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PIE_log_resnet50.txt
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train:
(10262, 64, 64)
test:
(1292, 64, 64)
8209 train samples
2053 valid samples
1292 test samples
____________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
====================================================================================================
input_4 (InputLayer) (None, 64, 64, 1) 0
____________________________________________________________________________________________________
zero_padding2d_4 (ZeroPadding2D) (None, 70, 70, 1) 0 input_4[0][0]
____________________________________________________________________________________________________
conv2d_160 (Conv2D) (None, 32, 32, 64) 3200 zero_padding2d_4[0][0]
____________________________________________________________________________________________________
batch_normalization_160 (BatchNo (None, 32, 32, 64) 256 conv2d_160[0][0]
____________________________________________________________________________________________________
activation_148 (Activation) (None, 32, 32, 64) 0 batch_normalization_160[0][0]
____________________________________________________________________________________________________
max_pooling2d_4 (MaxPooling2D) (None, 15, 15, 64) 0 activation_148[0][0]
____________________________________________________________________________________________________
conv2d_161 (Conv2D) (None, 15, 15, 64) 4160 max_pooling2d_4[0][0]
____________________________________________________________________________________________________
batch_normalization_161 (BatchNo (None, 15, 15, 64) 256 conv2d_161[0][0]
____________________________________________________________________________________________________
activation_149 (Activation) (None, 15, 15, 64) 0 batch_normalization_161[0][0]
____________________________________________________________________________________________________
conv2d_162 (Conv2D) (None, 15, 15, 64) 36928 activation_149[0][0]
____________________________________________________________________________________________________
batch_normalization_162 (BatchNo (None, 15, 15, 64) 256 conv2d_162[0][0]
____________________________________________________________________________________________________
activation_150 (Activation) (None, 15, 15, 64) 0 batch_normalization_162[0][0]
____________________________________________________________________________________________________
conv2d_163 (Conv2D) (None, 15, 15, 256) 16640 activation_150[0][0]
____________________________________________________________________________________________________
conv2d_164 (Conv2D) (None, 15, 15, 256) 16640 max_pooling2d_4[0][0]
____________________________________________________________________________________________________
batch_normalization_163 (BatchNo (None, 15, 15, 256) 1024 conv2d_163[0][0]
____________________________________________________________________________________________________
batch_normalization_164 (BatchNo (None, 15, 15, 256) 1024 conv2d_164[0][0]
____________________________________________________________________________________________________
merge_49 (Merge) (None, 15, 15, 256) 0 batch_normalization_163[0][0]
batch_normalization_164[0][0]
____________________________________________________________________________________________________
activation_151 (Activation) (None, 15, 15, 256) 0 merge_49[0][0]
____________________________________________________________________________________________________
conv2d_165 (Conv2D) (None, 15, 15, 64) 16448 activation_151[0][0]
____________________________________________________________________________________________________
batch_normalization_165 (BatchNo (None, 15, 15, 64) 256 conv2d_165[0][0]
____________________________________________________________________________________________________
activation_152 (Activation) (None, 15, 15, 64) 0 batch_normalization_165[0][0]
____________________________________________________________________________________________________
conv2d_166 (Conv2D) (None, 15, 15, 64) 36928 activation_152[0][0]
____________________________________________________________________________________________________
batch_normalization_166 (BatchNo (None, 15, 15, 64) 256 conv2d_166[0][0]
____________________________________________________________________________________________________
activation_153 (Activation) (None, 15, 15, 64) 0 batch_normalization_166[0][0]
____________________________________________________________________________________________________
conv2d_167 (Conv2D) (None, 15, 15, 256) 16640 activation_153[0][0]
____________________________________________________________________________________________________
batch_normalization_167 (BatchNo (None, 15, 15, 256) 1024 conv2d_167[0][0]
____________________________________________________________________________________________________
merge_50 (Merge) (None, 15, 15, 256) 0 batch_normalization_167[0][0]
activation_151[0][0]
____________________________________________________________________________________________________
activation_154 (Activation) (None, 15, 15, 256) 0 merge_50[0][0]
____________________________________________________________________________________________________
conv2d_168 (Conv2D) (None, 15, 15, 64) 16448 activation_154[0][0]
____________________________________________________________________________________________________
batch_normalization_168 (BatchNo (None, 15, 15, 64) 256 conv2d_168[0][0]
____________________________________________________________________________________________________
activation_155 (Activation) (None, 15, 15, 64) 0 batch_normalization_168[0][0]
____________________________________________________________________________________________________
conv2d_169 (Conv2D) (None, 15, 15, 64) 36928 activation_155[0][0]
____________________________________________________________________________________________________
batch_normalization_169 (BatchNo (None, 15, 15, 64) 256 conv2d_169[0][0]
____________________________________________________________________________________________________
activation_156 (Activation) (None, 15, 15, 64) 0 batch_normalization_169[0][0]
____________________________________________________________________________________________________
conv2d_170 (Conv2D) (None, 15, 15, 256) 16640 activation_156[0][0]
____________________________________________________________________________________________________
batch_normalization_170 (BatchNo (None, 15, 15, 256) 1024 conv2d_170[0][0]
____________________________________________________________________________________________________
merge_51 (Merge) (None, 15, 15, 256) 0 batch_normalization_170[0][0]
activation_154[0][0]
____________________________________________________________________________________________________
activation_157 (Activation) (None, 15, 15, 256) 0 merge_51[0][0]
____________________________________________________________________________________________________
conv2d_171 (Conv2D) (None, 8, 8, 128) 32896 activation_157[0][0]
____________________________________________________________________________________________________
batch_normalization_171 (BatchNo (None, 8, 8, 128) 512 conv2d_171[0][0]
