圖像識別准確率太高,數據集分類正常,損失函數下降正常,這種問題該怎麼樣去解決?
training on cuda
Epoch1/50·· Train loss :1.741
Accuracy of the network on the 22 test images: 0 %
Epoch1/50·· Train loss :1.956
Accuracy of the network on the 22 test images: 0 %
Epoch1/50·· Train loss :1.965
Accuracy of the network on the 22 test images: 14 %
Epoch1/50·· Train loss :1.955
Accuracy of the network on the 22 test images: 30 %
Epoch1/50·· Train loss :1.948
Accuracy of the network on the 22 test images: 46 %
Epoch1/50·· Train loss :1.935
Accuracy of the network on the 22 test images: 43 %
Epoch2/50·· Train loss :1.926
Accuracy of the network on the 22 test images: 50 %
Epoch2/50·· Train loss :1.909
Accuracy of the network on the 22 test images: 55 %
Epoch2/50·· Train loss :1.905
Accuracy of the network on the 22 test images: 63 %
Epoch2/50·· Train loss :1.878
Accuracy of the network on the 22 test images: 76 %
Epoch2/50·· Train loss :1.873
Accuracy of the network on the 22 test images: 86 %
Epoch2/50·· Train loss :1.860
Accuracy of the network on the 22 test images: 91 %
Epoch2/50·· Train loss :1.840
Accuracy of the network on the 22 test images: 94 %
Epoch3/50·· Train loss :1.826
Accuracy of the network on the 22 test images: 96 %
Epoch3/50·· Train loss :1.817
Accuracy of the network on the 22 test images: 97 %
Epoch3/50·· Train loss :1.800
Accuracy of the network on the 22 test images: 98 %
Epoch3/50·· Train loss :1.771
Accuracy of the network on the 22 test images: 99 %
Epoch3/50·· Train loss :1.782
Accuracy of the network on the 22 test images: 99 %
Epoch3/50·· Train loss :1.770
Accuracy of the network on the 22 test images: 100 %
Epoch3/50·· Train loss :1.747
Accuracy of the network on the 22 test images: 100 %
Epoch4/50·· Train loss :1.723
Accuracy of the network on the 22 test images: 100 %
Epoch4/50·· Train loss :1.712
Accuracy of the network on the 22 test images: 100 %
Epoch4/50·· Train loss :1.702
Accuracy of the network on the 22 test images: 100 %
Epoch4/50·· Train loss :1.708
Accuracy of the network on the 22 test images: 100 %
Epoch4/50·· Train loss :1.697
Accuracy of the network on the 22 test images: 100 %
Epoch4/50·· Train loss :1.671
Accuracy of the network on the 22 test images: 100 %
Epoch4/50·· Train loss :1.663
Accuracy of the network on the 22 test images: 100 %
Epoch5/50·· Train loss :1.640
Accuracy of the network on the 22 test images: 100 %
Epoch5/50·· Train loss :1.632
Accuracy of the network on the 22 test images: 100 %
Epoch5/50·· Train loss :1.622
Accuracy of the network on the 22 test images: 100 %
Epoch5/50·· Train loss :1.614
Accuracy of the network on the 22 test images: 100 %
Epoch5/50·· Train loss :1.588
Accuracy of the network on the 22 test images: 100 %
Epoch5/50·· Train loss :1.584
Accuracy of the network on the 22 test images: 100 %
Epoch6/50·· Train loss :1.571
Accuracy of the network on the 22 test images: 100 %
Epoch6/50·· Train loss :1.565
Accuracy of the network on the 22 test images: 100 %
Epoch6/50·· Train loss :1.548
Accuracy of the network on the 22 test images: 100 %
Epoch6/50·· Train loss :1.551
Accuracy of the network on the 22 test images: 100 %
Epoch6/50·· Train loss :1.521
Accuracy of the network on the 22 test images: 100 %
Epoch6/50·· Train loss :1.519
Accuracy of the network on the 22 test images: 100 %
Epoch6/50·· Train loss :1.492
Accuracy of the network on the 22 test images: 100 %
Epoch7/50·· Train loss :1.476
Accuracy of the network on the 22 test images: 100 %
Epoch7/50·· Train loss :1.444
Accuracy of the network on the 22 test images: 100 %
Epoch7/50·· Train loss :1.453
