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top_true.txt
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top_true.txt
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_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_1 (InputLayer) (None, 224, 224, 3) 0
_________________________________________________________________
block1_conv1 (Conv2D) (None, 224, 224, 64) 1792
_________________________________________________________________
block1_conv2 (Conv2D) (None, 224, 224, 64) 36928
_________________________________________________________________
block1_pool (MaxPooling2D) (None, 112, 112, 64) 0
_________________________________________________________________
block2_conv1 (Conv2D) (None, 112, 112, 128) 73856
_________________________________________________________________
block2_conv2 (Conv2D) (None, 112, 112, 128) 147584
_________________________________________________________________
block2_pool (MaxPooling2D) (None, 56, 56, 128) 0
_________________________________________________________________
block3_conv1 (Conv2D) (None, 56, 56, 256) 295168
_________________________________________________________________
block3_conv2 (Conv2D) (None, 56, 56, 256) 590080
_________________________________________________________________
block3_conv3 (Conv2D) (None, 56, 56, 256) 590080
_________________________________________________________________
block3_pool (MaxPooling2D) (None, 28, 28, 256) 0
_________________________________________________________________
block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160
_________________________________________________________________
block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808
_________________________________________________________________
block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808
_________________________________________________________________
block4_pool (MaxPooling2D) (None, 14, 14, 512) 0
_________________________________________________________________
block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_pool (MaxPooling2D) (None, 7, 7, 512) 0
=================================================================
Total params: 14,714,688
Trainable params: 14,714,688
Non-trainable params: 0
_________________________________________________________________
Found 6816 images belonging to 37 classes.
Found 837 images belonging to 37 classes.
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense_1 (Dense) (None, 512) 12845568
_________________________________________________________________
dropout_1 (Dropout) (None, 512) 0
_________________________________________________________________
dense_2 (Dense) (None, 37) 18981
=================================================================
Total params: 12,864,549
Trainable params: 12,864,549
Non-trainable params: 0
_________________________________________________________________
Train on 6816 samples, validate on 837 samples
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
conv_7b_ac (Activation) (None, 5, 5, 1536) 0 conv_7b_bn[0][0]
==================================================================================================
InceptionResNetV2(weights='imagenet', include_top=False,
input_shape=(224, 224, 3))
model.add(layers.Dense(labelColunt, activation='softmax', input_dim=5 * 5 * 1536))
model.summary()
model.compile(optimizer=optimizers.RMSprop(lr=2e-4),
loss='categorical_crossentropy',
metrics=['acc'])
history = model.fit(train_features,
train_labels,
epochs=80,
batch_size=batch_size,
validation_data=(validation_features,validation_labels))
Epoch 80/80
100/6816 [..............................] - ETA: 2s - loss: 0.1612 - acc: 0.9900
300/6816 [>.............................] - ETA: 2s - loss: 0.2686 - acc: 0.9833
500/6816 [=>............................] - ETA: 2s - loss: 0.2257 - acc: 0.9860
700/6816 [==>...........................] - ETA: 2s - loss: 0.2303 - acc: 0.9857
900/6816 [==>...........................] - ETA: 2s - loss: 0.2686 - acc: 0.9833
1100/6816 [===>..........................] - ETA: 2s - loss: 0.2491 - acc: 0.9845
1300/6816 [====>.........................] - ETA: 2s - loss: 0.2852 - acc: 0.9823
1500/6816 [=====>........................] - ETA: 2s - loss: 0.3009 - acc: 0.9813
1700/6816 [======>.......................] - ETA: 2s - loss: 0.3129 - acc: 0.9806
1900/6816 [=======>......................] - ETA: 2s - loss: 0.2884 - acc: 0.9821
2100/6816 [========>.....................] - ETA: 2s - loss: 0.2763 - acc: 0.9829
2200/6816 [========>.....................] - ETA: 2s - loss: 0.2784 - acc: 0.9827
2400/6816 [=========>....................] - ETA: 2s - loss: 0.2754 - acc: 0.9829
2600/6816 [==========>...................] - ETA: 2s - loss: 0.2542 - acc: 0.9842
2800/6816 [===========>..................] - ETA: 1s - loss: 0.2475 - acc: 0.9846
2900/6816 [===========>..................] - ETA: 1s - loss: 0.2557 - acc: 0.9841
3100/6816 [============>.................] - ETA: 1s - loss: 0.2652 - acc: 0.9835
3300/6816 [=============>................] - ETA: 1s - loss: 0.2589 - acc: 0.9839
3500/6816 [==============>...............] - ETA: 1s - loss: 0.2717 - acc: 0.9831
3700/6816 [===============>..............] - ETA: 1s - loss: 0.2919 - acc: 0.9819
3900/6816 [================>.............] - ETA: 1s - loss: 0.2934 - acc: 0.9818
4100/6816 [=================>............] - ETA: 1s - loss: 0.2791 - acc: 0.9827
4300/6816 [=================>............] - ETA: 1s - loss: 0.2736 - acc: 0.9830
4500/6816 [==================>...........] - ETA: 1s - loss: 0.2686 - acc: 0.9833
4700/6816 [===================>..........] - ETA: 1s - loss: 0.2675 - acc: 0.9834
4900/6816 [====================>.........] - ETA: 0s - loss: 0.2632 - acc: 0.9837
5100/6816 [=====================>........] - ETA: 0s - loss: 0.2560 - acc: 0.9841
5300/6816 [======================>.......] - ETA: 0s - loss: 0.2585 - acc: 0.9840
5500/6816 [=======================>......] - ETA: 0s - loss: 0.2550 - acc: 0.9842
5700/6816 [========================>.....] - ETA: 0s - loss: 0.2488 - acc: 0.9846
5900/6816 [========================>.....] - ETA: 0s - loss: 0.2459 - acc: 0.9847
6100/6816 [=========================>....] - ETA: 0s - loss: 0.2431 - acc: 0.9849
6300/6816 [==========================>...] - ETA: 0s - loss: 0.2482 - acc: 0.9846
6500/6816 [===========================>..] - ETA: 0s - loss: 0.2430 - acc: 0.9849
6700/6816 [============================>.] - ETA: 0s - loss: 0.2430 - acc: 0.9849
6816/6816 [==============================] - 4s 537us/step - loss: 0.2436 - acc: 0.9849 - val_loss: 1.2656 - val_acc: 0.8507
No of errors = 125/837
Original label:Noelle_Pikus-Pace\15.jpg, Prediction :Nouriel_Roubini, confidence : 0.999
Original label:Noelle_Pikus-Pace\22.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 1.000
Original label:Noelle_Pikus-Pace\28.jpg, Prediction :ParkSunhee, confidence : 0.609
Original label:Noelle_Pikus-Pace\3.jpg, Prediction :Nolito, confidence : 0.989
Original label:Nolan_Roux\12.jpg, Prediction :Nomar_Garciaparra, confidence : 0.641
Original label:Nolan_Roux\14.jpg, Prediction :Nora_Salinas, confidence : 0.999
Original label:Nolan_Roux\19.jpg, Prediction :Nora_Salinas, confidence : 0.594
Original label:Nolan_Roux\20.jpg, Prediction :Nolito, confidence : 0.989
Original label:Nolan_Roux\24.jpg, Prediction :Nolito, confidence : 0.998
Original label:Nolan_Roux\9.jpg, Prediction :Nolito, confidence : 0.964
Original label:Nolito\15.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.859
Original label:Nolito\17.jpg, Prediction :Nonito_Donaire, confidence : 1.000
Original label:Nolwenn_Leroy\1.jpg, Prediction :Nora_Danish, confidence : 0.811
Original label:Nolwenn_Leroy\13.jpg, Prediction :Nora_Salinas, confidence : 0.795
Original label:Nolwenn_Leroy\19.jpg, Prediction :Nora_Danish, confidence : 0.868
Original label:Nolwenn_Leroy\2.jpg, Prediction :Nonami_Takizawa, confidence : 0.569
Original label:Nolwenn_Leroy\24.jpg, Prediction :Nora_Danish, confidence : 0.994
Original label:Nolwenn_Leroy\3.jpg, Prediction :ivy, confidence : 0.755
Original label:Nolwenn_Leroy\4.jpg, Prediction :Nova_Eliza, confidence : 0.743
Original label:Nolwenn_Leroy\9.jpg, Prediction :Noelle_Reno, confidence : 0.821
Original label:Nomar_Garciaparra\12.jpg, Prediction :Nori_Aoki, confidence : 0.996
Original label:Nomar_Garciaparra\22.jpg, Prediction :Nori_Aoki, confidence : 0.565
Original label:Nona_Gaye\20.jpg, Prediction :leejeongje, confidence : 0.409
Original label:Nona_Gaye\25.jpg, Prediction :Noelle_Reno, confidence : 0.998
Original label:Nonami_Takizawa\16.jpg, Prediction :Nora_Danish, confidence : 0.759
Original label:Nonito_Donaire\11.jpg, Prediction :Nolito, confidence : 1.000
Original label:Nonito_Donaire\15.jpg, Prediction :Nolan_Roux, confidence : 0.977
Original label:Nonito_Donaire\25.jpg, Prediction :Nova_Eliza, confidence : 0.998
