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log.log
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New negative images count: 3654.0
New postivie images count: 7207.0
____________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
====================================================================================================
convolution2d_1 (Convolution2D) (None, 90, 320, 1) 2 convolution2d_input_1[0][0]
____________________________________________________________________________________________________
convolution2d_2 (Convolution2D) (None, 83, 313, 24) 1560 convolution2d_1[0][0]
____________________________________________________________________________________________________
maxpooling2d_1 (MaxPooling2D) (None, 41, 156, 24) 0 convolution2d_2[0][0]
____________________________________________________________________________________________________
dropout_1 (Dropout) (None, 41, 156, 24) 0 maxpooling2d_1[0][0]
____________________________________________________________________________________________________
convolution2d_3 (Convolution2D) (None, 37, 152, 36) 21636 dropout_1[0][0]
____________________________________________________________________________________________________
maxpooling2d_2 (MaxPooling2D) (None, 18, 76, 36) 0 convolution2d_3[0][0]
____________________________________________________________________________________________________
dropout_2 (Dropout) (None, 18, 76, 36) 0 maxpooling2d_2[0][0]
____________________________________________________________________________________________________
convolution2d_4 (Convolution2D) (None, 16, 74, 48) 15600 dropout_2[0][0]
____________________________________________________________________________________________________
maxpooling2d_3 (MaxPooling2D) (None, 8, 37, 48) 0 convolution2d_4[0][0]
____________________________________________________________________________________________________
dropout_3 (Dropout) (None, 8, 37, 48) 0 maxpooling2d_3[0][0]
____________________________________________________________________________________________________
convolution2d_5 (Convolution2D) (None, 6, 35, 64) 27712 dropout_3[0][0]
____________________________________________________________________________________________________
maxpooling2d_4 (MaxPooling2D) (None, 3, 17, 64) 0 convolution2d_5[0][0]
____________________________________________________________________________________________________
dropout_4 (Dropout) (None, 3, 17, 64) 0 maxpooling2d_4[0][0]
____________________________________________________________________________________________________
flatten_1 (Flatten) (None, 3264) 0 dropout_4[0][0]
____________________________________________________________________________________________________
dense_1 (Dense) (None, 1024) 3343360 flatten_1[0][0]
____________________________________________________________________________________________________
dense_2 (Dense) (None, 512) 524800 dense_1[0][0]
____________________________________________________________________________________________________
dense_3 (Dense) (None, 256) 131328 dense_2[0][0]
____________________________________________________________________________________________________
dense_4 (Dense) (None, 128) 32896 dense_3[0][0]
____________________________________________________________________________________________________
dense_5 (Dense) (None, 64) 8256 dense_4[0][0]
____________________________________________________________________________________________________
dense_6 (Dense) (None, 32) 2080 dense_5[0][0]
____________________________________________________________________________________________________
dense_7 (Dense) (None, 1) 33 dense_6[0][0]
====================================================================================================
Total params: 4109263
____________________________________________________________________________________________________
Train on 11713 samples, validate on 2929 samples
Epoch 1/25