Accuracy of the network on the 22 test images: 100 %
Epoch7/50·· Train loss :1.444
Accuracy of the network on the 22 test images: 100 %
Epoch7/50·· Train loss :1.438
Accuracy of the network on the 22 test images: 100 %
Epoch7/50·· Train loss :1.434
Accuracy of the network on the 22 test images: 100 %
Epoch7/50·· Train loss :1.406
Accuracy of the network on the 22 test images: 100 %
Epoch8/50·· Train loss :1.397
Accuracy of the network on the 22 test images: 100 %
Epoch8/50·· Train loss :1.387
Accuracy of the network on the 22 test images: 100 %
Epoch8/50·· Train loss :1.372
Accuracy of the network on the 22 test images: 100 %
Epoch8/50·· Train loss :1.360
Accuracy of the network on the 22 test images: 100 %
Epoch8/50·· Train loss :1.353
Accuracy of the network on the 22 test images: 100 %
Epoch8/50·· Train loss :1.340
Accuracy of the network on the 22 test images: 100 %
Epoch8/50·· Train loss :1.326
Accuracy of the network on the 22 test images: 100 %
Epoch9/50·· Train loss :1.317
Accuracy of the network on the 22 test images: 100 %
Epoch9/50·· Train loss :1.294
Accuracy of the network on the 22 test images: 100 %
Epoch9/50·· Train loss :1.279
Accuracy of the network on the 22 test images: 100 %
Epoch9/50·· Train loss :1.260
Accuracy of the network on the 22 test images: 100 %
Epoch9/50·· Train loss :1.267
Accuracy of the network on the 22 test images: 100 %
Epoch9/50·· Train loss :1.233
Accuracy of the network on the 22 test images: 100 %
Epoch10/50·· Train loss :1.244
Accuracy of the network on the 22 test images: 100 %
Epoch10/50·· Train loss :1.224
Accuracy of the network on the 22 test images: 100 %
Epoch10/50·· Train loss :1.225
Accuracy of the network on the 22 test images: 100 %
Epoch10/50·· Train loss :1.202
Accuracy of the network on the 22 test images: 100 %
Epoch10/50·· Train loss :1.196
Accuracy of the network on the 22 test images: 100 %
Epoch10/50·· Train loss :1.187
Accuracy of the network on the 22 test images: 100 %
Epoch10/50·· Train loss :1.154
Accuracy of the network on the 22 test images: 100 %
Epoch11/50·· Train loss :1.160
Accuracy of the network on the 22 test images: 100 %
Epoch11/50·· Train loss :1.130
Accuracy of the network on the 22 test images: 100 %
Epoch11/50·· Train loss :1.146
Accuracy of the network on the 22 test images: 100 %
Epoch11/50·· Train loss :1.126
Accuracy of the network on the 22 test images: 100 %
Epoch11/50·· Train loss :1.107
Accuracy of the network on the 22 test images: 100 %
Epoch11/50·· Train loss :1.094
Accuracy of the network on the 22 test images: 100 %
Epoch11/50·· Train loss :1.087
Accuracy of the network on the 22 test images: 100 %
Epoch12/50·· Train loss :1.074
Accuracy of the network on the 22 test images: 100 %
Epoch12/50·· Train loss :1.071
Accuracy of the network on the 22 test images: 100 %
Epoch12/50·· Train loss :1.051
Accuracy of the network on the 22 test images: 100 %
Epoch12/50·· Train loss :1.041
Accuracy of the network on the 22 test images: 100 %
Epoch12/50·· Train loss :1.026
Accuracy of the network on the 22 test images: 100 %
Epoch12/50·· Train loss :1.016
Accuracy of the network on the 22 test images: 100 %
Epoch12/50·· Train loss :1.015
Accuracy of the network on the 22 test images: 100 %
Epoch13/50·· Train loss :1.011
Accuracy of the network on the 22 test images: 100 %
Epoch13/50·· Train loss :0.997
Accuracy of the network on the 22 test images: 100 %
Epoch13/50·· Train loss :0.974
Accuracy of the network on the 22 test images: 100 %
Epoch13/50·· Train loss :0.962