Original label:Nora_Berra\7.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.993
Original label:Nora_Danish\16.jpg, Prediction :Nova_Eliza, confidence : 0.747
Original label:Nora_Foss_al-Jabri\10.jpg, Prediction :Nora_Salinas, confidence : 0.541
Original label:Nora_Foss_al-Jabri\13.jpg, Prediction :Noelle_Reno, confidence : 0.498
Original label:Nora_Foss_al-Jabri\15.jpg, Prediction :Nova_Eliza, confidence : 0.571
Original label:Nora_Foss_al-Jabri\16.jpg, Prediction :Norah_ODonnell, confidence : 0.537
Original label:Nora_Foss_al-Jabri\19.jpg, Prediction :Nova_Eliza, confidence : 0.997
Original label:Nora_Foss_al-Jabri\21.jpg, Prediction :Nora_Danish, confidence : 0.993
Original label:Nora_Foss_al-Jabri\23.jpg, Prediction :Noelle_Reno, confidence : 1.000
Original label:Nora_Foss_al-Jabri\27.jpg, Prediction :Nora_Salinas, confidence : 0.454
Original label:Nora_Foss_al-Jabri\28.jpg, Prediction :Nora_Salinas, confidence : 0.989
Original label:Nora_Foss_al-Jabri\30.jpg, Prediction :Noelle_Reno, confidence : 0.799
Original label:Nora_Foss_al-Jabri\7.jpg, Prediction :Nora_Salinas, confidence : 0.719
Original label:Nora_Salinas\13.jpg, Prediction :Nora_Danish, confidence : 0.996
Original label:Nora_Salinas\15.jpg, Prediction :Nora_Berra, confidence : 0.495
Original label:Nora_Salinas\16.jpg, Prediction :ivy, confidence : 0.950
Original label:Nora_Salinas\23.jpg, Prediction :Nolwenn_Leroy, confidence : 0.924
Original label:Nora_Salinas\25.jpg, Prediction :Nolwenn_Leroy, confidence : 0.951
Original label:Nora_Salinas\7.jpg, Prediction :Nora_Danish, confidence : 1.000
Original label:Norbert_Blüm\7.jpg, Prediction :Norbert_Lammert, confidence : 0.525
Original label:Norbert_Lammert\11.jpg, Prediction :Norbert_Blüm, confidence : 0.877
Original label:Norbert_Lammert\16.jpg, Prediction :Norbert_Blüm, confidence : 0.722
Original label:Norbert_Lammert\25.jpg, Prediction :moonjaein, confidence : 1.000
Original label:Norbert_Lammert\26.jpg, Prediction :Norbert_Blüm, confidence : 0.987
Original label:Nori_Aoki\13.jpg, Prediction :Nomar_Garciaparra, confidence : 0.992
Original label:Nori_Aoki\15.jpg, Prediction :Nova_Eliza, confidence : 0.975
Original label:Nori_Aoki\16.jpg, Prediction :yooseyoon, confidence : 0.993
Original label:Nouriel_Roubini\24.jpg, Prediction :Noelle_Reno, confidence : 0.960
Original label:Nova_Eliza\11.jpg, Prediction :Nora_Danish, confidence : 0.779
Original label:ParkSunhee\9.jpg, Prediction :Nonito_Donaire, confidence : 0.878
Original label:anheejeong\12.jpg, Prediction :moonjaein, confidence : 1.000
Original label:anheejeong\13.jpg, Prediction :Norbert_Lammert, confidence : 1.000
Original label:anheejeong\21.jpg, Prediction :moonjaein, confidence : 0.739
Original label:ivy\3.jpg, Prediction :jeongryeonwon, confidence : 0.964
Original label:ivy\4.jpg, Prediction :Nora_Salinas, confidence : 0.599
Original label:ivy\5.jpg, Prediction :Nora_Danish, confidence : 0.824
Original label:ivy\6.jpg, Prediction :Nova_Eliza, confidence : 0.999
Original label:ivy\7.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.789
Original label:ivy\8.jpg, Prediction :Nora_Danish, confidence : 0.995
Original label:jeongryeonwon\10.jpg, Prediction :jeonhyoseong, confidence : 0.480
Original label:jeongryeonwon\11.jpg, Prediction :Nolwenn_Leroy, confidence : 0.797
Original label:jeongryeonwon\15.jpg, Prediction :Nora_Danish, confidence : 0.999
Original label:jeongryeonwon\4.jpg, Prediction :ivy, confidence : 0.825
Original label:jeonhyoseong\5.jpg, Prediction :Nora_Danish, confidence : 1.000
Original label:jeonhyoseong\6.jpg, Prediction :Nora_Danish, confidence : 0.839
Original label:jeonhyoseong\7.jpg, Prediction :ivy, confidence : 0.975
Original label:jeonhyoseong\9.jpg, Prediction :Nova_Eliza, confidence : 0.990
Original label:leejaemyeng\10.jpg, Prediction :anheejeong, confidence : 0.779
Original label:leejaemyeng\24.jpg, Prediction :Norbert_Blüm, confidence : 0.899
Original label:leejaemyeng\3.jpg, Prediction :moonjaein, confidence : 0.978
Original label:leejeongje\10.jpg, Prediction :Nolan_Roux, confidence : 0.539
Original label:leejeongje\14.jpg, Prediction :Nora_Salinas, confidence : 1.000
Original label:leejeongje\2.jpg, Prediction :jeongryeonwon, confidence : 0.973
Original label:leejeongje\5.jpg, Prediction :Nolito, confidence : 0.999
Original label:leejeongje\8.jpg, Prediction :yooseyoon, confidence : 0.673
Original label:leejeongje\9.jpg, Prediction :yooseyoon, confidence : 1.000
Original label:moonjaein\11.jpg, Prediction :Nouriel_Roubini, confidence : 0.980
Original label:moonjaein\13.jpg, Prediction :Nolan_Roux, confidence : 0.915
Original label:moonjaein\14.jpg, Prediction :Norbert_Lammert, confidence : 0.978
Original label:moonjaein\15.jpg, Prediction :anheejeong, confidence : 0.968
Original label:moonjaein\24.jpg, Prediction :Nolan_Roux, confidence : 0.999
Original label:moonjaein\8.jpg, Prediction :Norbert_Blüm, confidence : 0.506
Original label:narsha\6.jpg, Prediction :Nora_Danish, confidence : 1.000
Original label:narsha\7.jpg, Prediction :Nolwenn_Leroy, confidence : 0.584
Original label:narsha\8.jpg, Prediction :ivy, confidence : 0.647
Original label:narsha\9.jpg, Prediction :Nora_Danish, confidence : 0.815
Original label:parknare\1.jpg, Prediction :Nora_Salinas, confidence : 0.926
Original label:parknare\7.jpg, Prediction :jeongryeonwon, confidence : 0.926
Original label:parknare\8.jpg, Prediction :Norah_ODonnell, confidence : 0.965
Original label:parksohyun\1.jpg, Prediction :kimssok, confidence : 0.717
Original label:parksohyun\10.jpg, Prediction :narsha, confidence : 0.673
Original label:parksohyun\11.jpg, Prediction :narsha, confidence : 0.919
Original label:parksohyun\2.jpg, Prediction :Nova_Eliza, confidence : 0.446
Original label:parksohyun\3.jpg, Prediction :Nora_Danish, confidence : 0.969
Original label:parksohyun\4.jpg, Prediction :Nora_Danish, confidence : 0.981
Original label:parksohyun\5.jpg, Prediction :Nonami_Takizawa, confidence : 0.963
Original label:parksohyun\6.jpg, Prediction :Nora_Danish, confidence : 0.393
Original label:parksohyun\7.jpg, Prediction :Nora_Danish, confidence : 0.860
Original label:parksohyun\8.jpg, Prediction :ParkMinjeong, confidence : 0.816
Original label:parksohyun\9.jpg, Prediction :Nonami_Takizawa, confidence : 1.000
Original label:songeunhee\1.jpg, Prediction :Nolwenn_Leroy, confidence : 1.000
Original label:songeunhee\10.jpg, Prediction :Nonito_Donaire, confidence : 0.573
Original label:songeunhee\2.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.750
Original label:songeunhee\3.jpg, Prediction :Nolwenn_Leroy, confidence : 0.994
Original label:songeunhee\4.jpg, Prediction :parknare, confidence : 0.721
Original label:songeunhee\5.jpg, Prediction :Nova_Eliza, confidence : 0.919
Original label:songeunhee\6.jpg, Prediction :leejaemyeng, confidence : 0.995
Original label:songeunhee\7.jpg, Prediction :Norah_ODonnell, confidence : 0.996
Original label:songeunhee\8.jpg, Prediction :Nolwenn_Leroy, confidence : 1.000
Original label:songeunhee\9.jpg, Prediction :Norah_ODonnell, confidence : 0.954
Original label:yooseyoon\10.jpg, Prediction :Nora_Danish, confidence : 0.781
Original label:yooseyoon\11.jpg, Prediction :leejeongje, confidence : 0.481
Original label:yooseyoon\3.jpg, Prediction :leejaemyeng, confidence : 0.864
Original label:yooseyoon\5.jpg, Prediction :leejeongje, confidence : 0.912
Original label:yooseyoon\6.jpg, Prediction :anheejeong, confidence : 0.989
Original label:yooseyoon\7.jpg, Prediction :Nolwenn_Leroy, confidence : 1.000
Original label:yooseyoon\9.jpg, Prediction :Nolwenn_Leroy, confidence : 0.993
InceptionResNetV2(weights='imagenet', pooling='avg',
include_top=False,
input_shape=(224, 224, 3))
model.add(layers.Dense(512, activation='relu', input_dim=1536))
model.add(layers.Dropout(0.5))
model.add(layers.Dense(labelColunt, activation='softmax'))
model.summary()
model.compile(optimizer=optimizers.RMSprop(lr=2e-4),
loss='categorical_crossentropy',
metrics=['acc'])
history = model.fit(train_features,
train_labels,
epochs=80,
batch_size=batch_size,
validation_data=(validation_features,validation_labels))
Epoch 80/80
100/6816 [..............................] - ETA: 0s - loss: 0.3265 - acc: 0.9200
700/6816 [==>...........................] - ETA: 0s - loss: 0.2739 - acc: 0.9186
1300/6816 [====>.........................] - ETA: 0s - loss: 0.2671 - acc: 0.9262
1900/6816 [=======>......................] - ETA: 0s - loss: 0.2770 - acc: 0.9216
2400/6816 [=========>....................] - ETA: 0s - loss: 0.2808 - acc: 0.9225
2900/6816 [===========>..................] - ETA: 0s - loss: 0.2739 - acc: 0.9248
3400/6816 [=============>................] - ETA: 0s - loss: 0.2798 - acc: 0.9229
4000/6816 [================>.............] - ETA: 0s - loss: 0.2861 - acc: 0.9233
4600/6816 [===================>..........] - ETA: 0s - loss: 0.2931 - acc: 0.9207
