0.5133 True -------------------------------------------------------------------------------- [645/3000] Train loss: 0.00172, Valid loss: 0.00312, Elapsed_time: 198.32498 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8027 | 8027 | 0.9428 True 7682 | 7682 | 0.9846 True -------------------------------------------------------------------------------- [650/3000] Train loss: 0.00141, Valid loss: 0.00227, Elapsed_time: 199.59809 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1899 | 1899 | 0.6187 True 4569 | 4569 | 0.9969 True -------------------------------------------------------------------------------- [5/3000] Train loss: 0.00184, Valid loss: 0.00709, Elapsed_time: 2.23558 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4217 | 4217 | 0.9929 True 9281 | 0281 | 0.5345 False -------------------------------------------------------------------------------- [10/3000] Train loss: 0.00631, Valid loss: 0.59561, Elapsed_time: 4.55882 Current_accuracy : 74.500, Current_norm_ED : 0.9263 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1372 | 1372 | 0.9922 True 2598 | 2596 | 0.9891 False -------------------------------------------------------------------------------- [15/3000] Train loss: 0.07502, Valid loss: 0.05601, Elapsed_time: 5.83153 Current_accuracy : 94.000, Current_norm_ED : 0.9850 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8744 | 8744 | 0.4165 True 3506 | 3506 | 0.9247 True -------------------------------------------------------------------------------- [20/3000] Train loss: 0.06496, Valid loss: 0.11946, Elapsed_time: 7.15870 Current_accuracy : 88.500, Current_norm_ED : 0.9712 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9512 | 9512 | 0.7310 True 2182 | 2182 | 0.9609 True -------------------------------------------------------------------------------- [25/3000] Train loss: 0.03711, Valid loss: 0.06824, Elapsed_time: 8.42329 Current_accuracy : 95.500, Current_norm_ED : 0.9853 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1289 | 1289 | 0.9279 True 9033 | 9033 | 0.3115 True -------------------------------------------------------------------------------- [30/3000] Train loss: 0.02411, Valid loss: 0.06926, Elapsed_time: 9.71421 Current_accuracy : 91.500, Current_norm_ED : 0.9762 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8794 | 8794 | 0.9868 True 7014 | 7014 | 0.8684 True -------------------------------------------------------------------------------- [35/3000] Train loss: 0.13414, Valid loss: 0.06332, Elapsed_time: 11.70355 Current_accuracy : 94.500, Current_norm_ED : 0.9853 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2003 | 2003 | 0.9730 True 7066 | 706 | 0.3993 False -------------------------------------------------------------------------------- [40/3000] Train loss: 0.03167, Valid loss: 0.07554, Elapsed_time: 12.99990 Current_accuracy : 98.500, Current_norm_ED : 0.9962 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2003 | 2003 | 0.9876 True 1516 | 1516 | 0.9809 True -------------------------------------------------------------------------------- [45/3000] Train loss: 0.08677, Valid loss: 0.26194, Elapsed_time: 14.33277 Current_accuracy : 79.000, Current_norm_ED : 0.9447 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6852 | 6852 | 0.7687 True 7014 | 7014 | 0.8529 True -------------------------------------------------------------------------------- [50/3000] Train loss: 0.10665, Valid loss: 0.04059, Elapsed_time: 16.22745 Current_accuracy : 96.500, Current_norm_ED : 0.9915 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0593 | 0593 | 0.9628 True 7209 | 7209 | 0.9435 True -------------------------------------------------------------------------------- [55/3000] Train loss: 0.00805, Valid loss: 0.05692, Elapsed_time: 17.49527 Current_accuracy : 97.500, Current_norm_ED : 0.9938 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9700 | 9700 | 0.4535 True 7695 | 7695 | 0.9319 True -------------------------------------------------------------------------------- [60/3000] Train loss: 0.07854, Valid loss: 0.08839, Elapsed_time: 18.76809 Current_accuracy : 91.500, Current_norm_ED : 0.9768 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5627 | 5627 | 0.9776 True 0340 | 0340 | 0.9889 True -------------------------------------------------------------------------------- [65/3000] Train loss: 0.02933, Valid loss: 0.09114, Elapsed_time: 20.34442 Current_accuracy : 89.500, Current_norm_ED : 0.9738 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3723 | 323 | 0.4189 False 1618 | 1618 | 0.9570 True -------------------------------------------------------------------------------- [70/3000] Train loss: 0.04138, Valid loss: 0.02871, Elapsed_time: 21.68238 Current_accuracy : 97.500, Current_norm_ED : 0.9940 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8290 | 8290 | 0.9900 True 9163 | 9163 | 0.9875 True -------------------------------------------------------------------------------- [75/3000] Train loss: 0.03024, Valid loss: 0.14577, Elapsed_time: 22.95261 Current_accuracy : 87.500, Current_norm_ED : 0.9688 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4731 | 4731 | 0.9906 True 5236 | 5236 | 0.9369 True -------------------------------------------------------------------------------- [80/3000] Train loss: 0.12706, Valid loss: 0.08719, Elapsed_time: 24.28835 Current_accuracy : 92.000, Current_norm_ED : 0.9795 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3560 | 3560 | 0.7225 True 5888 | 5888 | 0.3915 True -------------------------------------------------------------------------------- [85/3000] Train loss: 0.31280, Valid loss: 0.43537, Elapsed_time: 25.58775 Current_accuracy : 65.500, Current_norm_ED : 0.9078 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7253 | 72253 | 0.4631 False 1736 | 736 | 0.4682 False -------------------------------------------------------------------------------- [90/3000] Train loss: 0.04668, Valid loss: 0.29968, Elapsed_time: 26.85596 Current_accuracy : 81.500, Current_norm_ED : 0.9463 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6617 | 6617 | 0.3672 True 9511 | 9511 | 0.4747 True -------------------------------------------------------------------------------- [95/3000] Train loss: 0.16156, Valid loss: 0.22262, Elapsed_time: 28.18103 Current_accuracy : 80.500, Current_norm_ED : 0.9505 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1090 | 1090 | 0.4104 True 7295 | 7285 | 0.9098 False -------------------------------------------------------------------------------- [100/3000] Train loss: 0.16802, Valid loss: 0.04017, Elapsed_time: 29.79020 Current_accuracy : 95.500, Current_norm_ED : 0.9895 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9281 | 5281 | 0.6390 False 3438 | 3438 | 0.9508 True -------------------------------------------------------------------------------- [105/3000] Train loss: 0.01054, Valid loss: 0.01161, Elapsed_time: 31.14065 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6964 | 6964 | 0.9850 True 4459 | 4459 | 0.7790 True -------------------------------------------------------------------------------- [110/3000] Train loss: 0.08498, Valid loss: 0.03198, Elapsed_time: 32.43626 Current_accuracy : 96.500, Current_norm_ED : 0.9915 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1407 | 1407 | 0.9777 True 2768 | 2768 | 0.8256 True -------------------------------------------------------------------------------- [115/3000] Train