Accuracy of the network on the 22 test images: 100 %
Epoch13/50·· Train loss :0.969
Accuracy of the network on the 22 test images: 100 %
Epoch13/50·· Train loss :0.965
Accuracy of the network on the 22 test images: 100 %
Epoch14/50·· Train loss :0.945
Accuracy of the network on the 22 test images: 100 %
Epoch14/50·· Train loss :0.932
Accuracy of the network on the 22 test images: 100 %
Epoch14/50·· Train loss :0.924
Accuracy of the network on the 22 test images: 100 %
Epoch14/50·· Train loss :0.921
Accuracy of the network on the 22 test images: 100 %
Epoch14/50·· Train loss :0.899
Accuracy of the network on the 22 test images: 100 %
Epoch14/50·· Train loss :0.886
Accuracy of the network on the 22 test images: 100 %
Epoch14/50·· Train loss :0.876
Accuracy of the network on the 22 test images: 100 %
Epoch15/50·· Train loss :0.867
Accuracy of the network on the 22 test images: 100 %
Epoch15/50·· Train loss :0.859
Accuracy of the network on the 22 test images: 100 %
Epoch15/50·· Train loss :0.840
Accuracy of the network on the 22 test images: 100 %
Epoch15/50·· Train loss :0.828
Accuracy of the network on the 22 test images: 100 %
Epoch15/50·· Train loss :0.836
Accuracy of the network on the 22 test images: 100 %
Epoch15/50·· Train loss :0.812
Accuracy of the network on the 22 test images: 100 %
Epoch15/50·· Train loss :0.824
Accuracy of the network on the 22 test images: 100 %
Epoch16/50·· Train loss :0.799
Accuracy of the network on the 22 test images: 100 %
Epoch16/50·· Train loss :0.811
Accuracy of the network on the 22 test images: 100 %
Epoch16/50·· Train loss :0.805
Accuracy of the network on the 22 test images: 100 %
Epoch16/50·· Train loss :0.779
Accuracy of the network on the 22 test images: 100 %
Epoch16/50·· Train loss :0.775
Accuracy of the network on the 22 test images: 100 %
Epoch16/50·· Train loss :0.769
Accuracy of the network on the 22 test images: 100 %
Epoch16/50·· Train loss :0.759
Accuracy of the network on the 22 test images: 100 %
Epoch17/50·· Train loss :0.755
Accuracy of the network on the 22 test images: 100 %
Epoch17/50·· Train loss :0.750
Accuracy of the network on the 22 test images: 100 %
Epoch17/50·· Train loss :0.739
Accuracy of the network on the 22 test images: 100 %
Epoch17/50·· Train loss :0.719
Accuracy of the network on the 22 test images: 100 %
Epoch17/50·· Train loss :0.717
Accuracy of the network on the 22 test images: 100 %
Epoch17/50·· Train loss :0.720
Accuracy of the network on the 22 test images: 100 %
Epoch18/50·· Train loss :0.703
Accuracy of the network on the 22 test images: 100 %
Epoch18/50·· Train loss :0.690
Accuracy of the network on the 22 test images: 100 %
Epoch18/50·· Train loss :0.694
Accuracy of the network on the 22 test images: 100 %
Epoch18/50·· Train loss :0.686
Accuracy of the network on the 22 test images: 100 %
Epoch18/50·· Train loss :0.674
Accuracy of the network on the 22 test images: 100 %
Epoch18/50·· Train loss :0.670
Accuracy of the network on the 22 test images: 100 %
Epoch18/50·· Train loss :0.666
Accuracy of the network on the 22 test images: 100 %
Epoch19/50·· Train loss :0.654
Accuracy of the network on the 22 test images: 100 %
Epoch19/50·· Train loss :0.650
Accuracy of the network on the 22 test images: 100 %
Epoch19/50·· Train loss :0.655
Accuracy of the network on the 22 test images: 100 %
Epoch19/50·· Train loss :0.642
Accuracy of the network on the 22 test images: 100 %
Epoch19/50·· Train loss :0.629
Accuracy of the network on the 22 test images: 100 %
Epoch19/50·· Train loss :0.635
Accuracy of the network on the 22 test images: 100 %