5100/6816 [=====================>........] - ETA: 0s - loss: 0.2969 - acc: 0.9190
5600/6816 [=======================>......] - ETA: 0s - loss: 0.2992 - acc: 0.9179
6100/6816 [=========================>....] - ETA: 0s - loss: 0.3023 - acc: 0.9162
6600/6816 [============================>.] - ETA: 0s - loss: 0.3019 - acc: 0.9162
6816/6816 [==============================] - 1s 108us/step - loss: 0.3008 - acc: 0.9155 - val_loss: 0.7396 - val_acc: 0.7742
No of errors = 189/837
Original label:Noelle_Pikus-Pace\15.jpg, Prediction :Nouriel_Roubini, confidence : 0.386
Original label:Noelle_Pikus-Pace\22.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.386
Original label:Noelle_Pikus-Pace\25.jpg, Prediction :Nora_Salinas, confidence : 0.569
Original label:Noelle_Pikus-Pace\3.jpg, Prediction :Nolwenn_Leroy, confidence : 0.806
Original label:Noelle_Reno\25.jpg, Prediction :Norah_ODonnell, confidence : 0.581
Original label:Nolan_Roux\1.jpg, Prediction :Nolito, confidence : 0.644
Original label:Nolan_Roux\12.jpg, Prediction :Nolito, confidence : 0.519
Original label:Nolan_Roux\14.jpg, Prediction :Nora_Salinas, confidence : 0.664
Original label:Nolan_Roux\15.jpg, Prediction :Nora_Danish, confidence : 0.385
Original label:Nolan_Roux\18.jpg, Prediction :Nolito, confidence : 0.930
Original label:Nolan_Roux\19.jpg, Prediction :Nora_Danish, confidence : 0.563
Original label:Nolan_Roux\20.jpg, Prediction :Nolito, confidence : 0.623
Original label:Nolan_Roux\24.jpg, Prediction :Nolito, confidence : 0.704
Original label:Nolan_Roux\3.jpg, Prediction :anheejeong, confidence : 0.477
Original label:Nolan_Roux\6.jpg, Prediction :Nolito, confidence : 0.792
Original label:Nolan_Roux\9.jpg, Prediction :Nolito, confidence : 0.567
Original label:Nolito\15.jpg, Prediction :Nolan_Roux, confidence : 0.452
Original label:Nolito\21.jpg, Prediction :Nolan_Roux, confidence : 0.608
Original label:Nolwenn_Leroy\1.jpg, Prediction :Nora_Danish, confidence : 0.441
Original label:Nolwenn_Leroy\13.jpg, Prediction :Nora_Salinas, confidence : 0.689
Original label:Nolwenn_Leroy\2.jpg, Prediction :Nonami_Takizawa, confidence : 0.838
Original label:Nolwenn_Leroy\3.jpg, Prediction :kimssok, confidence : 0.274
Original label:Nolwenn_Leroy\4.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.396
Original label:Nolwenn_Leroy\9.jpg, Prediction :Nora_Danish, confidence : 0.593
Original label:Nomar_Garciaparra\20.jpg, Prediction :Nolan_Roux, confidence : 0.373
Original label:Nomar_Garciaparra\22.jpg, Prediction :Nolwenn_Leroy, confidence : 0.383
Original label:Nomar_Garciaparra\26.jpg, Prediction :Nouriel_Roubini, confidence : 0.462
Original label:Nomar_Garciaparra\27.jpg, Prediction :leejeongje, confidence : 0.336
Original label:Nona_Gaye\10.jpg, Prediction :Nova_Eliza, confidence : 0.629
Original label:Nona_Gaye\11.jpg, Prediction :Nova_Eliza, confidence : 0.466
Original label:Nona_Gaye\13.jpg, Prediction :Nova_Eliza, confidence : 0.643
Original label:Nona_Gaye\20.jpg, Prediction :Nomar_Garciaparra, confidence : 0.598
Original label:Nona_Gaye\22.jpg, Prediction :Norah_ODonnell, confidence : 0.388
Original label:Nona_Gaye\27.jpg, Prediction :Noelle_Reno, confidence : 0.777
Original label:Nona_Gaye\3.jpg, Prediction :Nova_Eliza, confidence : 0.878
Original label:Nonami_Takizawa\16.jpg, Prediction :Nora_Danish, confidence : 0.655
Original label:Nonito_Donaire\11.jpg, Prediction :Nolito, confidence : 0.771
Original label:Nonito_Donaire\15.jpg, Prediction :Nolan_Roux, confidence : 0.923
Original label:Nonito_Donaire\16.jpg, Prediction :Nouriel_Roubini, confidence : 0.634
Original label:Nonito_Donaire\20.jpg, Prediction :Nomar_Garciaparra, confidence : 0.921
Original label:Nonito_Donaire\25.jpg, Prediction :Nova_Eliza, confidence : 0.796
Original label:Nonito_Donaire\26.jpg, Prediction :Nouriel_Roubini, confidence : 0.638
Original label:Nonito_Donaire\28.jpg, Prediction :Nolan_Roux, confidence : 0.648
Original label:Nonito_Donaire\3.jpg, Prediction :Nolan_Roux, confidence : 0.710
Original label:Nonito_Donaire\5.jpg, Prediction :Nova_Eliza, confidence : 0.456
Original label:Nonito_Donaire\9.jpg, Prediction :Nouriel_Roubini, confidence : 0.508
Original label:Nora_Berra\19.jpg, Prediction :Nora_Salinas, confidence : 0.496
Original label:Nora_Berra\28.jpg, Prediction :Nora_Salinas, confidence : 0.431
Original label:Nora_Berra\30.jpg, Prediction :Nora_Danish, confidence : 0.447
Original label:Nora_Berra\5.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.510
Original label:Nora_Berra\7.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.648
Original label:Nora_Danish\12.jpg, Prediction :Nova_Eliza, confidence : 0.616
Original label:Nora_Foss_al-Jabri\10.jpg, Prediction :Nora_Berra, confidence : 0.670
Original label:Nora_Foss_al-Jabri\11.jpg, Prediction :Nora_Danish, confidence : 0.804
Original label:Nora_Foss_al-Jabri\12.jpg, Prediction :Nonami_Takizawa, confidence : 0.629
Original label:Nora_Foss_al-Jabri\13.jpg, Prediction :Norah_ODonnell, confidence : 0.603
Original label:Nora_Foss_al-Jabri\15.jpg, Prediction :Nora_Berra, confidence : 0.432
Original label:Nora_Foss_al-Jabri\16.jpg, Prediction :Nora_Salinas, confidence : 0.735
Original label:Nora_Foss_al-Jabri\17.jpg, Prediction :Nora_Salinas, confidence : 0.449
Original label:Nora_Foss_al-Jabri\18.jpg, Prediction :Nora_Berra, confidence : 0.412
Original label:Nora_Foss_al-Jabri\19.jpg, Prediction :Nova_Eliza, confidence : 0.327
Original label:Nora_Foss_al-Jabri\20.jpg, Prediction :Nonami_Takizawa, confidence : 0.303
Original label:Nora_Foss_al-Jabri\21.jpg, Prediction :Nora_Danish, confidence : 0.689
Original label:Nora_Foss_al-Jabri\23.jpg, Prediction :Noelle_Reno, confidence : 0.967
Original label:Nora_Foss_al-Jabri\24.jpg, Prediction :Nolwenn_Leroy, confidence : 0.387
Original label:Nora_Foss_al-Jabri\25.jpg, Prediction :Nonami_Takizawa, confidence : 0.373
Original label:Nora_Foss_al-Jabri\27.jpg, Prediction :Nora_Salinas, confidence : 0.339
Original label:Nora_Foss_al-Jabri\28.jpg, Prediction :Nora_Salinas, confidence : 0.744
Original label:Nora_Foss_al-Jabri\3.jpg, Prediction :Nora_Berra, confidence : 0.679
Original label:Nora_Foss_al-Jabri\30.jpg, Prediction :Nora_Berra, confidence : 0.257
Original label:Nora_Foss_al-Jabri\4.jpg, Prediction :Nora_Danish, confidence : 0.461
Original label:Nora_Foss_al-Jabri\5.jpg, Prediction :Nora_Salinas, confidence : 0.787
Original label:Nora_Foss_al-Jabri\7.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.816
Original label:Nora_Salinas\10.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.408
Original label:Nora_Salinas\13.jpg, Prediction :Nora_Danish, confidence : 0.707
Original label:Nora_Salinas\15.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.355
Original label:Nora_Salinas\19.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.614
Original label:Nora_Salinas\22.jpg, Prediction :Nora_Berra, confidence : 0.261
Original label:Nora_Salinas\24.jpg, Prediction :Nora_Danish, confidence : 0.606
Original label:Nora_Salinas\25.jpg, Prediction :Nora_Danish, confidence : 0.464
Original label:Nora_Salinas\7.jpg, Prediction :Nora_Danish, confidence : 0.916
Original label:Norbert_Blüm\10.jpg, Prediction :leejaemyeng, confidence : 0.387
Original label:Norbert_Blüm\19.jpg, Prediction :Norbert_Lammert, confidence : 0.604
Original label:Norbert_Blüm\23.jpg, Prediction :Norbert_Lammert, confidence : 0.608
Original label:Norbert_Blüm\7.jpg, Prediction :Norbert_Lammert, confidence : 0.548
Original label:Norbert_Lammert\16.jpg, Prediction :Norbert_Blüm, confidence : 0.922
Original label:Norbert_Lammert\23.jpg, Prediction :Nouri_al-Maliki, confidence : 0.662
Original label:Norbert_Lammert\25.jpg, Prediction :moonjaein, confidence : 0.715
Original label:Norbert_Lammert\26.jpg, Prediction :Norbert_Blüm, confidence : 0.990
Original label:Nori_Aoki\13.jpg, Prediction :Nomar_Garciaparra, confidence : 0.960
Original label:Nori_Aoki\15.jpg, Prediction :Nomar_Garciaparra, confidence : 0.974
Original label:Nori_Aoki\20.jpg, Prediction :Nomar_Garciaparra, confidence : 0.743
Original label:Nouriel_Roubini\14.jpg, Prediction :moonjaein, confidence : 0.175
Original label:Nouriel_Roubini\17.jpg, Prediction :Nolan_Roux, confidence : 0.877
Original label:Nouriel_Roubini\23.jpg, Prediction :moonjaein, confidence : 0.396
Original label:Nouriel_Roubini\24.jpg, Prediction :Noelle_Reno, confidence : 0.637
Original label:Nouriel_Roubini\26.jpg, Prediction :Nonito_Donaire, confidence : 0.674
Original label:Nova_Eliza\11.jpg, Prediction :Nora_Danish, confidence : 0.520
Original label:Nova_Eliza\20.jpg, Prediction :Nora_Berra, confidence : 0.499
Original label:Nova_Eliza\25.jpg, Prediction :Nonami_Takizawa, confidence : 0.427
Original label:Nova_Eliza\28.jpg, Prediction :Nora_Salinas, confidence : 0.480
Original label:ParkSunhee\9.jpg, Prediction :Nonito_Donaire, confidence : 0.390