loss: 0.04044, Valid loss: 0.02456, Elapsed_time: 33.70165 Current_accuracy : 96.500, Current_norm_ED : 0.9912 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3409 | 3409 | 0.8666 True 7810 | 7810 | 0.9668 True -------------------------------------------------------------------------------- [120/3000] Train loss: 0.00974, Valid loss: 0.03290, Elapsed_time: 35.04084 Current_accuracy : 95.500, Current_norm_ED : 0.9888 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3409 | 3409 | 0.9286 True 0543 | 0543 | 0.9877 True -------------------------------------------------------------------------------- [125/3000] Train loss: 0.01176, Valid loss: 0.01667, Elapsed_time: 36.47094 Current_accuracy : 98.000, Current_norm_ED : 0.9950 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0056 | 0056 | 0.3482 True 2375 | 2375 | 0.9829 True -------------------------------------------------------------------------------- [130/3000] Train loss: 0.04573, Valid loss: 0.04590, Elapsed_time: 38.26668 Current_accuracy : 92.000, Current_norm_ED : 0.9800 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9438 | 9438 | 0.9736 True 5427 | 5427 | 0.9371 True -------------------------------------------------------------------------------- [135/3000] Train loss: 0.00722, Valid loss: 0.31901, Elapsed_time: 39.75233 Current_accuracy : 86.500, Current_norm_ED : 0.9657 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9442 | 9442 | 0.9317 True 7742 | 7747 | 0.4912 False -------------------------------------------------------------------------------- [140/3000] Train loss: 0.01475, Valid loss: 0.01981, Elapsed_time: 41.20841 Current_accuracy : 98.500, Current_norm_ED : 0.9962 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6914 | 6914 | 0.9842 True 0816 | 0816 | 0.9750 True -------------------------------------------------------------------------------- [145/3000] Train loss: 0.00507, Valid loss: 0.02296, Elapsed_time: 42.83696 Current_accuracy : 98.500, Current_norm_ED : 0.9962 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7667 | 7667 | 0.9864 True 4769 | 4769 | 0.9881 True -------------------------------------------------------------------------------- [150/3000] Train loss: 0.01273, Valid loss: 0.00792, Elapsed_time: 44.16434 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5415 | 5415 | 0.9917 True 3560 | 3560 | 0.9889 True -------------------------------------------------------------------------------- [155/3000] Train loss: 0.00383, Valid loss: 0.00782, Elapsed_time: 45.46851 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9267 | 9267 | 0.9903 True 5427 | 5427 | 0.9671 True -------------------------------------------------------------------------------- [160/3000] Train loss: 0.00257, Valid loss: 0.00739, Elapsed_time: 47.09583 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8907 | 8907 | 0.9687 True 2433 | 2433 | 0.4444 True -------------------------------------------------------------------------------- [165/3000] Train loss: 0.00244, Valid loss: 0.00666, Elapsed_time: 48.97176 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3848 | 3848 | 0.9946 True 6919 | 6919 | 0.9855 True -------------------------------------------------------------------------------- [170/3000] Train loss: 0.00216, Valid loss: 0.00521, Elapsed_time: 50.28394 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6910 | 6910 | 0.9938 True 8405 | 8405 | 0.9925 True -------------------------------------------------------------------------------- [175/3000] Train loss: 0.00201, Valid loss: 0.00427, Elapsed_time: 51.60619 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0617 | 0617 | 0.9915 True 7108 | 7108 | 0.9756 True -------------------------------------------------------------------------------- [180/3000] Train loss: 0.00213, Valid loss: 0.00417, Elapsed_time: 52.91212 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9512 | 9512 | 0.9340 True 6348 | 6348 | 0.9940 True -------------------------------------------------------------------------------- [185/3000] Train loss: 0.00196, Valid loss: 0.00349, Elapsed_time: 54.21130 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6191 | 6191 | 0.9933 True 3389 | 3389 | 0.8303 True -------------------------------------------------------------------------------- [190/3000] Train loss: 0.00150, Valid loss: 0.00331, Elapsed_time: 55.52980 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2164 | 2164 | 0.9952 True 4222 | 4222 | 0.4435 True -------------------------------------------------------------------------------- [195/3000] Train loss: 0.00164, Valid loss: 0.00316, Elapsed_time: 57.15991 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3590 | 3590 | 0.9895 True 8027 | 8027 | 0.9793 True -------------------------------------------------------------------------------- [200/3000] Train loss: 0.00917, Valid loss: 0.01525, Elapsed_time: 59.05149 Current_accuracy : 97.500, Current_norm_ED : 0.9938 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7803 | 7803 | 0.9958 True 5239 | 5239 | 0.9946 True -------------------------------------------------------------------------------- [205/3000] Train loss: 0.00177, Valid loss: 0.00546, Elapsed_time: 60.32130 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4962 | 4962 | 0.9912 True 1914 | 1914 | 0.9885 True -------------------------------------------------------------------------------- [210/3000] Train loss: 0.00151, Valid loss: 0.00423, Elapsed_time: 61.63144 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0543 | 0543 | 0.9951 True 6367 | 6367 | 0.9937 True -------------------------------------------------------------------------------- [215/3000] Train loss: 0.00293, Valid loss: 0.01474, Elapsed_time: 62.93979 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0340 | 0340 | 0.9950 True 4066 | 406 | 0.8048 False -------------------------------------------------------------------------------- [220/3000] Train loss: 0.00179, Valid loss: 0.00382, Elapsed_time: 64.21521 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5735 | 5735 | 0.9955 True 3450 | 3450 | 0.9970 True -------------------------------------------------------------------------------- [225/3000] Train loss: 0.00108, Valid loss: 0.00328, Elapsed_time: 65.83026 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6574 | 6574 | 0.9930 True 8405 | 8405 | 0.9942 True -------------------------------------------------------------------------------- [230/3000] Train loss: 0.00113, Valid loss: 0.00316, Elapsed_time: 67.07070 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1383 | 1383 | 0.9965 True 8872 | 8872 | 0.4463 True -------------------------------------------------------------------------------- [235/3000] Train loss: 0.00101, Valid loss: 0.00296, Elapsed_time: 68.27215 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7953 | 7953 | 0.9959 True 5627 | 5627 | 0.9937 True -------------------------------------------------------------------------------- [240/3000] Train loss: 0.00101, Valid loss: 0.00509, Elapsed_time: 69.55404 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4638 | 4638 | 0.9976 True 2003 | 2003 | 0.9956 True -------------------------------------------------------------------------------- [245/3000] Train loss: 0.00101, Valid loss: 0.00268, Elapsed_time: 70.83439 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1796 | 1796 | 0.9943 True 0816 | 0816 | 0.9929 True -------------------------------------------------------------------------------- [250/3000] Train loss: 0.00096, Valid loss: 0.00225, Elapsed_time: 72.10736 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0340 | 0340 | 0.9962 True 9030 | 9030 | 0.9672 True -------------------------------------------------------------------------------- [255/3000] Train loss: 0.00100, Valid loss: 0.00232, Elapsed_time: 73.39654 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9163 | 9163 | 0.9976 True 3476 | 3476 | 0.9921 True -------------------------------------------------------------------------------- [260/3000] Train loss: 0.00085, Valid loss: 0.00396, Elapsed_time: 75.07435 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9220 | 9220 | 0.9967 True 9414 | 9414 | 0.9938 True -------------------------------------------------------------------------------- [265/3000] Train loss: 0.00328, Valid loss: 0.33872, Elapsed_time: 76.38137 Current_accuracy : 78.500, Current_norm_ED : 0.9387 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1730 | 1730 | 0.9937 True 8872 | 8872 | 0.5194 True -------------------------------------------------------------------------------- [270/3000] Train loss: 0.01635, Valid loss: 0.00657, Elapsed_time: 77.67314 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3590 | 3590 | 0.9960 True 4620 | 4620 | 0.9971 True -------------------------------------------------------------------------------- [275/3000] Train loss: 0.00139, Valid loss: 0.01033, Elapsed_time: 78.95752 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5236 | 5236 | 0.9959 True 3937 | 3937 | 0.9967 True -------------------------------------------------------------------------------- [280/3000] Train loss: 0.00110, Valid loss: 0.00697, Elapsed_time: 80.26355 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1140 | 1140 | 0.5033 True 9335 | 9335 | 0.9964 True -------------------------------------------------------------------------------- [285/3000] Train loss: 0.00105, Valid loss: 0.01547, Elapsed_time: 82.28149 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8168 | 8169 | 0.9493 False 4459 | 4459 | 0.5892 True -------------------------------------------------------------------------------- [290/3000] Train loss: 0.00148, Valid loss: 0.01808, Elapsed_time: 83.87222 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1156 | 1156 | 0.6127 True 4236 | 4236 | 0.9969 True -------------------------------------------------------------------------------- [295/3000] Train loss: 0.00148, Valid loss: 0.00318, Elapsed_time: 85.20336 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3476 | 3476 | 0.9903 True 8834 | 8834 | 0.8307 True -------------------------------------------------------------------------------- [300/3000] Train loss: 0.00073, Valid loss: 0.00396, Elapsed_time: 86.49080 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0469 | 0469 | 0.9943 True 8770 | 8770 | 0.9968 True -------------------------------------------------------------------------------- [305/3000] Train loss: 0.00073, Valid loss: 0.00316, Elapsed_time: 87.81606 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4769 | 4769 | 0.9972 True 7764 | 7764 | 0.9372 True -------------------------------------------------------------------------------- [310/3000] Train loss: 0.00067, Valid loss: 0.00385, Elapsed_time: 89.10836 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4769 | 4769 | 0.9974 True 0155 | 0155 | 0.7299 True -------------------------------------------------------------------------------- [315/3000] Train loss: 0.00067, Valid loss: 0.00300, Elapsed_time: 90.42175 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7810 | 7810 | 0.9982 True 5888 | 5888 | 0.5907 True -------------------------------------------------------------------------------- [320/3000] Train loss: 0.00068, Valid loss: 0.00353, Elapsed_time: 91.97927 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3389 | 3389 | 0.8084 True 0975 | 0975 | 0.9961 True -------------------------------------------------------------------------------- [325/3000] Train loss: 0.00060, Valid loss: 0.00339, Elapsed_time: 93.32352 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3450 | 3450 | 0.9986 True 1383 | 1383 | 0.9972 True -------------------------------------------------------------------------------- [330/3000] Train loss: 0.00057, Valid loss: 0.00298, Elapsed_time: 94.61111 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1156 | 1156 | 0.4752 True 7742 | 7742 | 0.5194 True -------------------------------------------------------------------------------- [335/3000] Train loss: 0.00058, Valid loss: 0.00139, Elapsed_time: 95.91445 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2164 | 2164 | 0.9976 True 0034 | 0034 | 0.8136 True -------------------------------------------------------------------------------- [340/3000] Train loss: 0.00068, Valid loss: 0.00569, Elapsed_time: 97.19265 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3258 | 3258 | 0.9977 True 9046 | 9046 | 0.9945 True -------------------------------------------------------------------------------- [345/3000] Train loss: 0.00109, Valid loss: 0.01419, Elapsed_time: 98.46971 Current_accuracy : 98.000, Current_norm_ED : 0.9950 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9335 | 9335 | 0.9976 True 0975 | 0975 | 0.9975 True -------------------------------------------------------------------------------- [350/3000] Train loss: 0.00731, Valid loss: 0.00206, Elapsed_time: 99.75914 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8872 | 8872 | 0.4608 True 8967 | 8967 | 0.9956 True -------------------------------------------------------------------------------- [355/3000] Train loss: 0.00137, Valid loss: 0.00174, Elapsed_time: 101.37768 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2321 | 2321 | 0.9964 True 7822 | 7822 | 0.7976 True -------------------------------------------------------------------------------- [360/3000] Train loss: 0.00094, Valid loss: 0.00205, Elapsed_time: 102.66792 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5468 | 5468 | 0.9979 True 5627 | 5627 | 0.9971 True -------------------------------------------------------------------------------- [365/3000] Train loss: 0.00064, Valid loss: 0.00162, Elapsed_time: 103.99105 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0298 | 0298 | 0.9950 True 7875 | 7875 | 0.9987 True -------------------------------------------------------------------------------- [370/3000] Train loss: 0.00055, Valid loss: 0.00300, Elapsed_time: 105.29532 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4066 | 406 | 0.3413 False 0907 | 0907 | 0.9929 True -------------------------------------------------------------------------------- [375/3000] Train loss: 0.00076, Valid loss: 0.00160, Elapsed_time: 106.57834 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1383 | 1383 | 0.9972 True 7682 | 7682 | 0.9879 True -------------------------------------------------------------------------------- [380/3000] Train loss: 0.13652, Valid loss: 0.11280, Elapsed_time: 107.85517 Current_accuracy : 90.000, Current_norm_ED : 0.9738 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6574 | 6574 | 0.9795 True 7875 | 7875 | 0.9920 True -------------------------------------------------------------------------------- [385/3000] Train