Epoch19/50·· Train loss :0.618
Accuracy of the network on the 22 test images: 100 %
Epoch20/50·· Train loss :0.607
Accuracy of the network on the 22 test images: 100 %
Epoch20/50·· Train loss :0.605
Accuracy of the network on the 22 test images: 100 %
Epoch20/50·· Train loss :0.591
Accuracy of the network on the 22 test images: 100 %
Epoch20/50·· Train loss :0.600
Accuracy of the network on the 22 test images: 100 %
Epoch20/50·· Train loss :0.579
Accuracy of the network on the 22 test images: 100 %
Epoch20/50·· Train loss :0.573
Accuracy of the network on the 22 test images: 100 %
Epoch20/50·· Train loss :0.571
Accuracy of the network on the 22 test images: 100 %
Epoch21/50·· Train loss :0.574
Accuracy of the network on the 22 test images: 100 %
Epoch21/50·· Train loss :0.574
Accuracy of the network on the 22 test images: 100 %
Epoch21/50·· Train loss :0.563
Accuracy of the network on the 22 test images: 100 %
Epoch21/50·· Train loss :0.555
Accuracy of the network on the 22 test images: 100 %
Epoch21/50·· Train loss :0.550
Accuracy of the network on the 22 test images: 100 %
Epoch21/50·· Train loss :0.546
Accuracy of the network on the 22 test images: 100 %
Epoch22/50·· Train loss :0.540
Accuracy of the network on the 22 test images: 100 %
Epoch22/50·· Train loss :0.535
Accuracy of the network on the 22 test images: 100 %
Epoch22/50·· Train loss :0.530
Accuracy of the network on the 22 test images: 100 %
Epoch22/50·· Train loss :0.509
Accuracy of the network on the 22 test images: 100 %
Epoch22/50·· Train loss :0.513
Accuracy of the network on the 22 test images: 100 %
Epoch22/50·· Train loss :0.505
Accuracy of the network on the 22 test images: 100 %
Epoch22/50·· Train loss :0.506
Accuracy of the network on the 22 test images: 100 %
Epoch23/50·· Train loss :0.489
Accuracy of the network on the 22 test images: 100 %
Epoch23/50·· Train loss :0.492
Accuracy of the network on the 22 test images: 100 %
Epoch23/50·· Train loss :0.490
Accuracy of the network on the 22 test images: 100 %
Epoch23/50·· Train loss :0.486
Accuracy of the network on the 22 test images: 100 %
Epoch23/50·· Train loss :0.489
Accuracy of the network on the 22 test images: 100 %
Epoch23/50·· Train loss :0.468
Accuracy of the network on the 22 test images: 100 %
Epoch23/50·· Train loss :0.464
Accuracy of the network on the 22 test images: 100 %
Epoch24/50·· Train loss :0.465
Accuracy of the network on the 22 test images: 100 %
Epoch24/50·· Train loss :0.455
Accuracy of the network on the 22 test images: 100 %
Epoch24/50·· Train loss :0.463
Accuracy of the network on the 22 test images: 100 %
Epoch24/50·· Train loss :0.454
Accuracy of the network on the 22 test images: 100 %
Epoch24/50·· Train loss :0.449
Accuracy of the network on the 22 test images: 100 %
Epoch24/50·· Train loss :0.447
Accuracy of the network on the 22 test images: 100 %
Epoch24/50·· Train loss :0.447
Accuracy of the network on the 22 test images: 100 %
Epoch25/50·· Train loss :0.438
Accuracy of the network on the 22 test images: 100 %
Epoch25/50·· Train loss :0.429
Accuracy of the network on the 22 test images: 100 %
Epoch25/50·· Train loss :0.428
Accuracy of the network on the 22 test images: 100 %
Epoch25/50·· Train loss :0.427
Accuracy of the network on the 22 test images: 100 %
Epoch25/50·· Train loss :0.414
Accuracy of the network on the 22 test images: 100 %
Epoch25/50·· Train loss :0.419
Accuracy of the network on the 22 test images: 100 %
Epoch26/50·· Train loss :0.417
Accuracy of the network on the 22 test images: 100 %