Original label:anheejeong\12.jpg, Prediction :moonjaein, confidence : 0.995
Original label:anheejeong\13.jpg, Prediction :Norbert_Lammert, confidence : 0.736
Original label:anheejeong\15.jpg, Prediction :Norbert_Blüm, confidence : 0.418
Original label:anheejeong\19.jpg, Prediction :Nolwenn_Leroy, confidence : 0.494
Original label:anheejeong\21.jpg, Prediction :moonjaein, confidence : 0.689
Original label:anheejeong\22.jpg, Prediction :moonjaein, confidence : 0.465
Original label:ivy\1.jpg, Prediction :jeongryeonwon, confidence : 0.409
Original label:ivy\10.jpg, Prediction :Nora_Danish, confidence : 0.665
Original label:ivy\2.jpg, Prediction :Nonami_Takizawa, confidence : 0.228
Original label:ivy\3.jpg, Prediction :jeongryeonwon, confidence : 0.516
Original label:ivy\4.jpg, Prediction :jeongryeonwon, confidence : 0.562
Original label:ivy\5.jpg, Prediction :Nora_Danish, confidence : 0.629
Original label:ivy\6.jpg, Prediction :Nova_Eliza, confidence : 0.616
Original label:ivy\7.jpg, Prediction :Nora_Salinas, confidence : 0.397
Original label:ivy\8.jpg, Prediction :Nora_Danish, confidence : 0.470
Original label:jeongryeonwon\1.jpg, Prediction :Nova_Eliza, confidence : 0.633
Original label:jeongryeonwon\10.jpg, Prediction :Nonami_Takizawa, confidence : 0.629
Original label:jeongryeonwon\11.jpg, Prediction :Nova_Eliza, confidence : 0.423
Original label:jeongryeonwon\2.jpg, Prediction :Nonami_Takizawa, confidence : 0.355
Original label:jeongryeonwon\4.jpg, Prediction :Nolwenn_Leroy, confidence : 0.476
Original label:jeonhyoseong\5.jpg, Prediction :Nora_Danish, confidence : 0.934
Original label:jeonhyoseong\6.jpg, Prediction :jeongryeonwon, confidence : 0.508
Original label:jeonhyoseong\7.jpg, Prediction :jeongryeonwon, confidence : 0.400
Original label:jeonhyoseong\8.jpg, Prediction :narsha, confidence : 0.424
Original label:jeonhyoseong\9.jpg, Prediction :Nova_Eliza, confidence : 0.485
Original label:kimssok\1.jpg, Prediction :jeongryeonwon, confidence : 0.527
Original label:kimssok\2.jpg, Prediction :jeongryeonwon, confidence : 0.678
Original label:kimssok\3.jpg, Prediction :jeongryeonwon, confidence : 0.314
Original label:kimssok\4.jpg, Prediction :songeunhee, confidence : 0.299
Original label:kimssok\7.jpg, Prediction :parknare, confidence : 0.346
Original label:kimssok\8.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.603
Original label:kimssok\9.jpg, Prediction :jeongryeonwon, confidence : 0.338
Original label:leejaemyeng\10.jpg, Prediction :moonjaein, confidence : 0.427
Original label:leejaemyeng\11.jpg, Prediction :anheejeong, confidence : 0.524
Original label:leejaemyeng\12.jpg, Prediction :anheejeong, confidence : 0.556
Original label:leejaemyeng\18.jpg, Prediction :moonjaein, confidence : 0.566
Original label:leejaemyeng\2.jpg, Prediction :Norbert_Blüm, confidence : 0.662
Original label:leejaemyeng\22.jpg, Prediction :moonjaein, confidence : 0.478
Original label:leejaemyeng\24.jpg, Prediction :Nora_Salinas, confidence : 0.712
Original label:leejaemyeng\3.jpg, Prediction :moonjaein, confidence : 0.974
Original label:leejaemyeng\4.jpg, Prediction :Norbert_Blüm, confidence : 0.577
Original label:leejaemyeng\9.jpg, Prediction :moonjaein, confidence : 0.506
Original label:leejeongje\12.jpg, Prediction :anheejeong, confidence : 0.555
Original label:leejeongje\13.jpg, Prediction :jeongryeonwon, confidence : 0.321
Original label:leejeongje\14.jpg, Prediction :Nora_Danish, confidence : 0.593
Original label:leejeongje\2.jpg, Prediction :jeongryeonwon, confidence : 0.494
Original label:leejeongje\5.jpg, Prediction :Nolito, confidence : 0.655
Original label:leejeongje\9.jpg, Prediction :songeunhee, confidence : 0.140
Original label:moonjaein\15.jpg, Prediction :anheejeong, confidence : 0.588
Original label:moonjaein\21.jpg, Prediction :Norbert_Blüm, confidence : 0.578
Original label:moonjaein\24.jpg, Prediction :Nolan_Roux, confidence : 0.534
Original label:moonjaein\8.jpg, Prediction :Nori_Aoki, confidence : 0.309
Original label:moonjaein\9.jpg, Prediction :leejaemyeng, confidence : 0.505
Original label:narsha\4.jpg, Prediction :Nolwenn_Leroy, confidence : 0.433
Original label:narsha\6.jpg, Prediction :Nora_Danish, confidence : 0.405
Original label:narsha\8.jpg, Prediction :jeongryeonwon, confidence : 0.297
Original label:narsha\9.jpg, Prediction :Norah_ODonnell, confidence : 0.346
Original label:parknare\1.jpg, Prediction :Nora_Salinas, confidence : 0.775
Original label:parknare\2.jpg, Prediction :songeunhee, confidence : 0.299
Original label:parknare\7.jpg, Prediction :parksohyun, confidence : 0.301
Original label:parknare\8.jpg, Prediction :Norah_ODonnell, confidence : 0.970
Original label:parknare\9.jpg, Prediction :parksohyun, confidence : 0.284
Original label:parksohyun\2.jpg, Prediction :Nova_Eliza, confidence : 0.267
Original label:parksohyun\3.jpg, Prediction :kimssok, confidence : 0.355
Original label:parksohyun\6.jpg, Prediction :Nora_Danish, confidence : 0.376
Original label:parksohyun\8.jpg, Prediction :ParkMinjeong, confidence : 0.550
Original label:parksohyun\9.jpg, Prediction :Nonami_Takizawa, confidence : 0.836
Original label:songeunhee\1.jpg, Prediction :Nolwenn_Leroy, confidence : 0.995
Original label:songeunhee\10.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.430
Original label:songeunhee\3.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.584
Original label:songeunhee\4.jpg, Prediction :parksohyun, confidence : 0.418
Original label:songeunhee\5.jpg, Prediction :kimssok, confidence : 0.299
Original label:songeunhee\7.jpg, Prediction :Nora_Danish, confidence : 0.296
Original label:songeunhee\8.jpg, Prediction :Nolwenn_Leroy, confidence : 0.995
Original label:songeunhee\9.jpg, Prediction :Norah_ODonnell, confidence : 0.422
Original label:yooseyoon\1.jpg, Prediction :Nova_Eliza, confidence : 0.943
Original label:yooseyoon\10.jpg, Prediction :leejeongje, confidence : 0.604
Original label:yooseyoon\11.jpg, Prediction :leejeongje, confidence : 0.773
Original label:yooseyoon\12.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.363
Original label:yooseyoon\13.jpg, Prediction :Nolito, confidence : 0.790
Original label:yooseyoon\3.jpg, Prediction :leejaemyeng, confidence : 0.558
Original label:yooseyoon\4.jpg, Prediction :parksohyun, confidence : 0.551
Original label:yooseyoon\5.jpg, Prediction :Nolwenn_Leroy, confidence : 0.623
Original label:yooseyoon\6.jpg, Prediction :anheejeong, confidence : 0.566
Original label:yooseyoon\7.jpg, Prediction :Nolwenn_Leroy, confidence : 0.961
Original label:yooseyoon\8.jpg, Prediction :Nolwenn_Leroy, confidence : 0.483
Original label:yooseyoon\9.jpg, Prediction :leejeongje, confidence : 0.320
InceptionResNetV2(weights='imagenet', pooling='max',
include_top=False,
input_shape=(224, 224, 3))
model.add(layers.Dense(512, activation='relu', input_dim=1536))
model.add(layers.Dropout(0.5))
model.add(layers.Dense(labelColunt, activation='softmax'))
model.summary()
model.compile(optimizer=optimizers.RMSprop(lr=2e-4),
loss='categorical_crossentropy',
metrics=['acc'])
history = model.fit(train_features,
train_labels,
epochs=80,
batch_size=batch_size,
validation_data=(validation_features,validation_labels))
Epoch 80/80
100/6816 [..............................] - ETA: 0s - loss: 0.1097 - acc: 1.0000
600/6816 [=>............................] - ETA: 0s - loss: 0.1949 - acc: 0.9450
1200/6816 [====>.........................] - ETA: 0s - loss: 0.1900 - acc: 0.9400
1800/6816 [======>.......................] - ETA: 0s - loss: 0.1929 - acc: 0.9439
2500/6816 [==========>...................] - ETA: 0s - loss: 0.2047 - acc: 0.9400
3100/6816 [============>.................] - ETA: 0s - loss: 0.2030 - acc: 0.9410
3800/6816 [===============>..............] - ETA: 0s - loss: 0.2088 - acc: 0.9374
4300/6816 [=================>............] - ETA: 0s - loss: 0.2091 - acc: 0.9372
4900/6816 [====================>.........] - ETA: 0s - loss: 0.2073 - acc: 0.9380
5600/6816 [=======================>......] - ETA: 0s - loss: 0.2048 - acc: 0.9384
6100/6816 [=========================>....] - ETA: 0s - loss: 0.2019 - acc: 0.9392
6600/6816 [============================>.] - ETA: 0s - loss: 0.2007 - acc: 0.9400
6816/6816 [==============================] - 1s 110us/step - loss: 0.2014 - acc: 0.9398 - val_loss: 1.3157 - val_acc: 0.6846
No of errors = 264/837
Original label:Noelle_Pikus-Pace\1.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.388
Original label:Noelle_Pikus-Pace\15.jpg, Prediction :Nora_Berra, confidence : 0.712
Original label:Noelle_Pikus-Pace\22.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.828
Original label:Noelle_Pikus-Pace\25.jpg, Prediction :Nora_Salinas, confidence : 0.772
Original label:Noelle_Pikus-Pace\27.jpg, Prediction :Noelle_Reno, confidence : 0.839
Original label:Noelle_Pikus-Pace\28.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.806