40/11713 [..............................] - ETA: 769s - loss: 0.0687 80/11713 [..............................] - ETA: 407s - loss: 0.0749 120/11713 [..............................] - ETA: 282s - loss: 0.0714 160/11713 [..............................] - ETA: 219s - loss: 0.0722 200/11713 [..............................] - ETA: 181s - loss: 0.0750 240/11713 [..............................] - ETA: 156s - loss: 0.0752 280/11713 [..............................] - ETA: 138s - loss: 0.0733 320/11713 [..............................] - ETA: 124s - loss: 0.0747 360/11713 [..............................] - ETA: 113s - loss: 0.0752 400/11713 [>.............................] - ETA: 105s - loss: 0.0750 440/11713 [>.............................] - ETA: 98s - loss: 0.0735 480/11713 [>.............................] - ETA: 92s - loss: 0.0744 520/11713 [>.............................] - ETA: 87s - loss: 0.0742 560/11713 [>.............................] - ETA: 83s - loss: 0.0763 600/11713 [>.............................] - 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ETA: 0s - loss: 0.051511440/11713 [============================>.] - ETA: 0s - loss: 0.051611480/11713 [============================>.] - ETA: 0s - loss: 0.051611520/11713 [============================>.] - ETA: 0s - loss: 0.051611560/11713 [============================>.] - ETA: 0s - loss: 0.051511600/11713 [============================>.] - ETA: 0s - loss: 0.051511640/11713 [============================>.] - ETA: 0s - loss: 0.051511680/11713 [============================>.] - ETA: 0s - loss: 0.0514Epoch 00000: saving model to ./weights-00.h5
11713/11713 [==============================] - 39s - loss: 0.0514 - val_loss: 0.0430
Epoch 2/25
40/11713 [..............................] - ETA: 33s - loss: 0.0273 80/11713 [..............................] - ETA: 33s - loss: 0.0203 120/11713 [..............................] - ETA: 33s - loss: 0.0268 160/11713 [..............................] - ETA: 33s - loss: 0.0267 200/11713 [..............................] - ETA: 33s - loss: 0.0265 240/11713 [..............................] - ETA: 32s - loss: 0.0277 280/11713 [..............................] - ETA: 32s - loss: 0.0287 320/11713 [..............................] - ETA: 32s - loss: 0.0287 360/11713 [..............................] - ETA: 32s - loss: 0.0290 400/11713 [>.............................] - ETA: 32s - loss: 0.0312 440/11713 [>.............................] - ETA: 32s - loss: 0.0305 480/11713 [>.............................] - ETA: 32s - loss: 0.0316 520/11713 [>.............................] - ETA: 32s - loss: 0.0321 560/11713 [>.............................] - ETA: 31s - loss: 0.0331 600/11713 [>.............................] - 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ETA: 0s - loss: 0.034211440/11713 [============================>.] - ETA: 0s - loss: 0.034211480/11713 [============================>.] - ETA: 0s - loss: 0.034111520/11713 [============================>.] - ETA: 0s - loss: 0.034111560/11713 [============================>.] - ETA: 0s - loss: 0.034211600/11713 [============================>.] - ETA: 0s - loss: 0.034111640/11713 [============================>.] - ETA: 0s - loss: 0.034211680/11713 [============================>.] - ETA: 0s - loss: 0.0342Epoch 00001: saving model to ./weights-01.h5
11713/11713 [==============================] - 36s - loss: 0.0342 - val_loss: 0.0307
Epoch 3/25
40/11713 [..............................] - ETA: 34s - loss: 0.0237 80/11713 [..............................] - ETA: 33s - loss: 0.0207 120/11713 [..............................] - ETA: 33s - loss: 0.0259 160/11713 [..............................] - ETA: 33s - loss: 0.0246 200/11713 [..............................] - ETA: 33s - loss: 0.0263 240/11713 [..............................] - ETA: 32s - loss: 0.0236 280/11713 [..............................] - ETA: 32s - loss: 0.0220 320/11713 [..............................] - ETA: 32s - loss: 0.0252 360/11713 [..............................] - ETA: 32s - loss: 0.0242 400/11713 [>.............................] - ETA: 32s - loss: 0.0241 440/11713 [>.............................] - ETA: 31s - loss: 0.0239 480/11713 [>.............................] - ETA: 31s - loss: 0.0236 520/11713 [>.............................] - ETA: 31s - loss: 0.0242 560/11713 [>.............................] - ETA: 31s - loss: 0.0242 600/11713 [>.............................] - 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ETA: 0s - loss: 0.027811440/11713 [============================>.] - ETA: 0s - loss: 0.027811480/11713 [============================>.] - ETA: 0s - loss: 0.027811520/11713 [============================>.] - ETA: 0s - loss: 0.027711560/11713 [============================>.] - ETA: 0s - loss: 0.027811600/11713 [============================>.] - ETA: 0s - loss: 0.027811640/11713 [============================>.] - ETA: 0s - loss: 0.027811680/11713 [============================>.] - ETA: 0s - loss: 0.0279Epoch 00002: saving model to ./weights-02.h5