Epoch26/50·· Train loss :0.413
Accuracy of the network on the 22 test images: 100 %
Epoch26/50·· Train loss :0.404
Accuracy of the network on the 22 test images: 100 %
Epoch26/50·· Train loss :0.414
Accuracy of the network on the 22 test images: 100 %
Epoch26/50·· Train loss :0.391
Accuracy of the network on the 22 test images: 100 %
Epoch26/50·· Train loss :0.398
Accuracy of the network on the 22 test images: 100 %
Epoch26/50·· Train loss :0.389
Accuracy of the network on the 22 test images: 100 %
Epoch27/50·· Train loss :0.378
Accuracy of the network on the 22 test images: 100 %
Epoch27/50·· Train loss :0.391
Accuracy of the network on the 22 test images: 100 %
Epoch27/50·· Train loss :0.387
Accuracy of the network on the 22 test images: 100 %
Epoch27/50·· Train loss :0.382
Accuracy of the network on the 22 test images: 100 %
Epoch27/50·· Train loss :0.387
Accuracy of the network on the 22 test images: 100 %
Epoch27/50·· Train loss :0.380
Accuracy of the network on the 22 test images: 100 %
Epoch27/50·· Train loss :0.362
Accuracy of the network on the 22 test images: 100 %
Epoch28/50·· Train loss :0.357
Accuracy of the network on the 22 test images: 100 %
Epoch28/50·· Train loss :0.351
Accuracy of the network on the 22 test images: 100 %
Epoch28/50·· Train loss :0.357
Accuracy of the network on the 22 test images: 100 %
Epoch28/50·· Train loss :0.360
Accuracy of the network on the 22 test images: 100 %
Epoch28/50·· Train loss :0.350
Accuracy of the network on the 22 test images: 100 %
Epoch28/50·· Train loss :0.341
Accuracy of the network on the 22 test images: 100 %
Epoch28/50·· Train loss :0.340
Accuracy of the network on the 22 test images: 100 %
Epoch29/50·· Train loss :0.342
Accuracy of the network on the 22 test images: 100 %
Epoch29/50·· Train loss :0.342
Accuracy of the network on the 22 test images: 100 %
Epoch29/50·· Train loss :0.344
Accuracy of the network on the 22 test images: 100 %
Epoch29/50·· Train loss :0.338
Accuracy of the network on the 22 test images: 100 %
Epoch29/50·· Train loss :0.323
Accuracy of the network on the 22 test images: 100 %
Epoch29/50·· Train loss :0.317
Accuracy of the network on the 22 test images: 100 %
Epoch30/50·· Train loss :0.323
Accuracy of the network on the 22 test images: 100 %
Epoch30/50·· Train loss :0.328
Accuracy of the network on the 22 test images: 100 %
Epoch30/50·· Train loss :0.328
Accuracy of the network on the 22 test images: 100 %
Epoch30/50·· Train loss :0.321
Accuracy of the network on the 22 test images: 100 %
Epoch30/50·· Train loss :0.314
Accuracy of the network on the 22 test images: 100 %
Epoch30/50·· Train loss :0.312
Accuracy of the network on the 22 test images: 100 %
Epoch30/50·· Train loss :0.308
Accuracy of the network on the 22 test images: 100 %
Epoch31/50·· Train loss :0.298
Accuracy of the network on the 22 test images: 100 %
Epoch31/50·· Train loss :0.295
Accuracy of the network on the 22 test images: 100 %
Epoch31/50·· Train loss :0.297
Accuracy of the network on the 22 test images: 100 %
Epoch31/50·· Train loss :0.298
Accuracy of the network on the 22 test images: 100 %
Epoch31/50·· Train loss :0.295
Accuracy of the network on the 22 test images: 100 %
Epoch31/50·· Train loss :0.288
Accuracy of the network on the 22 test images: 100 %
Epoch31/50·· Train loss :0.281
Accuracy of the network on the 22 test images: 100 %
Epoch32/50·· Train loss :0.276
Accuracy of the network on the 22 test images: 100 %
Epoch32/50·· Train loss :0.280
Accuracy of the network on the 22 test images: 100 %