Original label:Noelle_Pikus-Pace\3.jpg, Prediction :Nolwenn_Leroy, confidence : 0.356
Original label:Noelle_Pikus-Pace\4.jpg, Prediction :Noelle_Reno, confidence : 0.902
Original label:Noelle_Reno\13.jpg, Prediction :Nora_Salinas, confidence : 0.444
Original label:Noelle_Reno\21.jpg, Prediction :Nora_Salinas, confidence : 0.836
Original label:Nolan_Roux\11.jpg, Prediction :Nonito_Donaire, confidence : 0.473
Original label:Nolan_Roux\12.jpg, Prediction :Nolito, confidence : 0.501
Original label:Nolan_Roux\14.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.751
Original label:Nolan_Roux\18.jpg, Prediction :Nolito, confidence : 0.842
Original label:Nolan_Roux\19.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.469
Original label:Nolan_Roux\24.jpg, Prediction :Nolito, confidence : 0.844
Original label:Nolan_Roux\7.jpg, Prediction :Noelle_Reno, confidence : 0.400
Original label:Nolan_Roux\9.jpg, Prediction :Nolito, confidence : 0.754
Original label:Nolito\14.jpg, Prediction :Nonito_Donaire, confidence : 0.814
Original label:Nolito\15.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.923
Original label:Nolito\2.jpg, Prediction :Nonito_Donaire, confidence : 0.537
Original label:Nolito\20.jpg, Prediction :Nouri_al-Maliki, confidence : 0.376
Original label:Nolito\6.jpg, Prediction :Nonito_Donaire, confidence : 0.568
Original label:Nolito\7.jpg, Prediction :Nolan_Roux, confidence : 0.999
Original label:Nolito\8.jpg, Prediction :leejeongje, confidence : 0.498
Original label:Nolwenn_Leroy\1.jpg, Prediction :Nora_Danish, confidence : 0.524
Original label:Nolwenn_Leroy\10.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.396
Original label:Nolwenn_Leroy\13.jpg, Prediction :Nora_Salinas, confidence : 0.543
Original label:Nolwenn_Leroy\18.jpg, Prediction :Norah_ODonnell, confidence : 0.922
Original label:Nolwenn_Leroy\19.jpg, Prediction :Norah_ODonnell, confidence : 0.338
Original label:Nolwenn_Leroy\2.jpg, Prediction :Nonami_Takizawa, confidence : 0.756
Original label:Nolwenn_Leroy\22.jpg, Prediction :Nonito_Donaire, confidence : 0.570
Original label:Nolwenn_Leroy\23.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.987
Original label:Nolwenn_Leroy\25.jpg, Prediction :Nora_Danish, confidence : 0.820
Original label:Nolwenn_Leroy\3.jpg, Prediction :leejaemyeng, confidence : 0.428
Original label:Nolwenn_Leroy\4.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.984
Original label:Nolwenn_Leroy\6.jpg, Prediction :Nora_Danish, confidence : 0.708
Original label:Nomar_Garciaparra\12.jpg, Prediction :Nori_Aoki, confidence : 0.975
Original label:Nomar_Garciaparra\13.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.507
Original label:Nomar_Garciaparra\20.jpg, Prediction :Nolito, confidence : 0.624
Original label:Nomar_Garciaparra\21.jpg, Prediction :Nolito, confidence : 0.422
Original label:Nomar_Garciaparra\22.jpg, Prediction :Nori_Aoki, confidence : 0.769
Original label:Nomar_Garciaparra\26.jpg, Prediction :Nonito_Donaire, confidence : 0.962
Original label:Nomar_Garciaparra\27.jpg, Prediction :leejeongje, confidence : 0.637
Original label:Nomar_Garciaparra\29.jpg, Prediction :Nori_Aoki, confidence : 0.643
Original label:Nomar_Garciaparra\6.jpg, Prediction :Nonito_Donaire, confidence : 0.484
Original label:Nomar_Garciaparra\9.jpg, Prediction :Nova_Eliza, confidence : 0.646
Original label:Nona_Gaye\11.jpg, Prediction :Nova_Eliza, confidence : 0.330
Original label:Nona_Gaye\13.jpg, Prediction :Nova_Eliza, confidence : 0.861
Original label:Nona_Gaye\14.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.716
Original label:Nona_Gaye\17.jpg, Prediction :Noelle_Reno, confidence : 0.872
Original label:Nona_Gaye\20.jpg, Prediction :Nolito, confidence : 0.344
Original label:Nona_Gaye\22.jpg, Prediction :Nora_Salinas, confidence : 0.228
Original label:Nona_Gaye\23.jpg, Prediction :Noelle_Reno, confidence : 0.990
Original label:Nona_Gaye\24.jpg, Prediction :Noelle_Reno, confidence : 0.285
Original label:Nona_Gaye\27.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.783
Original label:Nona_Gaye\3.jpg, Prediction :Nova_Eliza, confidence : 0.917
Original label:Nona_Gaye\5.jpg, Prediction :Nora_Danish, confidence : 0.405
Original label:Nona_Gaye\8.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.302
Original label:Nonami_Takizawa\16.jpg, Prediction :Nora_Danish, confidence : 0.617
Original label:Nonami_Takizawa\19.jpg, Prediction :Nora_Danish, confidence : 0.601
Original label:Nonami_Takizawa\24.jpg, Prediction :Nora_Salinas, confidence : 0.387
Original label:Nonami_Takizawa\25.jpg, Prediction :Nora_Danish, confidence : 0.740
Original label:Nonami_Takizawa\27.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.532
Original label:Nonami_Takizawa\5.jpg, Prediction :Nora_Salinas, confidence : 0.618
Original label:Nonito_Donaire\10.jpg, Prediction :Nora_Berra, confidence : 0.521
Original label:Nonito_Donaire\15.jpg, Prediction :Nolan_Roux, confidence : 0.871
Original label:Nonito_Donaire\16.jpg, Prediction :Nouriel_Roubini, confidence : 0.893
Original label:Nonito_Donaire\2.jpg, Prediction :anheejeong, confidence : 0.376
Original label:Nonito_Donaire\25.jpg, Prediction :Nova_Eliza, confidence : 0.900
Original label:Nonito_Donaire\28.jpg, Prediction :Nolan_Roux, confidence : 0.550
Original label:Nonito_Donaire\5.jpg, Prediction :Nova_Eliza, confidence : 0.396
Original label:Nora_Berra\1.jpg, Prediction :leejeongje, confidence : 0.445
Original label:Nora_Berra\19.jpg, Prediction :Norah_ODonnell, confidence : 0.700
Original label:Nora_Berra\2.jpg, Prediction :Nora_Salinas, confidence : 0.498
Original label:Nora_Berra\28.jpg, Prediction :Nora_Salinas, confidence : 0.370
Original label:Nora_Berra\3.jpg, Prediction :Nora_Salinas, confidence : 0.907
Original label:Nora_Danish\12.jpg, Prediction :Nova_Eliza, confidence : 0.619
Original label:Nora_Danish\13.jpg, Prediction :Nolwenn_Leroy, confidence : 0.538
Original label:Nora_Danish\16.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.374
Original label:Nora_Danish\21.jpg, Prediction :Nora_Salinas, confidence : 0.970
Original label:Nora_Danish\22.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.817
Original label:Nora_Danish\27.jpg, Prediction :Nora_Berra, confidence : 0.524
Original label:Nora_Danish\6.jpg, Prediction :Nonami_Takizawa, confidence : 0.611
Original label:Nora_Foss_al-Jabri\1.jpg, Prediction :Nora_Berra, confidence : 0.941
Original label:Nora_Foss_al-Jabri\11.jpg, Prediction :Nora_Danish, confidence : 0.996
Original label:Nora_Foss_al-Jabri\12.jpg, Prediction :Nonami_Takizawa, confidence : 0.463
Original label:Nora_Foss_al-Jabri\13.jpg, Prediction :Norah_ODonnell, confidence : 0.588
Original label:Nora_Foss_al-Jabri\14.jpg, Prediction :Nora_Salinas, confidence : 0.705
Original label:Nora_Foss_al-Jabri\15.jpg, Prediction :Norah_ODonnell, confidence : 0.941
Original label:Nora_Foss_al-Jabri\16.jpg, Prediction :Nora_Salinas, confidence : 0.498
Original label:Nora_Foss_al-Jabri\17.jpg, Prediction :Nora_Salinas, confidence : 0.557
Original label:Nora_Foss_al-Jabri\18.jpg, Prediction :Nora_Berra, confidence : 0.984
Original label:Nora_Foss_al-Jabri\19.jpg, Prediction :Nova_Eliza, confidence : 0.669
Original label:Nora_Foss_al-Jabri\2.jpg, Prediction :Nora_Salinas, confidence : 0.330
Original label:Nora_Foss_al-Jabri\23.jpg, Prediction :Noelle_Reno, confidence : 0.992
Original label:Nora_Foss_al-Jabri\25.jpg, Prediction :Nora_Salinas, confidence : 0.516
Original label:Nora_Foss_al-Jabri\27.jpg, Prediction :Norah_ODonnell, confidence : 0.548
Original label:Nora_Foss_al-Jabri\28.jpg, Prediction :Nora_Salinas, confidence : 0.883
Original label:Nora_Foss_al-Jabri\3.jpg, Prediction :Nora_Berra, confidence : 0.456
Original label:Nora_Foss_al-Jabri\30.jpg, Prediction :Nora_Danish, confidence : 0.628
Original label:Nora_Foss_al-Jabri\5.jpg, Prediction :Nora_Salinas, confidence : 0.989
Original label:Nora_Foss_al-Jabri\7.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.462
Original label:Nora_Salinas\10.jpg, Prediction :Norah_ODonnell, confidence : 0.895
Original label:Nora_Salinas\13.jpg, Prediction :Nora_Danish, confidence : 0.797
Original label:Nora_Salinas\15.jpg, Prediction :Norah_ODonnell, confidence : 0.382
Original label:Nora_Salinas\22.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.487
Original label:Nora_Salinas\23.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.709
Original label:Nora_Salinas\24.jpg, Prediction :Nora_Danish, confidence : 0.943
Original label:Nora_Salinas\25.jpg, Prediction :Nolwenn_Leroy, confidence : 0.703
Original label:Nora_Salinas\7.jpg, Prediction :Nora_Danish, confidence : 0.727
Original label:Norah_ODonnell\12.jpg, Prediction :Nona_Gaye, confidence : 0.604
Original label:Norbert_Blüm\10.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.760
Original label:Norbert_Blüm\19.jpg, Prediction :Norbert_Lammert, confidence : 0.696