11713/11713 [==============================] - 36s - loss: 0.0279 - val_loss: 0.0270
Epoch 4/25
40/11713 [..............................] - ETA: 32s - loss: 0.0188 80/11713 [..............................] - ETA: 32s - loss: 0.0187 120/11713 [..............................] - ETA: 31s - loss: 0.0182 160/11713 [..............................] - ETA: 31s - loss: 0.0216 200/11713 [..............................] - ETA: 31s - loss: 0.0215 240/11713 [..............................] - ETA: 31s - loss: 0.0215 280/11713 [..............................] - ETA: 31s - loss: 0.0219 320/11713 [..............................] - ETA: 31s - loss: 0.0217 360/11713 [..............................] - ETA: 31s - loss: 0.0215 400/11713 [>.............................] - ETA: 31s - loss: 0.0207 440/11713 [>.............................] - ETA: 31s - loss: 0.0212 480/11713 [>.............................] - ETA: 31s - loss: 0.0207 520/11713 [>.............................] - ETA: 31s - loss: 0.0223 560/11713 [>.............................] - ETA: 31s - loss: 0.0220 600/11713 [>.............................] - 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ETA: 2s - loss: 0.024310840/11713 [==========================>...] - ETA: 2s - loss: 0.024310880/11713 [==========================>...] - ETA: 2s - loss: 0.024310920/11713 [==========================>...] - ETA: 2s - loss: 0.024310960/11713 [===========================>..] - ETA: 2s - loss: 0.024311000/11713 [===========================>..] - ETA: 2s - loss: 0.024211040/11713 [===========================>..] - ETA: 1s - loss: 0.024211080/11713 [===========================>..] - ETA: 1s - loss: 0.024211120/11713 [===========================>..] - ETA: 1s - loss: 0.024211160/11713 [===========================>..] - ETA: 1s - loss: 0.024211200/11713 [===========================>..] - ETA: 1s - loss: 0.024211240/11713 [===========================>..] - ETA: 1s - loss: 0.024211280/11713 [===========================>..] - ETA: 1s - loss: 0.024211320/11713 [===========================>..] - ETA: 1s - loss: 0.024211360/11713 [============================>.] - ETA: 0s - loss: 0.024211400/11713 [============================>.] - ETA: 0s - loss: 0.024111440/11713 [============================>.] - ETA: 0s - loss: 0.024111480/11713 [============================>.] - ETA: 0s - loss: 0.024111520/11713 [============================>.] - ETA: 0s - loss: 0.024111560/11713 [============================>.] - ETA: 0s - loss: 0.024111600/11713 [============================>.] - ETA: 0s - loss: 0.024111640/11713 [============================>.] - ETA: 0s - loss: 0.024211680/11713 [============================>.] - ETA: 0s - loss: 0.0243Epoch 00003: saving model to ./weights-03.h5
11713/11713 [==============================] - 36s - loss: 0.0243 - val_loss: 0.0237
Epoch 5/25
40/11713 [..............................] - ETA: 34s - loss: 0.0177 80/11713 [..............................] - ETA: 32s - loss: 0.0194 120/11713 [..............................] - ETA: 31s - loss: 0.0234 160/11713 [..............................] - ETA: 31s - loss: 0.0272 200/11713 [..............................] - ETA: 31s - loss: 0.0235 240/11713 [..............................] - ETA: 31s - loss: 0.0221 280/11713 [..............................] - ETA: 31s - loss: 0.0217 320/11713 [..............................] - ETA: 31s - loss: 0.0221 360/11713 [..............................] - ETA: 31s - loss: 0.0236 400/11713 [>.............................] - ETA: 31s - loss: 0.0234 440/11713 [>.............................] - ETA: 31s - loss: 0.0223 480/11713 [>.............................] - ETA: 31s - loss: 0.0219 520/11713 [>.............................] - ETA: 31s - loss: 0.0226 560/11713 [>.............................] - ETA: 31s - loss: 0.0218 600/11713 [>.............................] - 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ETA: 2s - loss: 0.021410840/11713 [==========================>...] - ETA: 2s - loss: 0.021410880/11713 [==========================>...] - ETA: 2s - loss: 0.021310920/11713 [==========================>...] - ETA: 2s - loss: 0.021310960/11713 [===========================>..] - ETA: 2s - loss: 0.021411000/11713 [===========================>..] - ETA: 2s - loss: 0.021411040/11713 [===========================>..] - ETA: 1s - loss: 0.021411080/11713 [===========================>..] - ETA: 1s - loss: 0.021511120/11713 [===========================>..] - ETA: 1s - loss: 0.021511160/11713 [===========================>..] - ETA: 1s - loss: 0.021411200/11713 [===========================>..] - ETA: 1s - loss: 0.021411240/11713 [===========================>..] - ETA: 1s - loss: 0.021411280/11713 [===========================>..] - ETA: 1s - loss: 0.021411320/11713 [===========================>..] - ETA: 1s - loss: 0.021411360/11713 [============================>.] - ETA: 1s - loss: 0.021411400/11713 [============================>.] - ETA: 0s - loss: 0.021411440/11713 [============================>.] - ETA: 0s - loss: 0.021311480/11713 [============================>.] - ETA: 0s - loss: 0.021311520/11713 [============================>.] - ETA: 0s - loss: 0.021311560/11713 [============================>.] - ETA: 0s - loss: 0.021311600/11713 [============================>.] - ETA: 0s - loss: 0.021311640/11713 [============================>.] - ETA: 0s - loss: 0.021311680/11713 [============================>.] - ETA: 0s - loss: 0.0213Epoch 00004: saving model to ./weights-04.h5
11713/11713 [==============================] - 36s - loss: 0.0213 - val_loss: 0.0215
Epoch 6/25
40/11713 [..............................] - ETA: 34s - loss: 0.0265 80/11713 [..............................] - ETA: 34s - loss: 0.0193 120/11713 [..............................] - ETA: 34s - loss: 0.0220 160/11713 [..............................] - ETA: 33s - loss: 0.0232 200/11713 [..............................] - ETA: 33s - loss: 0.0209 240/11713 [..............................] - ETA: 33s - loss: 0.0199 280/11713 [..............................] - ETA: 32s - loss: 0.0193 320/11713 [..............................] - ETA: 32s - loss: 0.0183 360/11713 [..............................] - ETA: 32s - loss: 0.0176 400/11713 [>.............................] - ETA: 32s - loss: 0.0169 440/11713 [>.............................] - ETA: 31s - loss: 0.0167 480/11713 [>.............................] - ETA: 31s - loss: 0.0163 520/11713 [>.............................] - ETA: 31s - loss: 0.0163 560/11713 [>.............................] - ETA: 31s - loss: 0.0163 600/11713 [>.............................] - 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ETA: 0s - loss: 0.018611440/11713 [============================>.] - ETA: 0s - loss: 0.018611480/11713 [============================>.] - ETA: 0s - loss: 0.018511520/11713 [============================>.] - ETA: 0s - loss: 0.018511560/11713 [============================>.] - ETA: 0s - loss: 0.018511600/11713 [============================>.] - ETA: 0s - loss: 0.018511640/11713 [============================>.] - ETA: 0s - loss: 0.018511680/11713 [============================>.] - ETA: 0s - loss: 0.0185Epoch 00005: saving model to ./weights-05.h5
11713/11713 [==============================] - 36s - loss: 0.0185 - val_loss: 0.0217
Epoch 7/25
40/11713 [..............................] - ETA: 31s - loss: 0.0239 80/11713 [..............................] - ETA: 32s - loss: 0.0193 120/11713 [..............................] - ETA: 32s - loss: 0.0173 160/11713 [..............................] - ETA: 32s - loss: 0.0165 200/11713 [..............................] - ETA: 32s - loss: 0.0169 240/11713 [..............................] - ETA: 32s - loss: 0.0167 280/11713 [..............................] - ETA: 32s - loss: 0.0165 320/11713 [..............................] - ETA: 32s - loss: 0.0165 360/11713 [..............................] - ETA: 32s - loss: 0.0184 400/11713 [>.............................] - ETA: 32s - loss: 0.0188 440/11713 [>.............................] - ETA: 31s - loss: 0.0188 480/11713 [>.............................] - ETA: 31s - loss: 0.0186 520/11713 [>.............................] - ETA: 31s - loss: 0.0180 560/11713 [>.............................] - ETA: 31s - loss: 0.0184 600/11713 [>.............................] - 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ETA: 0s - loss: 0.016811440/11713 [============================>.] - ETA: 0s - loss: 0.016811480/11713 [============================>.] - ETA: 0s - loss: 0.016811520/11713 [============================>.] - ETA: 0s - loss: 0.016811560/11713 [============================>.] - ETA: 0s - loss: 0.016811600/11713 [============================>.] - ETA: 0s - loss: 0.016811640/11713 [============================>.] - ETA: 0s - loss: 0.016911680/11713 [============================>.] - ETA: 0s - loss: 0.0169Epoch 00006: saving model to ./weights-06.h5
11713/11713 [==============================] - 36s - loss: 0.0168 - val_loss: 0.0189