Epoch32/50·· Train loss :0.279
Accuracy of the network on the 22 test images: 100 %
Epoch32/50·· Train loss :0.276
Accuracy of the network on the 22 test images: 100 %
Epoch32/50·· Train loss :0.274
Accuracy of the network on the 22 test images: 100 %
Epoch32/50·· Train loss :0.279
Accuracy of the network on the 22 test images: 100 %
Epoch32/50·· Train loss :0.276
Accuracy of the network on the 22 test images: 100 %
Epoch33/50·· Train loss :0.267
Accuracy of the network on the 22 test images: 100 %
Epoch33/50·· Train loss :0.266
Accuracy of the network on the 22 test images: 100 %
Epoch33/50·· Train loss :0.263
Accuracy of the network on the 22 test images: 100 %
Epoch33/50·· Train loss :0.265
Accuracy of the network on the 22 test images: 100 %
Epoch33/50·· Train loss :0.268
Accuracy of the network on the 22 test images: 100 %
Epoch33/50·· Train loss :0.266
Accuracy of the network on the 22 test images: 100 %
Epoch34/50·· Train loss :0.253
Accuracy of the network on the 22 test images: 100 %
Epoch34/50·· Train loss :0.264
Accuracy of the network on the 22 test images: 100 %
Epoch34/50·· Train loss :0.258
Accuracy of the network on the 22 test images: 100 %
Epoch34/50·· Train loss :0.257
Accuracy of the network on the 22 test images: 100 %
Epoch34/50·· Train loss :0.251
Accuracy of the network on the 22 test images: 100 %
Epoch34/50·· Train loss :0.250
Accuracy of the network on the 22 test images: 100 %
Epoch34/50·· Train loss :0.242
Accuracy of the network on the 22 test images: 100 %
Epoch35/50·· Train loss :0.245
Accuracy of the network on the 22 test images: 100 %
Epoch35/50·· Train loss :0.238
Accuracy of the network on the 22 test images: 100 %
Epoch35/50·· Train loss :0.236
Accuracy of the network on the 22 test images: 100 %
Epoch35/50·· Train loss :0.236
Accuracy of the network on the 22 test images: 100 %
Epoch35/50·· Train loss :0.236
Accuracy of the network on the 22 test images: 100 %
Epoch35/50·· Train loss :0.230
Accuracy of the network on the 22 test images: 100 %
Epoch35/50·· Train loss :0.226
Accuracy of the network on the 22 test images: 100 %
Epoch36/50·· Train loss :0.224
Accuracy of the network on the 22 test images: 100 %
Epoch36/50·· Train loss :0.227
Accuracy of the network on the 22 test images: 100 %
Epoch36/50·· Train loss :0.217
Accuracy of the network on the 22 test images: 100 %
Epoch36/50·· Train loss :0.216
Accuracy of the network on the 22 test images: 100 %
Epoch36/50·· Train loss :0.221
Accuracy of the network on the 22 test images: 100 %
Epoch36/50·· Train loss :0.215
Accuracy of the network on the 22 test images: 100 %
Epoch36/50·· Train loss :0.217
Accuracy of the network on the 22 test images: 100 %
Epoch37/50·· Train loss :0.211
Accuracy of the network on the 22 test images: 100 %
Epoch37/50·· Train loss :0.214
Accuracy of the network on the 22 test images: 100 %
Epoch37/50·· Train loss :0.211
Accuracy of the network on the 22 test images: 100 %
Epoch37/50·· Train loss :0.208
Accuracy of the network on the 22 test images: 100 %
Epoch37/50·· Train loss :0.213
Accuracy of the network on the 22 test images: 100 %
Epoch37/50·· Train loss :0.214
Accuracy of the network on the 22 test images: 100 %
Epoch38/50·· Train loss :0.211
Accuracy of the network on the 22 test images: 100 %
Epoch38/50·· Train loss :0.209
Accuracy of the network on the 22 test images: 100 %
Epoch38/50·· Train loss :0.205
Accuracy of the network on the 22 test images: 100 %
Epoch38/50·· Train loss :0.199
Accuracy of the network on the 22 test images: 100 %