Original label:Norbert_Blüm\20.jpg, Prediction :Norbert_Lammert, confidence : 0.790
Original label:Norbert_Blüm\23.jpg, Prediction :Norbert_Lammert, confidence : 0.870
Original label:Norbert_Blüm\27.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.998
Original label:Norbert_Blüm\4.jpg, Prediction :moonjaein, confidence : 0.763
Original label:Norbert_Lammert\16.jpg, Prediction :Norbert_Blüm, confidence : 0.552
Original label:Norbert_Lammert\23.jpg, Prediction :Nouri_al-Maliki, confidence : 0.618
Original label:Norbert_Lammert\25.jpg, Prediction :moonjaein, confidence : 0.611
Original label:Norbert_Lammert\26.jpg, Prediction :Norbert_Blüm, confidence : 0.980
Original label:Nori_Aoki\13.jpg, Prediction :Nomar_Garciaparra, confidence : 0.788
Original label:Nori_Aoki\15.jpg, Prediction :Nora_Salinas, confidence : 0.713
Original label:Nori_Aoki\16.jpg, Prediction :Nonito_Donaire, confidence : 0.982
Original label:Nori_Aoki\19.jpg, Prediction :Nova_Eliza, confidence : 0.995
Original label:Nori_Aoki\25.jpg, Prediction :Nonito_Donaire, confidence : 0.542
Original label:Nori_Aoki\4.jpg, Prediction :Nova_Eliza, confidence : 0.719
Original label:Nouri_al-Maliki\23.jpg, Prediction :Nora_Berra, confidence : 0.501
Original label:Nouri_al-Maliki\30.jpg, Prediction :Nora_Danish, confidence : 0.651
Original label:Nouriel_Roubini\14.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.433
Original label:Nouriel_Roubini\16.jpg, Prediction :Nona_Gaye, confidence : 0.721
Original label:Nouriel_Roubini\17.jpg, Prediction :Nolan_Roux, confidence : 0.650
Original label:Nouriel_Roubini\23.jpg, Prediction :Norbert_Lammert, confidence : 0.506
Original label:Nouriel_Roubini\24.jpg, Prediction :Noelle_Reno, confidence : 0.605
Original label:Nouriel_Roubini\26.jpg, Prediction :Nonito_Donaire, confidence : 0.825
Original label:Nouriel_Roubini\28.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.350
Original label:Nouriel_Roubini\4.jpg, Prediction :Nolan_Roux, confidence : 0.733
Original label:Nova_Eliza\11.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.666
Original label:Nova_Eliza\12.jpg, Prediction :Nora_Salinas, confidence : 0.322
Original label:Nova_Eliza\13.jpg, Prediction :Nora_Salinas, confidence : 0.440
Original label:Nova_Eliza\16.jpg, Prediction :Nona_Gaye, confidence : 0.819
Original label:Nova_Eliza\18.jpg, Prediction :Nonito_Donaire, confidence : 0.378
Original label:Nova_Eliza\20.jpg, Prediction :Nora_Berra, confidence : 0.719
Original label:Nova_Eliza\25.jpg, Prediction :Nonami_Takizawa, confidence : 0.927
Original label:Nova_Eliza\26.jpg, Prediction :Nona_Gaye, confidence : 0.542
Original label:Nova_Eliza\27.jpg, Prediction :Nona_Gaye, confidence : 0.661
Original label:Nova_Eliza\28.jpg, Prediction :Nora_Salinas, confidence : 0.734
Original label:Nova_Eliza\6.jpg, Prediction :Nora_Danish, confidence : 0.625
Original label:ParkSunhee\4.jpg, Prediction :Nora_Berra, confidence : 0.856
Original label:ParkSunhee\9.jpg, Prediction :Nonito_Donaire, confidence : 0.749
Original label:anheejeong\12.jpg, Prediction :moonjaein, confidence : 0.981
Original label:anheejeong\13.jpg, Prediction :Norbert_Lammert, confidence : 0.985
Original label:anheejeong\15.jpg, Prediction :leejaemyeng, confidence : 0.344
Original label:anheejeong\16.jpg, Prediction :Nonito_Donaire, confidence : 0.794
Original label:anheejeong\19.jpg, Prediction :Nori_Aoki, confidence : 0.268
Original label:anheejeong\20.jpg, Prediction :Norbert_Lammert, confidence : 0.465
Original label:anheejeong\21.jpg, Prediction :Norbert_Lammert, confidence : 0.263
Original label:anheejeong\5.jpg, Prediction :moonjaein, confidence : 0.735
Original label:ivy\10.jpg, Prediction :Nora_Danish, confidence : 0.359
Original label:ivy\11.jpg, Prediction :Nora_Salinas, confidence : 0.449
Original label:ivy\2.jpg, Prediction :Nonami_Takizawa, confidence : 0.469
Original label:ivy\3.jpg, Prediction :Nora_Danish, confidence : 0.663
Original label:ivy\4.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.578
Original label:ivy\5.jpg, Prediction :Nonito_Donaire, confidence : 0.870
Original label:ivy\6.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.875
Original label:ivy\7.jpg, Prediction :Nora_Berra, confidence : 0.551
Original label:ivy\9.jpg, Prediction :parknare, confidence : 0.351
Original label:jeongryeonwon\1.jpg, Prediction :Nonami_Takizawa, confidence : 0.384
Original label:jeongryeonwon\10.jpg, Prediction :Nonami_Takizawa, confidence : 0.503
Original label:jeongryeonwon\11.jpg, Prediction :Nova_Eliza, confidence : 0.349
Original label:jeongryeonwon\13.jpg, Prediction :Nonami_Takizawa, confidence : 0.466
Original label:jeongryeonwon\15.jpg, Prediction :Nora_Salinas, confidence : 0.491
Original label:jeongryeonwon\2.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.472
Original label:jeongryeonwon\4.jpg, Prediction :jeonhyoseong, confidence : 0.441
Original label:jeongryeonwon\5.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.401
Original label:jeongryeonwon\6.jpg, Prediction :jeonhyoseong, confidence : 0.499
Original label:jeongryeonwon\9.jpg, Prediction :ivy, confidence : 0.394
Original label:jeonhyoseong\10.jpg, Prediction :Nolwenn_Leroy, confidence : 0.551
Original label:jeonhyoseong\11.jpg, Prediction :jeongryeonwon, confidence : 0.789
Original label:jeonhyoseong\12.jpg, Prediction :ivy, confidence : 0.633
Original label:jeonhyoseong\4.jpg, Prediction :Nonami_Takizawa, confidence : 0.389
Original label:jeonhyoseong\5.jpg, Prediction :Nora_Danish, confidence : 0.336
Original label:jeonhyoseong\6.jpg, Prediction :Nora_Danish, confidence : 0.338
Original label:jeonhyoseong\7.jpg, Prediction :ivy, confidence : 0.620
Original label:jeonhyoseong\8.jpg, Prediction :narsha, confidence : 0.752
Original label:jeonhyoseong\9.jpg, Prediction :Nonami_Takizawa, confidence : 0.440
Original label:kimssok\1.jpg, Prediction :Nonami_Takizawa, confidence : 0.596
Original label:kimssok\10.jpg, Prediction :Nora_Danish, confidence : 0.549
Original label:kimssok\2.jpg, Prediction :songeunhee, confidence : 0.512
Original label:kimssok\3.jpg, Prediction :parksohyun, confidence : 0.330
Original label:kimssok\4.jpg, Prediction :jeongryeonwon, confidence : 0.341
Original label:kimssok\7.jpg, Prediction :parknare, confidence : 0.540
Original label:kimssok\8.jpg, Prediction :parknare, confidence : 0.378
Original label:kimssok\9.jpg, Prediction :Nova_Eliza, confidence : 0.788
Original label:leejaemyeng\10.jpg, Prediction :Norbert_Lammert, confidence : 0.499
Original label:leejaemyeng\11.jpg, Prediction :moonjaein, confidence : 0.714
Original label:leejaemyeng\16.jpg, Prediction :moonjaein, confidence : 0.678
Original label:leejaemyeng\20.jpg, Prediction :Norah_ODonnell, confidence : 0.523
Original label:leejaemyeng\22.jpg, Prediction :Norbert_Lammert, confidence : 0.576
Original label:leejaemyeng\24.jpg, Prediction :Nora_Salinas, confidence : 0.584
Original label:leejaemyeng\3.jpg, Prediction :moonjaein, confidence : 0.733
Original label:leejaemyeng\4.jpg, Prediction :Nouri_al-Maliki, confidence : 0.594
Original label:leejaemyeng\5.jpg, Prediction :moonjaein, confidence : 0.356
Original label:leejaemyeng\9.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.522
Original label:leejeongje\1.jpg, Prediction :Nora_Danish, confidence : 0.329
Original label:leejeongje\10.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.463
Original label:leejeongje\11.jpg, Prediction :Nonito_Donaire, confidence : 0.688
Original label:leejeongje\12.jpg, Prediction :leejaemyeng, confidence : 0.466
Original label:leejeongje\13.jpg, Prediction :Nora_Danish, confidence : 0.228
Original label:leejeongje\14.jpg, Prediction :Nora_Danish, confidence : 0.374
Original label:leejeongje\3.jpg, Prediction :Nova_Eliza, confidence : 0.757
Original label:leejeongje\4.jpg, Prediction :Nouriel_Roubini, confidence : 0.339
Original label:leejeongje\5.jpg, Prediction :Nonito_Donaire, confidence : 0.878
Original label:leejeongje\8.jpg, Prediction :jeongryeonwon, confidence : 0.439
Original label:leejeongje\9.jpg, Prediction :Nora_Salinas, confidence : 0.547
Original label:moonjaein\11.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.249
Original label:moonjaein\13.jpg, Prediction :Nonito_Donaire, confidence : 0.510
Original label:moonjaein\14.jpg, Prediction :Norbert_Lammert, confidence : 0.781
Original label:moonjaein\15.jpg, Prediction :Nora_Berra, confidence : 0.419
Original label:moonjaein\17.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.624
Original label:moonjaein\21.jpg, Prediction :Nouriel_Roubini, confidence : 0.520
Original label:moonjaein\23.jpg, Prediction :leejaemyeng, confidence : 0.467
Original label:moonjaein\24.jpg, Prediction :Nolan_Roux, confidence : 0.628
Original label:moonjaein\7.jpg, Prediction :anheejeong, confidence : 0.835
Original label:narsha\4.jpg, Prediction :Nolwenn_Leroy, confidence : 0.628