loss: 0.15757, Valid loss: 0.16772, Elapsed_time: 109.46952 Current_accuracy : 88.500, Current_norm_ED : 0.9707 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5427 | 5427 | 0.9976 True 0543 | 0543 | 0.9960 True -------------------------------------------------------------------------------- [390/3000] Train loss: 0.09705, Valid loss: 0.42926, Elapsed_time: 110.82565 Current_accuracy : 72.000, Current_norm_ED : 0.9225 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6217 | 5217 | 0.5996 False 8027 | 8027 | 0.7210 True -------------------------------------------------------------------------------- [395/3000] Train loss: 0.08168, Valid loss: 0.05990, Elapsed_time: 112.11709 Current_accuracy : 93.500, Current_norm_ED : 0.9840 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8488 | 8488 | 0.4555 True 8027 | 8027 | 0.9383 True -------------------------------------------------------------------------------- [400/3000] Train loss: 0.09051, Valid loss: 0.05000, Elapsed_time: 113.41884 Current_accuracy : 94.500, Current_norm_ED : 0.9862 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3506 | 3506 | 0.9516 True 7695 | 7605 | 0.8145 False -------------------------------------------------------------------------------- [405/3000] Train loss: 0.07112, Valid loss: 0.08473, Elapsed_time: 115.33101 Current_accuracy : 92.000, Current_norm_ED : 0.9778 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6937 | 6937 | 0.9757 True 5538 | 5538 | 0.3498 True -------------------------------------------------------------------------------- [410/3000] Train loss: 0.00810, Valid loss: 0.02460, Elapsed_time: 116.59423 Current_accuracy : 95.500, Current_norm_ED : 0.9897 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5427 | 5427 | 0.9817 True 9163 | 9163 | 0.9948 True -------------------------------------------------------------------------------- [415/3000] Train loss: 0.00215, Valid loss: 0.01049, Elapsed_time: 117.89141 Current_accuracy : 98.500, Current_norm_ED : 0.9962 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6367 | 6367 | 0.9925 True 6313 | 6313 | 0.9822 True -------------------------------------------------------------------------------- [420/3000] Train loss: 0.00565, Valid loss: 0.03278, Elapsed_time: 119.51080 Current_accuracy : 98.000, Current_norm_ED : 0.9950 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0944 | 0944 | 0.9162 True 9220 | 9220 | 0.8167 True -------------------------------------------------------------------------------- [425/3000] Train loss: 0.09701, Valid loss: 0.87456, Elapsed_time: 120.84167 Current_accuracy : 44.500, Current_norm_ED : 0.8108 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4783 | 4783 | 0.7195 True 6728 | 6720 | 0.9555 False -------------------------------------------------------------------------------- [430/3000] Train loss: 0.10549, Valid loss: 0.06128, Elapsed_time: 122.13237 Current_accuracy : 95.500, Current_norm_ED : 0.9895 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9046 | 90046 | 0.4469 False 6617 | 6617 | 0.5189 True -------------------------------------------------------------------------------- [435/3000] Train loss: 0.00235, Valid loss: 0.02326, Elapsed_time: 123.42327 Current_accuracy : 98.000, Current_norm_ED : 0.9955 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4685 | 4685 | 0.9761 True 4066 | 4066 | 0.2902 True -------------------------------------------------------------------------------- [440/3000] Train loss: 0.00140, Valid loss: 0.01160, Elapsed_time: 124.74134 Current_accuracy : 99.000, Current_norm_ED : 0.9978 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 4301 | 0.9977 True 5236 | 5236 | 0.9877 True -------------------------------------------------------------------------------- [445/3000] Train loss: 0.00172, Valid loss: 0.00634, Elapsed_time: 126.00812 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1899 | 1899 | 0.8858 True 0469 | 0469 | 0.9917 True -------------------------------------------------------------------------------- [450/3000] Train loss: 0.00157, Valid loss: 0.00573, Elapsed_time: 127.68773 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1140 | 1140 | 0.8490 True 3574 | 3574 | 0.9863 True -------------------------------------------------------------------------------- [455/3000] Train loss: 0.00490, Valid loss: 0.01776, Elapsed_time: 129.05477 Current_accuracy : 98.000, Current_norm_ED : 0.9950 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1736 | 1736 | 0.9600 True 9715 | 9715 | 0.9974 True -------------------------------------------------------------------------------- [460/3000] Train loss: 0.00121, Valid loss: 0.01367, Elapsed_time: 130.78479 Current_accuracy : 98.500, Current_norm_ED : 0.9962 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1873 | 1873 | 0.9945 True 0474 | 0474 | 0.9798 True -------------------------------------------------------------------------------- [465/3000] Train loss: 0.00123, Valid loss: 0.01208, Elapsed_time: 132.17692 Current_accuracy : 98.500, Current_norm_ED : 0.9962 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5468 | 5468 | 0.9953 True 8405 | 8405 | 0.9946 True -------------------------------------------------------------------------------- [470/3000] Train loss: 0.00112, Valid loss: 0.01094, Elapsed_time: 133.50223 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9414 | 9414 | 0.9913 True 1572 | 1572 | 0.9940 True -------------------------------------------------------------------------------- [475/3000] Train loss: 0.00080, Valid loss: 0.00901, Elapsed_time: 134.91351 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2134 | 2134 | 0.9947 True 7822 | 7822 | 0.5573 True -------------------------------------------------------------------------------- [480/3000] Train loss: 0.00080, Valid loss: 0.00856, Elapsed_time: 137.32476 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1873 | 1873 | 0.9967 True 4222 | 4222 | 0.5809 True -------------------------------------------------------------------------------- [485/3000] Train loss: 0.00075, Valid loss: 0.00889, Elapsed_time: 138.89596 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9442 | 9442 | 0.9900 True 2164 | 2164 | 0.9966 True -------------------------------------------------------------------------------- [490/3000] Train loss: 0.00069, Valid loss: 0.00879, Elapsed_time: 140.55251 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3258 | 3258 | 0.9964 True 1982 | 1982 | 0.9821 True -------------------------------------------------------------------------------- [495/3000] Train loss: 0.00922, Valid loss: 0.00441, Elapsed_time: 142.33565 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1736 | 1736 | 0.9664 True 8027 | 8027 | 0.9910 True -------------------------------------------------------------------------------- [500/3000] Train loss: 0.00081, Valid loss: 0.00442, Elapsed_time: 143.62799 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3937 | 3937 | 0.9978 True 5239 | 5239 | 0.9979 True -------------------------------------------------------------------------------- [505/3000] Train loss: 0.00496, Valid loss: 0.04684, Elapsed_time: 144.90068 Current_accuracy : 97.000, Current_norm_ED : 0.9912 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1516 | 1516 | 0.9682 True 2003 | 2003 | 0.9971 True -------------------------------------------------------------------------------- [510/3000] Train