Epoch 8/25
40/11713 [..............................] - ETA: 33s - loss: 0.0116 80/11713 [..............................] - ETA: 33s - loss: 0.0126 120/11713 [..............................] - ETA: 33s - loss: 0.0169 160/11713 [..............................] - ETA: 33s - loss: 0.0160 200/11713 [..............................] - ETA: 32s - loss: 0.0202 240/11713 [..............................] - ETA: 32s - loss: 0.0179 280/11713 [..............................] - ETA: 32s - loss: 0.0184 320/11713 [..............................] - ETA: 32s - loss: 0.0177 360/11713 [..............................] - ETA: 32s - loss: 0.0171 400/11713 [>.............................] - ETA: 32s - loss: 0.0165 440/11713 [>.............................] - ETA: 32s - loss: 0.0163 480/11713 [>.............................] - ETA: 32s - loss: 0.0160 520/11713 [>.............................] - ETA: 31s - loss: 0.0175 560/11713 [>.............................] - ETA: 31s - loss: 0.0169 600/11713 [>.............................] - 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ETA: 0s - loss: 0.015511440/11713 [============================>.] - ETA: 0s - loss: 0.015511480/11713 [============================>.] - ETA: 0s - loss: 0.015511520/11713 [============================>.] - ETA: 0s - loss: 0.015511560/11713 [============================>.] - ETA: 0s - loss: 0.015411600/11713 [============================>.] - ETA: 0s - loss: 0.015411640/11713 [============================>.] - ETA: 0s - loss: 0.015411680/11713 [============================>.] - ETA: 0s - loss: 0.0154Epoch 00007: saving model to ./weights-07.h5
11713/11713 [==============================] - 36s - loss: 0.0154 - val_loss: 0.0178
Epoch 9/25
40/11713 [..............................] - ETA: 31s - loss: 0.0148 80/11713 [..............................] - ETA: 31s - loss: 0.0125 120/11713 [..............................] - ETA: 31s - loss: 0.0136 160/11713 [..............................] - ETA: 30s - loss: 0.0118 200/11713 [..............................] - ETA: 30s - loss: 0.0111 240/11713 [..............................] - ETA: 30s - loss: 0.0126 280/11713 [..............................] - ETA: 30s - loss: 0.0120 320/11713 [..............................] - ETA: 30s - loss: 0.0129 360/11713 [..............................] - ETA: 30s - loss: 0.0132 400/11713 [>.............................] - ETA: 30s - loss: 0.0136 440/11713 [>.............................] - ETA: 30s - loss: 0.0132 480/11713 [>.............................] - ETA: 29s - loss: 0.0135 520/11713 [>.............................] - ETA: 30s - loss: 0.0138 560/11713 [>.............................] - ETA: 30s - loss: 0.0139 600/11713 [>.............................] - 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ETA: 0s - loss: 0.013711440/11713 [============================>.] - ETA: 0s - loss: 0.013711480/11713 [============================>.] - ETA: 0s - loss: 0.013711520/11713 [============================>.] - ETA: 0s - loss: 0.013711560/11713 [============================>.] - ETA: 0s - loss: 0.013711600/11713 [============================>.] - ETA: 0s - loss: 0.013711640/11713 [============================>.] - ETA: 0s - loss: 0.013811680/11713 [============================>.] - ETA: 0s - loss: 0.0138Epoch 00008: saving model to ./weights-08.h5
11713/11713 [==============================] - 35s - loss: 0.0138 - val_loss: 0.0171
Epoch 10/25
40/11713 [..............................] - ETA: 40s - loss: 0.0134 80/11713 [..............................] - ETA: 37s - loss: 0.0130 120/11713 [..............................] - ETA: 36s - loss: 0.0117 160/11713 [..............................] - ETA: 36s - loss: 0.0107 200/11713 [..............................] - ETA: 35s - loss: 0.0106 240/11713 [..............................] - ETA: 35s - loss: 0.0104 280/11713 [..............................] - ETA: 35s - loss: 0.0098 320/11713 [..............................] - ETA: 35s - loss: 0.0102 360/11713 [..............................] - ETA: 35s - loss: 0.0120 400/11713 [>.............................] - ETA: 35s - loss: 0.0125 440/11713 [>.............................] - ETA: 35s - loss: 0.0120 480/11713 [>.............................] - ETA: 34s - loss: 0.0115 520/11713 [>.............................] - ETA: 34s - loss: 0.0122 560/11713 [>.............................] - ETA: 35s - loss: 0.0122 600/11713 [>.............................] - 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