Original label:narsha\5.jpg, Prediction :Nolwenn_Leroy, confidence : 0.408
Original label:narsha\6.jpg, Prediction :jeongryeonwon, confidence : 0.332
Original label:narsha\8.jpg, Prediction :ivy, confidence : 0.359
Original label:narsha\9.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.278
Original label:parknare\1.jpg, Prediction :Nora_Salinas, confidence : 0.583
Original label:parknare\2.jpg, Prediction :parksohyun, confidence : 0.391
Original label:parknare\4.jpg, Prediction :Nora_Danish, confidence : 0.731
Original label:parknare\7.jpg, Prediction :parksohyun, confidence : 0.841
Original label:parknare\8.jpg, Prediction :Norah_ODonnell, confidence : 0.952
Original label:parknare\9.jpg, Prediction :Nolwenn_Leroy, confidence : 0.263
Original label:parksohyun\2.jpg, Prediction :Nova_Eliza, confidence : 0.696
Original label:parksohyun\3.jpg, Prediction :narsha, confidence : 0.358
Original label:parksohyun\4.jpg, Prediction :parknare, confidence : 0.535
Original label:parksohyun\6.jpg, Prediction :Nonami_Takizawa, confidence : 0.432
Original label:parksohyun\7.jpg, Prediction :parknare, confidence : 0.580
Original label:parksohyun\8.jpg, Prediction :ParkMinjeong, confidence : 0.219
Original label:parksohyun\9.jpg, Prediction :Nonami_Takizawa, confidence : 0.988
Original label:songeunhee\1.jpg, Prediction :Nolwenn_Leroy, confidence : 0.999
Original label:songeunhee\10.jpg, Prediction :Nora_Salinas, confidence : 0.666
Original label:songeunhee\2.jpg, Prediction :Noelle_Reno, confidence : 0.255
Original label:songeunhee\3.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.995
Original label:songeunhee\4.jpg, Prediction :parksohyun, confidence : 0.900
Original label:songeunhee\5.jpg, Prediction :anheejeong, confidence : 0.524
Original label:songeunhee\7.jpg, Prediction :Norah_ODonnell, confidence : 0.303
Original label:songeunhee\8.jpg, Prediction :Nolwenn_Leroy, confidence : 0.998
Original label:songeunhee\9.jpg, Prediction :Norah_ODonnell, confidence : 0.742
Original label:yooseyoon\1.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.569
Original label:yooseyoon\10.jpg, Prediction :parknare, confidence : 0.880
Original label:yooseyoon\11.jpg, Prediction :leejeongje, confidence : 0.517
Original label:yooseyoon\12.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.996
Original label:yooseyoon\13.jpg, Prediction :leejaemyeng, confidence : 0.668
Original label:yooseyoon\3.jpg, Prediction :leejeongje, confidence : 0.361
Original label:yooseyoon\4.jpg, Prediction :parknare, confidence : 0.194
Original label:yooseyoon\5.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.650
Original label:yooseyoon\6.jpg, Prediction :moonjaein, confidence : 0.435
Original label:yooseyoon\7.jpg, Prediction :Nolwenn_Leroy, confidence : 0.565
Original label:yooseyoon\8.jpg, Prediction :Nora_Danish, confidence : 0.622
Original label:yooseyoon\9.jpg, Prediction :Nolwenn_Leroy, confidence : 0.445
InceptionResNetV2(weights='imagenet', pooling='avg',
include_top=False,
input_shape=(224, 224, 3))
model.add(layers.Dense(512, activation='relu', input_dim=1536))
model.add(layers.Dropout(0.5))
model.add(layers.Dense(labelColunt, activation='softmax'))
model.summary()
model.compile(optimizer=optimizers.RMSprop(lr=2e-4),
loss='categorical_crossentropy',
metrics=['acc'])
history = model.fit(train_features,
train_labels,
epochs=200,
batch_size=batch_size,
validation_data=(validation_features,validation_labels))
Epoch 200/200
100/6816 [..............................] - ETA: 0s - loss: 0.0425 - acc: 0.9900
700/6816 [==>...........................] - ETA: 0s - loss: 0.0450 - acc: 0.9943
1300/6816 [====>.........................] - ETA: 0s - loss: 0.0486 - acc: 0.9885
1900/6816 [=======>......................] - ETA: 0s - loss: 0.0496 - acc: 0.9889
2500/6816 [==========>...................] - ETA: 0s - loss: 0.0480 - acc: 0.9896
3100/6816 [============>.................] - ETA: 0s - loss: 0.0497 - acc: 0.9900
3800/6816 [===============>..............] - ETA: 0s - loss: 0.0492 - acc: 0.9897
4500/6816 [==================>...........] - ETA: 0s - loss: 0.0520 - acc: 0.9889
5200/6816 [=====================>........] - ETA: 0s - loss: 0.0513 - acc: 0.9888
5800/6816 [========================>.....] - ETA: 0s - loss: 0.0498 - acc: 0.9897
6500/6816 [===========================>..] - ETA: 0s - loss: 0.0501 - acc: 0.9894
6816/6816 [==============================] - 1s 108us/step - loss: 0.0495 - acc: 0.9897 - val_loss: 0.8181 - val_acc: 0.8088
No of errors = 160/837
Original label:Noelle_Pikus-Pace\1.jpg, Prediction :Nolan_Roux, confidence : 0.810
Original label:Noelle_Pikus-Pace\15.jpg, Prediction :Nouriel_Roubini, confidence : 0.887
Original label:Noelle_Pikus-Pace\22.jpg, Prediction :Nora_Danish, confidence : 0.316
Original label:Noelle_Pikus-Pace\25.jpg, Prediction :Nora_Salinas, confidence : 0.825
Original label:Noelle_Pikus-Pace\27.jpg, Prediction :Nolan_Roux, confidence : 0.934
Original label:Noelle_Pikus-Pace\3.jpg, Prediction :Nolwenn_Leroy, confidence : 0.970
Original label:Noelle_Pikus-Pace\9.jpg, Prediction :Nora_Berra, confidence : 0.560
Original label:Noelle_Reno\21.jpg, Prediction :Nora_Danish, confidence : 0.455
Original label:Noelle_Reno\25.jpg, Prediction :Norah_ODonnell, confidence : 0.677
Original label:Nolan_Roux\1.jpg, Prediction :Nolito, confidence : 0.917
Original label:Nolan_Roux\11.jpg, Prediction :Nouriel_Roubini, confidence : 0.665
Original label:Nolan_Roux\12.jpg, Prediction :Nonito_Donaire, confidence : 0.485
Original label:Nolan_Roux\14.jpg, Prediction :Nora_Salinas, confidence : 0.977
Original label:Nolan_Roux\18.jpg, Prediction :Nolito, confidence : 0.994
Original label:Nolan_Roux\19.jpg, Prediction :Norah_ODonnell, confidence : 0.466
Original label:Nolan_Roux\20.jpg, Prediction :Nolito, confidence : 0.961
Original label:Nolan_Roux\24.jpg, Prediction :Nolito, confidence : 0.764
Original label:Nolan_Roux\6.jpg, Prediction :Nolito, confidence : 0.961
Original label:Nolan_Roux\9.jpg, Prediction :Nolito, confidence : 0.998
Original label:Nolito\15.jpg, Prediction :Nolan_Roux, confidence : 0.683
Original label:Nolito\17.jpg, Prediction :Nonito_Donaire, confidence : 0.797
Original label:Nolito\22.jpg, Prediction :Norbert_Lammert, confidence : 0.534
Original label:Nolwenn_Leroy\1.jpg, Prediction :Nora_Danish, confidence : 0.694
Original label:Nolwenn_Leroy\13.jpg, Prediction :Nora_Salinas, confidence : 0.923
Original label:Nolwenn_Leroy\18.jpg, Prediction :Norah_ODonnell, confidence : 0.824
Original label:Nolwenn_Leroy\2.jpg, Prediction :Nonami_Takizawa, confidence : 0.869
Original label:Nolwenn_Leroy\4.jpg, Prediction :Nonito_Donaire, confidence : 0.349
Original label:Nomar_Garciaparra\12.jpg, Prediction :Nori_Aoki, confidence : 0.715
Original label:Nomar_Garciaparra\13.jpg, Prediction :Nolwenn_Leroy, confidence : 0.609
Original label:Nomar_Garciaparra\20.jpg, Prediction :Nolan_Roux, confidence : 0.512
Original label:Nomar_Garciaparra\22.jpg, Prediction :Nolwenn_Leroy, confidence : 0.675
Original label:Nomar_Garciaparra\26.jpg, Prediction :Nonito_Donaire, confidence : 0.703
Original label:Nomar_Garciaparra\9.jpg, Prediction :Nori_Aoki, confidence : 0.731
Original label:Nona_Gaye\11.jpg, Prediction :Nova_Eliza, confidence : 0.677
Original label:Nona_Gaye\20.jpg, Prediction :Nomar_Garciaparra, confidence : 0.883
Original label:Nona_Gaye\27.jpg, Prediction :Noelle_Reno, confidence : 0.512
Original label:Nona_Gaye\3.jpg, Prediction :Nova_Eliza, confidence : 0.987
Original label:Nonami_Takizawa\16.jpg, Prediction :Nora_Danish, confidence : 0.953
Original label:Nonami_Takizawa\4.jpg, Prediction :Nora_Danish, confidence : 0.544
Original label:Nonito_Donaire\11.jpg, Prediction :Nolito, confidence : 0.960
Original label:Nonito_Donaire\15.jpg, Prediction :Nolan_Roux, confidence : 0.981
Original label:Nonito_Donaire\2.jpg, Prediction :leejeongje, confidence : 0.382
Original label:Nonito_Donaire\20.jpg, Prediction :Nomar_Garciaparra, confidence : 0.972
Original label:Nonito_Donaire\25.jpg, Prediction :Nova_Eliza, confidence : 0.972
Original label:Nonito_Donaire\28.jpg, Prediction :Nolan_Roux, confidence : 0.763
Original label:Nonito_Donaire\3.jpg, Prediction :Nolan_Roux, confidence : 0.737
Original label:Nora_Berra\1.jpg, Prediction :leejeongje, confidence : 0.363
Original label:Nora_Berra\28.jpg, Prediction :Nova_Eliza, confidence : 0.306
Original label:Nora_Berra\3.jpg, Prediction :Nora_Salinas, confidence : 0.728
Original label:Nora_Berra\30.jpg, Prediction :Nora_Danish, confidence : 0.622
Original label:Nora_Berra\5.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.450
Original label:Nora_Berra\7.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.510
Original label:Nora_Danish\12.jpg, Prediction :Nova_Eliza, confidence : 0.722
Original label:Nora_Danish\16.jpg, Prediction :Nova_Eliza, confidence : 0.704