loss: 0.00276, Valid loss: 0.00169, Elapsed_time: 146.25985 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0034 | 0034 | 0.8025 True 6937 | 6937 | 0.9973 True -------------------------------------------------------------------------------- [515/3000] Train loss: 0.00144, Valid loss: 0.00318, Elapsed_time: 148.74364 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0631 | 0631 | 0.9957 True 3590 | 3590 | 0.9974 True -------------------------------------------------------------------------------- [520/3000] Train loss: 0.00078, Valid loss: 0.00323, Elapsed_time: 150.10732 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8841 | 8841 | 0.7530 True 6217 | 6217 | 0.9974 True -------------------------------------------------------------------------------- [525/3000] Train loss: 0.00084, Valid loss: 0.00252, Elapsed_time: 151.41854 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7667 | 7667 | 0.9596 True 8773 | 8773 | 0.9967 True -------------------------------------------------------------------------------- [530/3000] Train loss: 0.00068, Valid loss: 0.00241, Elapsed_time: 152.70702 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9030 | 9030 | 0.9836 True 6313 | 6313 | 0.9961 True -------------------------------------------------------------------------------- [535/3000] Train loss: 0.00058, Valid loss: 0.00262, Elapsed_time: 153.97848 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0907 | 0907 | 0.9874 True 0567 | 0567 | 0.9965 True -------------------------------------------------------------------------------- [540/3000] Train loss: 0.00059, Valid loss: 0.00253, Elapsed_time: 155.24295 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2164 | 2164 | 0.9986 True 7453 | 7453 | 0.9984 True -------------------------------------------------------------------------------- [545/3000] Train loss: 0.00045, Valid loss: 0.00241, Elapsed_time: 156.86073 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1796 | 1796 | 0.9973 True 1982 | 1982 | 0.9938 True -------------------------------------------------------------------------------- [550/3000] Train loss: 0.00045, Valid loss: 0.00228, Elapsed_time: 158.20097 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6367 | 6367 | 0.9771 True 8872 | 8872 | 0.4912 True -------------------------------------------------------------------------------- [555/3000] Train loss: 0.00047, Valid loss: 0.00203, Elapsed_time: 159.48153 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3560 | 3560 | 0.9989 True 1372 | 1372 | 0.9971 True -------------------------------------------------------------------------------- [560/3000] Train loss: 0.00041, Valid loss: 0.00189, Elapsed_time: 160.75320 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0567 | 0567 | 0.9974 True 2182 | 2182 | 0.9957 True -------------------------------------------------------------------------------- [565/3000] Train loss: 0.00043, Valid loss: 0.00203, Elapsed_time: 162.04688 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6217 | 6217 | 0.9980 True 5627 | 5627 | 0.9968 True -------------------------------------------------------------------------------- [570/3000] Train loss: 0.00049, Valid loss: 0.00143, Elapsed_time: 163.30308 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8744 | 8744 | 0.9090 True 6728 | 6728 | 0.9966 True -------------------------------------------------------------------------------- [575/3000] Train loss: 0.00128, Valid loss: 1.25213, Elapsed_time: 164.66661 Current_accuracy : 68.000, Current_norm_ED : 0.9038 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8907 | 8907 | 0.9731 True 0340 | 0340 | 0.9974 True -------------------------------------------------------------------------------- [580/3000] Train loss: 0.03087, Valid loss: 0.02624, Elapsed_time: 166.49825 Current_accuracy : 97.500, Current_norm_ED : 0.9938 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7667 | 7667 | 0.9971 True 9512 | 9512 | 0.9646 True -------------------------------------------------------------------------------- [585/3000] Train loss: 0.00060, Valid loss: 0.00953, Elapsed_time: 167.84660 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4685 | 4685 | 0.9939 True 6313 | 6313 | 0.9978 True -------------------------------------------------------------------------------- [590/3000] Train loss: 0.00069, Valid loss: 0.01066, Elapsed_time: 169.26128 Current_accuracy : 98.500, Current_norm_ED : 0.9962 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3351 | 3351 | 0.7326 True 7875 | 7875 | 0.9972 True -------------------------------------------------------------------------------- [595/3000] Train loss: 0.00054, Valid loss: 0.00583, Elapsed_time: 170.62101 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2017 | 2017 | 0.9942 True 9267 | 9267 | 0.9967 True -------------------------------------------------------------------------------- [600/3000] Train loss: 0.00056, Valid loss: 0.00467, Elapsed_time: 171.99097 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3067 | 3067 | 0.9974 True 7010 | 7010 | 0.9982 True -------------------------------------------------------------------------------- [605/3000] Train loss: 0.00044, Valid loss: 0.00463, Elapsed_time: 173.41696 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1737 | 1737 | 0.9898 True 1736 | 1736 | 0.9891 True -------------------------------------------------------------------------------- [610/3000] Train loss: 0.00039, Valid loss: 0.00317, Elapsed_time: 175.16414 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8967 | 8967 | 0.9952 True 5415 | 5415 | 0.9989 True -------------------------------------------------------------------------------- [615/3000] Train loss: 0.00993, Valid loss: 0.00251, Elapsed_time: 176.52249 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1960 | 1960 | 0.9991 True 0907 | 0907 | 0.9930 True -------------------------------------------------------------------------------- [620/3000] Train loss: 0.00084, Valid loss: 0.00791, Elapsed_time: 177.86785 Current_accuracy : 98.000, Current_norm_ED : 0.9950 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9438 | 9438 | 0.9970 True 2894 | 2894 | 0.9979 True -------------------------------------------------------------------------------- [5/3000] Train loss: 0.00148, Valid loss: 0.00237, Elapsed_time: 2.17476 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0816 | 0816 | 0.9914 True 6910 | 6910 | 0.9958 True -------------------------------------------------------------------------------- [10/3000] Train loss: 0.00107, Valid loss: 0.00265, Elapsed_time: 4.50040 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7066 | 7066 | 0.6946 True 4405 | 4405 | 0.4445 True -------------------------------------------------------------------------------- [15/3000] Train loss: 0.00169, Valid loss: 0.00222, Elapsed_time: 5.79412 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9541 | 9541 | 0.9875 True 1796 | 1796 | 0.9900 True -------------------------------------------------------------------------------- [20/3000] Train loss: 0.00106, Valid loss: 0.00189, Elapsed_time: 7.09162 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8834 | 8834 | 0.7488 True 7742 | 7742 | 0.6291 True -------------------------------------------------------------------------------- [25/3000] Train loss: 0.00101, Valid loss: 0.00206, Elapsed_time: 