Epoch38/50·· Train loss :0.199
Accuracy of the network on the 22 test images: 100 %
Epoch38/50·· Train loss :0.201
Accuracy of the network on the 22 test images: 100 %
Epoch38/50·· Train loss :0.193
Accuracy of the network on the 22 test images: 100 %
Epoch39/50·· Train loss :0.192
Accuracy of the network on the 22 test images: 100 %
Epoch39/50·· Train loss :0.187
Accuracy of the network on the 22 test images: 100 %
Epoch39/50·· Train loss :0.194
Accuracy of the network on the 22 test images: 100 %
Epoch39/50·· Train loss :0.190
Accuracy of the network on the 22 test images: 100 %
Epoch39/50·· Train loss :0.188
Accuracy of the network on the 22 test images: 100 %
Epoch39/50·· Train loss :0.186
Accuracy of the network on the 22 test images: 100 %
Epoch39/50·· Train loss :0.187
Accuracy of the network on the 22 test images: 100 %
Epoch40/50·· Train loss :0.188
Accuracy of the network on the 22 test images: 100 %
Epoch40/50·· Train loss :0.183
Accuracy of the network on the 22 test images: 100 %
Epoch40/50·· Train loss :0.180
Accuracy of the network on the 22 test images: 100 %
Epoch40/50·· Train loss :0.179
Accuracy of the network on the 22 test images: 100 %
Epoch40/50·· Train loss :0.182
Accuracy of the network on the 22 test images: 100 %
Epoch40/50·· Train loss :0.178
Accuracy of the network on the 22 test images: 100 %
Epoch40/50·· Train loss :0.172
Accuracy of the network on the 22 test images: 100 %
Epoch41/50·· Train loss :0.166
Accuracy of the network on the 22 test images: 100 %
Epoch41/50·· Train loss :0.177
Accuracy of the network on the 22 test images: 100 %
Epoch41/50·· Train loss :0.176
Accuracy of the network on the 22 test images: 100 %
Epoch41/50·· Train loss :0.172
Accuracy of the network on the 22 test images: 100 %
Epoch41/50·· Train loss :0.173
Accuracy of the network on the 22 test images: 100 %
Epoch41/50·· Train loss :0.170
Accuracy of the network on the 22 test images: 100 %
Epoch42/50·· Train loss :0.164
Accuracy of the network on the 22 test images: 100 %
Epoch42/50·· Train loss :0.170
Accuracy of the network on the 22 test images: 100 %
Epoch42/50·· Train loss :0.159
Accuracy of the network on the 22 test images: 100 %
Epoch42/50·· Train loss :0.162
Accuracy of the network on the 22 test images: 100 %
Epoch42/50·· Train loss :0.163
Accuracy of the network on the 22 test images: 100 %
Epoch42/50·· Train loss :0.162
Accuracy of the network on the 22 test images: 100 %
Epoch42/50·· Train loss :0.155
Accuracy of the network on the 22 test images: 100 %
Epoch43/50·· Train loss :0.161
Accuracy of the network on the 22 test images: 100 %
Epoch43/50·· Train loss :0.161
Accuracy of the network on the 22 test images: 100 %
Epoch43/50·· Train loss :0.156
Accuracy of the network on the 22 test images: 100 %
Epoch43/50·· Train loss :0.158
Accuracy of the network on the 22 test images: 100 %
Epoch43/50·· Train loss :0.154
Accuracy of the network on the 22 test images: 100 %
Epoch43/50·· Train loss :0.157
Accuracy of the network on the 22 test images: 100 %
Epoch43/50·· Train loss :0.154
Accuracy of the network on the 22 test images: 100 %
Epoch44/50·· Train loss :0.154
Accuracy of the network on the 22 test images: 100 %
Epoch44/50·· Train loss :0.149
Accuracy of the network on the 22 test images: 100 %
Epoch44/50·· Train loss :0.152
Accuracy of the network on the 22 test images: 100 %
Epoch44/50·· Train loss :0.153
Accuracy of the network on the 22 test images: 100 %
Epoch44/50·· Train loss :0.149
Accuracy of the network on the 22 test images: 100 %
Epoch44/50·· Train loss :0.146