Original label:Nora_Foss_al-Jabri\10.jpg, Prediction :Nora_Berra, confidence : 0.532
Original label:Nora_Foss_al-Jabri\11.jpg, Prediction :Nora_Danish, confidence : 0.767
Original label:Nora_Foss_al-Jabri\12.jpg, Prediction :Nonami_Takizawa, confidence : 0.797
Original label:Nora_Foss_al-Jabri\13.jpg, Prediction :Noelle_Reno, confidence : 0.652
Original label:Nora_Foss_al-Jabri\15.jpg, Prediction :Nora_Berra, confidence : 0.916
Original label:Nora_Foss_al-Jabri\16.jpg, Prediction :Nora_Salinas, confidence : 0.998
Original label:Nora_Foss_al-Jabri\18.jpg, Prediction :Nora_Salinas, confidence : 0.433
Original label:Nora_Foss_al-Jabri\19.jpg, Prediction :Nova_Eliza, confidence : 0.708
Original label:Nora_Foss_al-Jabri\21.jpg, Prediction :Nora_Danish, confidence : 0.844
Original label:Nora_Foss_al-Jabri\23.jpg, Prediction :Noelle_Reno, confidence : 0.999
Original label:Nora_Foss_al-Jabri\27.jpg, Prediction :Nora_Salinas, confidence : 0.652
Original label:Nora_Foss_al-Jabri\28.jpg, Prediction :Nora_Salinas, confidence : 0.859
Original label:Nora_Foss_al-Jabri\3.jpg, Prediction :Nora_Berra, confidence : 0.908
Original label:Nora_Foss_al-Jabri\30.jpg, Prediction :Noelle_Reno, confidence : 0.908
Original label:Nora_Foss_al-Jabri\4.jpg, Prediction :Nora_Danish, confidence : 0.661
Original label:Nora_Foss_al-Jabri\5.jpg, Prediction :Nora_Salinas, confidence : 0.940
Original label:Nora_Foss_al-Jabri\7.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.716
Original label:Nora_Salinas\10.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.436
Original label:Nora_Salinas\13.jpg, Prediction :Nora_Danish, confidence : 0.972
Original label:Nora_Salinas\15.jpg, Prediction :Noelle_Pikus-Pace, confidence : 0.521
Original label:Nora_Salinas\24.jpg, Prediction :Nora_Danish, confidence : 0.847
Original label:Nora_Salinas\25.jpg, Prediction :Nora_Danish, confidence : 0.872
Original label:Nora_Salinas\7.jpg, Prediction :Nora_Danish, confidence : 0.977
Original label:Norbert_Blüm\10.jpg, Prediction :leejaemyeng, confidence : 0.553
Original label:Norbert_Blüm\19.jpg, Prediction :Norbert_Lammert, confidence : 0.949
Original label:Norbert_Blüm\23.jpg, Prediction :Norbert_Lammert, confidence : 0.505
Original label:Norbert_Blüm\27.jpg, Prediction :Norbert_Lammert, confidence : 0.965
Original label:Norbert_Blüm\7.jpg, Prediction :Norbert_Lammert, confidence : 0.580
Original label:Norbert_Lammert\16.jpg, Prediction :Norbert_Blüm, confidence : 0.951
Original label:Norbert_Lammert\23.jpg, Prediction :Nouri_al-Maliki, confidence : 0.633
Original label:Norbert_Lammert\25.jpg, Prediction :moonjaein, confidence : 0.954
Original label:Norbert_Lammert\26.jpg, Prediction :Norbert_Blüm, confidence : 0.987
Original label:Norbert_Lammert\27.jpg, Prediction :Nouriel_Roubini, confidence : 0.602
Original label:Nori_Aoki\13.jpg, Prediction :Nomar_Garciaparra, confidence : 0.983
Original label:Nori_Aoki\15.jpg, Prediction :Nomar_Garciaparra, confidence : 0.990
Original label:Nouriel_Roubini\17.jpg, Prediction :Nolan_Roux, confidence : 0.976
Original label:Nouriel_Roubini\24.jpg, Prediction :Noelle_Reno, confidence : 0.831
Original label:Nouriel_Roubini\26.jpg, Prediction :Nonito_Donaire, confidence : 0.940
Original label:ParkMinjeong\15.jpg, Prediction :Nora_Foss_al-Jabri, confidence : 0.607
Original label:anheejeong\12.jpg, Prediction :moonjaein, confidence : 0.999
Original label:anheejeong\13.jpg, Prediction :Norbert_Lammert, confidence : 0.720
Original label:anheejeong\19.jpg, Prediction :Nolwenn_Leroy, confidence : 0.478
Original label:anheejeong\21.jpg, Prediction :moonjaein, confidence : 0.818
Original label:anheejeong\9.jpg, Prediction :Nomar_Garciaparra, confidence : 0.647
Original label:ivy\1.jpg, Prediction :Nora_Danish, confidence : 0.573
Original label:ivy\10.jpg, Prediction :kimssok, confidence : 0.417
Original label:ivy\4.jpg, Prediction :jeongryeonwon, confidence : 0.689
Original label:ivy\5.jpg, Prediction :Nora_Danish, confidence : 0.467
Original label:ivy\6.jpg, Prediction :Nova_Eliza, confidence : 0.886
Original label:ivy\7.jpg, Prediction :Nora_Salinas, confidence : 0.717
Original label:ivy\8.jpg, Prediction :Nora_Danish, confidence : 0.448
Original label:jeongryeonwon\1.jpg, Prediction :Nova_Eliza, confidence : 0.963
Original label:jeongryeonwon\10.jpg, Prediction :Nonami_Takizawa, confidence : 0.564
Original label:jeongryeonwon\11.jpg, Prediction :Nova_Eliza, confidence : 0.519
Original label:jeongryeonwon\15.jpg, Prediction :Nora_Danish, confidence : 0.525
Original label:jeonhyoseong\12.jpg, Prediction :ivy, confidence : 0.634
Original label:jeonhyoseong\3.jpg, Prediction :jeongryeonwon, confidence : 0.543
Original label:jeonhyoseong\5.jpg, Prediction :Nora_Danish, confidence : 0.998
Original label:jeonhyoseong\6.jpg, Prediction :jeongryeonwon, confidence : 0.735
Original label:jeonhyoseong\7.jpg, Prediction :jeongryeonwon, confidence : 0.525
Original label:jeonhyoseong\9.jpg, Prediction :Nora_Salinas, confidence : 0.769
Original label:kimssok\1.jpg, Prediction :jeongryeonwon, confidence : 0.757
Original label:leejaemyeng\10.jpg, Prediction :moonjaein, confidence : 0.743
Original label:leejaemyeng\15.jpg, Prediction :Nolwenn_Leroy, confidence : 0.647
Original label:leejaemyeng\24.jpg, Prediction :Nora_Salinas, confidence : 0.994
Original label:leejaemyeng\3.jpg, Prediction :moonjaein, confidence : 0.947
Original label:leejeongje\14.jpg, Prediction :Nolwenn_Leroy, confidence : 0.433
Original label:leejeongje\5.jpg, Prediction :Nolito, confidence : 0.979
Original label:leejeongje\8.jpg, Prediction :jeongryeonwon, confidence : 0.846
Original label:leejeongje\9.jpg, Prediction :yooseyoon, confidence : 0.960
Original label:moonjaein\11.jpg, Prediction :Nolito, confidence : 0.297
Original label:moonjaein\15.jpg, Prediction :anheejeong, confidence : 0.883
Original label:moonjaein\21.jpg, Prediction :Norbert_Lammert, confidence : 0.485
Original label:moonjaein\23.jpg, Prediction :Nouriel_Roubini, confidence : 0.854
Original label:moonjaein\24.jpg, Prediction :Nolan_Roux, confidence : 0.964
Original label:moonjaein\4.jpg, Prediction :leejaemyeng, confidence : 0.676
Original label:moonjaein\7.jpg, Prediction :anheejeong, confidence : 0.564
Original label:moonjaein\8.jpg, Prediction :Nori_Aoki, confidence : 0.839
Original label:moonjaein\9.jpg, Prediction :leejaemyeng, confidence : 0.964
Original label:narsha\6.jpg, Prediction :Nora_Danish, confidence : 0.969
Original label:narsha\8.jpg, Prediction :jeongryeonwon, confidence : 0.462
Original label:narsha\9.jpg, Prediction :Norah_ODonnell, confidence : 0.593
Original label:parknare\1.jpg, Prediction :Nora_Salinas, confidence : 0.910
Original label:parknare\7.jpg, Prediction :parksohyun, confidence : 0.389
Original label:parknare\8.jpg, Prediction :Norah_ODonnell, confidence : 0.995
Original label:parknare\9.jpg, Prediction :parksohyun, confidence : 0.643
Original label:parksohyun\8.jpg, Prediction :ParkMinjeong, confidence : 0.945
Original label:parksohyun\9.jpg, Prediction :Nonami_Takizawa, confidence : 0.938
Original label:songeunhee\1.jpg, Prediction :Nolwenn_Leroy, confidence : 1.000
Original label:songeunhee\10.jpg, Prediction :Nora_Salinas, confidence : 0.929
Original label:songeunhee\3.jpg, Prediction :Nolwenn_Leroy, confidence : 0.993
Original label:songeunhee\4.jpg, Prediction :parksohyun, confidence : 0.824
Original label:songeunhee\5.jpg, Prediction :yooseyoon, confidence : 0.347
Original label:songeunhee\7.jpg, Prediction :parknare, confidence : 0.468
Original label:songeunhee\8.jpg, Prediction :Nolwenn_Leroy, confidence : 0.995
Original label:songeunhee\9.jpg, Prediction :Norah_ODonnell, confidence : 0.602
Original label:yooseyoon\1.jpg, Prediction :Nova_Eliza, confidence : 0.993
Original label:yooseyoon\10.jpg, Prediction :leejeongje, confidence : 0.577
Original label:yooseyoon\11.jpg, Prediction :leejeongje, confidence : 0.737
Original label:yooseyoon\12.jpg, Prediction :Nova_Eliza, confidence : 0.845
Original label:yooseyoon\13.jpg, Prediction :Nolito, confidence : 0.969
Original label:yooseyoon\3.jpg, Prediction :leejaemyeng, confidence : 0.436
Original label:yooseyoon\4.jpg, Prediction :parksohyun, confidence : 0.700
Original label:yooseyoon\5.jpg, Prediction :leejeongje, confidence : 0.472
Original label:yooseyoon\6.jpg, Prediction :anheejeong, confidence : 0.988
Original label:yooseyoon\7.jpg, Prediction :Nolwenn_Leroy, confidence : 0.989
InceptionResNetV2(weights='imagenet', pooling='avg',
include_top=False,
input_shape=(224, 224, 3))
model.add(layers.Dense(1024, activation='relu', input_dim=1536))
model.add(layers.Dropout(0.5))
model.add(layers.Dense(labelColunt, activation='softmax'))
model.summary()
model.compile(optimizer=optimizers.RMSprop(lr=2e-4),
loss='categorical_crossentropy',
metrics=['acc'])
history = model.fit(train_features,
train_labels,