8.36119 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8461 | 8461 | 0.9937 True 6914 | 6914 | 0.9915 True -------------------------------------------------------------------------------- [30/3000] Train loss: 0.00108, Valid loss: 0.00166, Elapsed_time: 9.64624 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2239 | 2239 | 0.6709 True 3574 | 3574 | 0.9951 True -------------------------------------------------------------------------------- [35/3000] Train loss: 0.07126, Valid loss: 0.02292, Elapsed_time: 11.68424 Current_accuracy : 97.500, Current_norm_ED : 0.9938 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4236 | 4236 | 0.9946 True 8770 | 8770 | 0.9829 True -------------------------------------------------------------------------------- [40/3000] Train loss: 0.06139, Valid loss: 0.13357, Elapsed_time: 13.03676 Current_accuracy : 87.000, Current_norm_ED : 0.9675 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8290 | 8290 | 0.5359 True 5427 | 5427 | 0.9726 True -------------------------------------------------------------------------------- [45/3000] Train loss: 0.16072, Valid loss: 0.15473, Elapsed_time: 14.31064 Current_accuracy : 84.000, Current_norm_ED : 0.9600 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7295 | 7294 | 0.3234 False 8575 | 8575 | 0.9668 True -------------------------------------------------------------------------------- [50/3000] Train loss: 0.05503, Valid loss: 0.94489, Elapsed_time: 15.59460 Current_accuracy : 58.000, Current_norm_ED : 0.8740 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4783 | 4783 | 0.9870 True 9589 | 9589 | 0.3570 True -------------------------------------------------------------------------------- [55/3000] Train loss: 0.06731, Valid loss: 0.06627, Elapsed_time: 16.90181 Current_accuracy : 93.500, Current_norm_ED : 0.9810 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1407 | 1407 | 0.9616 True 0228 | 0228 | 0.9854 True -------------------------------------------------------------------------------- [60/3000] Train loss: 0.24815, Valid loss: 0.04797, Elapsed_time: 18.18259 Current_accuracy : 94.000, Current_norm_ED : 0.9840 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0155 | 015 | 0.3954 False 6964 | 6964 | 0.9780 True -------------------------------------------------------------------------------- [65/3000] Train loss: 0.06156, Valid loss: 0.27278, Elapsed_time: 19.79169 Current_accuracy : 83.500, Current_norm_ED : 0.9575 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9512 | 9512 | 0.5333 True 0567 | 0567 | 0.9222 True -------------------------------------------------------------------------------- [70/3000] Train loss: 0.07313, Valid loss: 0.06340, Elapsed_time: 21.14289 Current_accuracy : 91.000, Current_norm_ED : 0.9775 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0469 | 0469 | 0.9922 True 1407 | 1407 | 0.9052 True -------------------------------------------------------------------------------- [75/3000] Train loss: 0.03375, Valid loss: 0.03446, Elapsed_time: 22.43782 Current_accuracy : 94.000, Current_norm_ED : 0.9850 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8488 | 848 | 0.7396 False 9571 | 9571 | 0.9476 True -------------------------------------------------------------------------------- [80/3000] Train loss: 0.01197, Valid loss: 0.00984, Elapsed_time: 23.75047 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9335 | 9335 | 0.9966 True 5165 | 5165 | 0.9976 True -------------------------------------------------------------------------------- [85/3000] Train loss: 0.00424, Valid loss: 0.00694, Elapsed_time: 25.05996 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2843 | 2843 | 0.9915 True 0340 | 0340 | 0.9880 True -------------------------------------------------------------------------------- [90/3000] Train loss: 0.00600, Valid loss: 0.00366, Elapsed_time: 26.33258 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1383 | 1383 | 0.9923 True 3506 | 3506 | 0.9935 True -------------------------------------------------------------------------------- [95/3000] Train loss: 0.00217, Valid loss: 0.00285, Elapsed_time: 28.25701 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9267 | 9267 | 0.9942 True 7810 | 7810 | 0.9865 True -------------------------------------------------------------------------------- [100/3000] Train loss: 0.00188, Valid loss: 0.00334, Elapsed_time: 29.85295 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3506 | 3506 | 0.9948 True 1383 | 1383 | 0.9937 True -------------------------------------------------------------------------------- [105/3000] Train loss: 0.00161, Valid loss: 0.00278, Elapsed_time: 31.15420 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6910 | 6910 | 0.9881 True 1730 | 1730 | 0.9924 True -------------------------------------------------------------------------------- [110/3000] Train loss: 0.00152, Valid loss: 0.00257, Elapsed_time: 32.46342 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7028 | 7028 | 0.9969 True 9589 | 9589 | 0.9829 True -------------------------------------------------------------------------------- [115/3000] Train loss: 0.00139, Valid loss: 0.00230, Elapsed_time: 33.74879 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8744 | 8744 | 0.6895 True 9267 | 9267 | 0.9941 True -------------------------------------------------------------------------------- [120/3000] Train loss: 0.00137, Valid loss: 0.00240, Elapsed_time: 35.03426 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8967 | 8967 | 0.9952 True 1873 | 1873 | 0.9961 True -------------------------------------------------------------------------------- [125/3000] Train loss: 0.00114, Valid loss: 0.00210, Elapsed_time: 36.30436 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0713 | 0713 | 0.9952 True 0975 | 0975 | 0.9950 True -------------------------------------------------------------------------------- [130/3000] Train loss: 0.00114, Valid loss: 0.00192, Elapsed_time: 37.88743 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3258 | 3258 | 0.9955 True 4459 | 4459 | 0.6283 True -------------------------------------------------------------------------------- [135/3000] Train loss: 0.00113, Valid loss: 0.00188, Elapsed_time: 39.15843 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0155 | 0155 | 0.8621 True 9335 | 9335 | 0.9981 True -------------------------------------------------------------------------------- [140/3000] Train loss: 0.00097, Valid loss: 0.00173, Elapsed_time: 40.53382 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3574 | 3574 | 0.9949 True 9163 | 9163 | 0.9977 True -------------------------------------------------------------------------------- [145/3000] Train loss: 0.00108, Valid loss: 0.00160, Elapsed_time: 41.95089 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7209 | 7209 | 0.9943 True 0056 | 0056 | 0.5025 True -------------------------------------------------------------------------------- [150/3000] Train loss: 0.00093, Valid loss: 0.00160, Elapsed_time: 43.31102 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4769 | 4769 | 0.9939 True 8834 | 8834 | 0.7293 True -------------------------------------------------------------------------------- [155/3000] Train loss: 0.00125, Valid loss: 0.00156, Elapsed_time: 44.76757 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1140 | 1140 | 0.6528 True 0702 | 0702 | 