Accuracy of the network on the 22 test images: 100 %
Epoch44/50·· Train loss :0.142
Accuracy of the network on the 22 test images: 100 %
Epoch45/50·· Train loss :0.143
Accuracy of the network on the 22 test images: 100 %
Epoch45/50·· Train loss :0.145
Accuracy of the network on the 22 test images: 100 %
Epoch45/50·· Train loss :0.139
Accuracy of the network on the 22 test images: 100 %
Epoch45/50·· Train loss :0.141
Accuracy of the network on the 22 test images: 100 %
Epoch45/50·· Train loss :0.139
Accuracy of the network on the 22 test images: 100 %
Epoch45/50·· Train loss :0.136
Accuracy of the network on the 22 test images: 100 %
Epoch46/50·· Train loss :0.141
Accuracy of the network on the 22 test images: 100 %
Epoch46/50·· Train loss :0.137
Accuracy of the network on the 22 test images: 100 %
Epoch46/50·· Train loss :0.139
Accuracy of the network on the 22 test images: 100 %
Epoch46/50·· Train loss :0.137
Accuracy of the network on the 22 test images: 100 %
Epoch46/50·· Train loss :0.136
Accuracy of the network on the 22 test images: 100 %
Epoch46/50·· Train loss :0.135
Accuracy of the network on the 22 test images: 100 %
Epoch46/50·· Train loss :0.134
Accuracy of the network on the 22 test images: 100 %
Epoch47/50·· Train loss :0.136
Accuracy of the network on the 22 test images: 100 %
Epoch47/50·· Train loss :0.132
Accuracy of the network on the 22 test images: 100 %
Epoch47/50·· Train loss :0.128
Accuracy of the network on the 22 test images: 100 %
Epoch47/50·· Train loss :0.135
Accuracy of the network on the 22 test images: 100 %
Epoch47/50·· Train loss :0.132
Accuracy of the network on the 22 test images: 100 %
Epoch47/50·· Train loss :0.126
Accuracy of the network on the 22 test images: 100 %
Epoch47/50·· Train loss :0.127
Accuracy of the network on the 22 test images: 100 %
Epoch48/50·· Train loss :0.124
Accuracy of the network on the 22 test images: 100 %
Epoch48/50·· Train loss :0.127
Accuracy of the network on the 22 test images: 100 %
Epoch48/50·· Train loss :0.123
Accuracy of the network on the 22 test images: 100 %
Epoch48/50·· Train loss :0.127
Accuracy of the network on the 22 test images: 100 %
Epoch48/50·· Train loss :0.121
Accuracy of the network on the 22 test images: 100 %
Epoch48/50·· Train loss :0.118
Accuracy of the network on the 22 test images: 100 %
Epoch48/50·· Train loss :0.120
Accuracy of the network on the 22 test images: 100 %
Epoch49/50·· Train loss :0.114
Accuracy of the network on the 22 test images: 100 %
Epoch49/50·· Train loss :0.115
Accuracy of the network on the 22 test images: 100 %
Epoch49/50·· Train loss :0.117
Accuracy of the network on the 22 test images: 100 %
Epoch49/50·· Train loss :0.115
Accuracy of the network on the 22 test images: 100 %
Epoch49/50·· Train loss :0.114
Accuracy of the network on the 22 test images: 100 %
Epoch49/50·· Train loss :0.111
Accuracy of the network on the 22 test images: 100 %
Epoch50/50·· Train loss :0.117
Accuracy of the network on the 22 test images: 100 %
Epoch50/50·· Train loss :0.119
Accuracy of the network on the 22 test images: 100 %
Epoch50/50·· Train loss :0.111
Accuracy of the network on the 22 test images: 100 %
Epoch50/50·· Train loss :0.113
Accuracy of the network on the 22 test images: 100 %
Epoch50/50·· Train loss :0.110
Accuracy of the network on the 22 test images: 100 %
Epoch50/50·· Train loss :0.110
Accuracy of the network on the 22 test images: 100 %
Epoch50/50·· Train loss :0.110
Accuracy of the network on the 22 test images: 100 %
time cost : 3900.20391 sec
進程已結束,退出代碼0