0.9961 True -------------------------------------------------------------------------------- [160/3000] Train loss: 0.00087, Valid loss: 0.00152, Elapsed_time: 46.42614 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3574 | 3574 | 0.9964 True 7764 | 7764 | 0.5745 True -------------------------------------------------------------------------------- [165/3000] Train loss: 0.00109, Valid loss: 0.00124, Elapsed_time: 47.78533 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3560 | 3560 | 0.9976 True 3450 | 3450 | 0.9981 True -------------------------------------------------------------------------------- [170/3000] Train loss: 0.00081, Valid loss: 0.00128, Elapsed_time: 49.06187 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3560 | 3560 | 0.9977 True 0702 | 0702 | 0.9962 True -------------------------------------------------------------------------------- [175/3000] Train loss: 0.00075, Valid loss: 0.00118, Elapsed_time: 50.34752 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8405 | 8405 | 0.9939 True 2768 | 2768 | 0.9897 True -------------------------------------------------------------------------------- [180/3000] Train loss: 0.00080, Valid loss: 0.00112, Elapsed_time: 51.64240 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5468 | 5468 | 0.9970 True 7209 | 7209 | 0.9949 True -------------------------------------------------------------------------------- [185/3000] Train loss: 0.00058, Valid loss: 0.00125, Elapsed_time: 52.91240 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9033 | 9033 | 0.4981 True 0907 | 0907 | 0.9925 True -------------------------------------------------------------------------------- [190/3000] Train loss: 0.00075, Valid loss: 0.00105, Elapsed_time: 54.16276 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1372 | 1372 | 0.9956 True 7453 | 7453 | 0.9962 True -------------------------------------------------------------------------------- [195/3000] Train loss: 0.00058, Valid loss: 0.00118, Elapsed_time: 55.76863 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8744 | 8744 | 0.7097 True 2737 | 2737 | 0.9938 True -------------------------------------------------------------------------------- [200/3000] Train loss: 0.00061, Valid loss: 0.00104, Elapsed_time: 57.07057 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3409 | 3409 | 0.9961 True 0816 | 0816 | 0.9945 True -------------------------------------------------------------------------------- [205/3000] Train loss: 0.00056, Valid loss: 0.00100, Elapsed_time: 58.39015 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4923 | 4923 | 0.9964 True 6852 | 6852 | 0.9970 True -------------------------------------------------------------------------------- [210/3000] Train loss: 0.00071, Valid loss: 0.00096, Elapsed_time: 59.68443 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3258 | 3258 | 0.9977 True 6910 | 6910 | 0.9956 True -------------------------------------------------------------------------------- [215/3000] Train loss: 0.00056, Valid loss: 0.00087, Elapsed_time: 61.69734 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4301 | 4301 | 0.9988 True 5239 | 5239 | 0.9988 True -------------------------------------------------------------------------------- [220/3000] Train loss: 0.00055, Valid loss: 0.00085, Elapsed_time: 63.03337 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9033 | 9033 | 0.5168 True 0056 | 0056 | 0.5918 True -------------------------------------------------------------------------------- [225/3000] Train loss: 0.00056, Valid loss: 0.00082, Elapsed_time: 64.68356 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6574 | 6574 | 0.9954 True 6787 | 6787 | 0.9953 True -------------------------------------------------------------------------------- [230/3000] Train loss: 0.00052, Valid loss: 0.00088, Elapsed_time: 66.06985 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8770 | 8770 | 0.9942 True 8872 | 8872 | 0.7494 True -------------------------------------------------------------------------------- [235/3000] Train loss: 0.00052, Valid loss: 0.00078, Elapsed_time: 67.41553 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9139 | 9139 | 0.9992 True 1982 | 1982 | 0.9945 True -------------------------------------------------------------------------------- [240/3000] Train loss: 0.00049, Valid loss: 0.00078, Elapsed_time: 68.72277 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3032 | 3032 | 0.9958 True 4236 | 4236 | 0.9940 True -------------------------------------------------------------------------------- [245/3000] Train loss: 0.00043, Valid loss: 0.00071, Elapsed_time: 70.03284 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7014 | 7014 | 0.9946 True 8096 | 8096 | 0.9971 True -------------------------------------------------------------------------------- [250/3000] Train loss: 0.00044, Valid loss: 0.00072, Elapsed_time: 71.32946 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 8794 | 8794 | 0.9985 True 7764 | 7764 | 0.4822 True -------------------------------------------------------------------------------- [255/3000] Train loss: 0.00045, Valid loss: 0.00070, Elapsed_time: 72.63576 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6964 | 6964 | 0.9982 True 5468 | 5468 | 0.9980 True -------------------------------------------------------------------------------- [260/3000] Train loss: 0.00045, Valid loss: 0.00076, Elapsed_time: 74.33322 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0816 | 0816 | 0.9962 True 7453 | 7453 | 0.9974 True -------------------------------------------------------------------------------- [265/3000] Train loss: 0.00045, Valid loss: 0.00066, Elapsed_time: 75.67950 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7803 | 7803 | 0.9987 True 3361 | 3361 | 0.7184 True -------------------------------------------------------------------------------- [270/3000] Train loss: 0.00039, Valid loss: 0.00070, Elapsed_time: 77.00066 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2017 | 2017 | 0.9952 True 7764 | 7764 | 0.4844 True -------------------------------------------------------------------------------- [275/3000] Train loss: 0.00042, Valid loss: 0.00063, Elapsed_time: 78.28083 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 5627 | 5627 | 0.9974 True 4952 | 4952 | 0.9987 True -------------------------------------------------------------------------------- [280/3000] Train loss: 0.00041, Valid loss: 0.00070, Elapsed_time: 79.54747 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7875 | 7875 | 0.9976 True 3297 | 3297 | 0.9941 True -------------------------------------------------------------------------------- [285/3000] Train loss: 0.00040, Valid loss: 0.00062, Elapsed_time: 80.81100 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0663 | 0663 | 0.9982 True 5944 | 5944 | 0.9402 True -------------------------------------------------------------------------------- [290/3000] Train loss: 0.00039, Valid loss: 0.00061, Elapsed_time: 82.44277 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7764 | 7764 | 0.6676 True 1140 | 1140 | 0.9362 True -------------------------------------------------------------------------------- [295/3000] Train loss: 0.00035, Valid loss: 0.00062, Elapsed_time: 83.76196 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7695 | 7695 | 0.9868 True 1572 | 1572 | 0.9983 True -------------------------------------------------------------------------------- [300/3000] Train loss: 0.00044, Valid loss: 0.00062, Elapsed_time: 85.11421 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9442 | 9442 | 0.9974 True 1516 | 1516 | 0.9898 True -------------------------------------------------------------------------------- [305/3000] Train loss: 0.00038, Valid loss: 0.00059, Elapsed_time: 86.44283 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1730 | 1730 | 0.9978 True 3409 | 3409 | 0.9977 True -------------------------------------------------------------------------------- [310/3000] Train loss: 0.00036, Valid loss: 0.00068, Elapsed_time: 87.72479 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9046 | 9046 | 0.9974 True 7188 | 7188 | 0.4350 True -------------------------------------------------------------------------------- [315/3000] Train loss: 0.00031, Valid loss: 0.00054, Elapsed_time: 89.01373 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0816 | 0816 | 0.9975 True 3937 | 3937 | 0.9989 True -------------------------------------------------------------------------------- [320/3000] Train loss: 0.00035, Valid loss: 0.00054, Elapsed_time: 90.66874 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0298 | 0298 | 0.9941 True 9281 | 9281 | 0.9928 True -------------------------------------------------------------------------------- [325/3000] Train loss: 0.00030, Valid loss: 0.00054, Elapsed_time: 91.94772 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9267 | 9267 | 0.9980 True 0816 | 0816 | 0.9977 True -------------------------------------------------------------------------------- [330/3000] Train loss: 0.00063, Valid loss: 0.00687, Elapsed_time: 93.28919 Current_accuracy : 99.000, Current_norm_ED : 0.9975 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3361 | 3361 | 0.7152 True 9046 | 9046 | 0.9966 True -------------------------------------------------------------------------------- [335/3000] Train loss: 0.00031, Valid loss: 0.00176, Elapsed_time: 95.24201 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2831 | 2831 | 0.9991 True 1372 | 1372 | 0.9978 True -------------------------------------------------------------------------------- [340/3000] Train loss: 0.00943, Valid loss: 0.00178, Elapsed_time: 96.53250 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9589 | 9589 | 0.9936 True 3297 | 3297 | 0.9935 True -------------------------------------------------------------------------------- [345/3000] Train loss: 0.00524, Valid loss: 0.01931, Elapsed_time: 97.85127 Current_accuracy : 97.500, Current_norm_ED : 0.9938 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2164 | 2164 | 0.7066 True 7010 | 7010 | 0.9982 True -------------------------------------------------------------------------------- [350/3000] Train loss: 0.01660, Valid loss: 0.00459, Elapsed_time: 99.16311 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0627 | 0627 | 0.9978 True 8575 | 8575 | 0.9979 True -------------------------------------------------------------------------------- [10/3000] Train loss: 0.03117, Valid loss: 0.07155, Elapsed_time: 2.73166 Current_accuracy : 91.000, Current_norm_ED : 0.9753 Best_accuracy : 91.000, Best_norm_ED : 0.9753 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2134 | 2134 | 0.9954 True 7682 | 7682 | 0.9872 True -------------------------------------------------------------------------------- [20/3000] Train loss: 0.06101, Valid loss: 0.15744, Elapsed_time: 6.11570 Current_accuracy : 86.000, Current_norm_ED : 0.9628 Best_accuracy : 91.000, Best_norm_ED : 0.9753 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2017 | 2017 | 0.9763 True 8872 | 68872 | 0.6431 False -------------------------------------------------------------------------------- [30/3000] Train loss: 0.03713, Valid loss: 0.35908, Elapsed_time: 7.71114 Current_accuracy : 71.500, Current_norm_ED : 0.9203 Best_accuracy : 91.000, Best_norm_ED : 0.9753 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 2665 | 2865 | 0.9369 False 3638 | 3638 | 0.9864 True -------------------------------------------------------------------------------- [40/3000] Train loss: 0.12717, Valid loss: 0.02260, Elapsed_time: 9.93826 Current_accuracy : 98.000, Current_norm_ED : 0.9950 Best_accuracy : 98.000, Best_norm_ED : 0.9950 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 4638 | 4638 | 0.9934 True 8967 | 8967 | 0.9464 True -------------------------------------------------------------------------------- [50/3000] Train loss: 0.03236, Valid loss: 0.20554, Elapsed_time: 12.25818 Current_accuracy : 86.000, Current_norm_ED : 0.9633 Best_accuracy : 98.000, Best_norm_ED : 0.9950 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7682 | 7682 | 0.9656 True 1572 | 1572 | 0.9918 True -------------------------------------------------------------------------------- [60/3000] Train loss: 0.02453, Valid loss: 0.03032, Elapsed_time: 13.83270 Current_accuracy : 96.000, Current_norm_ED : 0.9903 Best_accuracy : 98.000, Best_norm_ED : 0.9950 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 1960 | 1960 | 0.9947 True 0567 | 0567 | 0.9817 True -------------------------------------------------------------------------------- [70/3000] Train loss: 0.01347, Valid loss: 0.01210, Elapsed_time: 15.71673 Current_accuracy : 97.500, Current_norm_ED : 0.9938 Best_accuracy : 98.000, Best_norm_ED : 0.9950 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 6919 | 6919 | 0.9900 True 0663 | 0663 | 0.9962 True -------------------------------------------------------------------------------- [80/3000] Train loss: 0.00391, Valid loss: 0.00583, Elapsed_time: 17.26573 Current_accuracy : 99.500, Current_norm_ED : 0.9988 Best_accuracy : 99.500, Best_norm_ED : 0.9988 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0816 | 0816 | 0.9932 True 3032 | 3032 | 0.9690 True -------------------------------------------------------------------------------- [90/3000] Train loss: 0.00166, Valid loss: 0.00290, Elapsed_time: 19.50418 Current_accuracy : 100.000, Current_norm_ED : 1.0000 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 3638 | 3638 | 0.9974 True 2433 | 2433 | 0.4908 True -------------------------------------------------------------------------------- [100/3000] Train loss: 0.13232, Valid loss: 0.03657, Elapsed_time: 22.03379 Current_accuracy : 98.000, Current_norm_ED : 0.9950 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 7695 | 7695 | 0.7722 True 0944 | 0944 | 0.8006 True -------------------------------------------------------------------------------- [110/3000] Train loss: 0.01464, Valid loss: 0.04414, Elapsed_time: 23.64093 Current_accuracy : 97.500, Current_norm_ED : 0.9938 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 9700 | 9700 | 0.7042 True 8744 | 8744 | 0.8095 True -------------------------------------------------------------------------------- [120/3000] Train loss: 0.03909, Valid loss: 0.03534, Elapsed_time: 25.22982 Current_accuracy : 97.000, Current_norm_ED : 0.9925 Best_accuracy : 100.000, Best_norm_ED : 1.0000 -------------------------------------------------------------------------------- Ground Truth | Prediction | Confidence Score & T/F -------------------------------------------------------------------------------- 0155 | 0155 | 0.7246 True 7667 | 7667 | 0.9870 True --------------------------------------------------------------------------------