____________________________________________________________________________________________________
activation_158 (Activation) (None, 8, 8, 128) 0 batch_normalization_171[0][0]
____________________________________________________________________________________________________
conv2d_172 (Conv2D) (None, 8, 8, 128) 147584 activation_158[0][0]
____________________________________________________________________________________________________
batch_normalization_172 (BatchNo (None, 8, 8, 128) 512 conv2d_172[0][0]
____________________________________________________________________________________________________
activation_159 (Activation) (None, 8, 8, 128) 0 batch_normalization_172[0][0]
____________________________________________________________________________________________________
conv2d_173 (Conv2D) (None, 8, 8, 512) 66048 activation_159[0][0]
____________________________________________________________________________________________________
conv2d_174 (Conv2D) (None, 8, 8, 512) 131584 activation_157[0][0]
____________________________________________________________________________________________________
batch_normalization_173 (BatchNo (None, 8, 8, 512) 2048 conv2d_173[0][0]
____________________________________________________________________________________________________
batch_normalization_174 (BatchNo (None, 8, 8, 512) 2048 conv2d_174[0][0]
____________________________________________________________________________________________________
merge_52 (Merge) (None, 8, 8, 512) 0 batch_normalization_173[0][0]
batch_normalization_174[0][0]
____________________________________________________________________________________________________
activation_160 (Activation) (None, 8, 8, 512) 0 merge_52[0][0]
____________________________________________________________________________________________________
conv2d_175 (Conv2D) (None, 8, 8, 128) 65664 activation_160[0][0]
____________________________________________________________________________________________________
batch_normalization_175 (BatchNo (None, 8, 8, 128) 512 conv2d_175[0][0]
____________________________________________________________________________________________________
activation_161 (Activation) (None, 8, 8, 128) 0 batch_normalization_175[0][0]
____________________________________________________________________________________________________
conv2d_176 (Conv2D) (None, 8, 8, 128) 147584 activation_161[0][0]
____________________________________________________________________________________________________
batch_normalization_176 (BatchNo (None, 8, 8, 128) 512 conv2d_176[0][0]
____________________________________________________________________________________________________
activation_162 (Activation) (None, 8, 8, 128) 0 batch_normalization_176[0][0]
____________________________________________________________________________________________________
conv2d_177 (Conv2D) (None, 8, 8, 512) 66048 activation_162[0][0]
____________________________________________________________________________________________________
batch_normalization_177 (BatchNo (None, 8, 8, 512) 2048 conv2d_177[0][0]
____________________________________________________________________________________________________
merge_53 (Merge) (None, 8, 8, 512) 0 batch_normalization_177[0][0]
activation_160[0][0]
____________________________________________________________________________________________________
activation_163 (Activation) (None, 8, 8, 512) 0 merge_53[0][0]
____________________________________________________________________________________________________
conv2d_178 (Conv2D) (None, 8, 8, 128) 65664 activation_163[0][0]
____________________________________________________________________________________________________
batch_normalization_178 (BatchNo (None, 8, 8, 128) 512 conv2d_178[0][0]
____________________________________________________________________________________________________
activation_164 (Activation) (None, 8, 8, 128) 0 batch_normalization_178[0][0]
____________________________________________________________________________________________________
conv2d_179 (Conv2D) (None, 8, 8, 128) 147584 activation_164[0][0]
____________________________________________________________________________________________________
batch_normalization_179 (BatchNo (None, 8, 8, 128) 512 conv2d_179[0][0]
____________________________________________________________________________________________________
activation_165 (Activation) (None, 8, 8, 128) 0 batch_normalization_179[0][0]
____________________________________________________________________________________________________
conv2d_180 (Conv2D) (None, 8, 8, 512) 66048 activation_165[0][0]
____________________________________________________________________________________________________
batch_normalization_180 (BatchNo (None, 8, 8, 512) 2048 conv2d_180[0][0]
____________________________________________________________________________________________________
merge_54 (Merge) (None, 8, 8, 512) 0 batch_normalization_180[0][0]
activation_163[0][0]
____________________________________________________________________________________________________
activation_166 (Activation) (None, 8, 8, 512) 0 merge_54[0][0]
____________________________________________________________________________________________________
conv2d_181 (Conv2D) (None, 8, 8, 128) 65664 activation_166[0][0]
____________________________________________________________________________________________________
batch_normalization_181 (BatchNo (None, 8, 8, 128) 512 conv2d_181[0][0]
____________________________________________________________________________________________________
activation_167 (Activation) (None, 8, 8, 128) 0 batch_normalization_181[0][0]
____________________________________________________________________________________________________
conv2d_182 (Conv2D) (None, 8, 8, 128) 147584 activation_167[0][0]
____________________________________________________________________________________________________
batch_normalization_182 (BatchNo (None, 8, 8, 128) 512 conv2d_182[0][0]
____________________________________________________________________________________________________
activation_168 (Activation) (None, 8, 8, 128) 0 batch_normalization_182[0][0]
____________________________________________________________________________________________________
conv2d_183 (Conv2D) (None, 8, 8, 512) 66048 activation_168[0][0]
____________________________________________________________________________________________________
batch_normalization_183 (BatchNo (None, 8, 8, 512) 2048 conv2d_183[0][0]
____________________________________________________________________________________________________
merge_55 (Merge) (None, 8, 8, 512) 0 batch_normalization_183[0][0]
activation_166[0][0]
____________________________________________________________________________________________________
activation_169 (Activation) (None, 8, 8, 512) 0 merge_55[0][0]
____________________________________________________________________________________________________
conv2d_184 (Conv2D) (None, 4, 4, 256) 131328 activation_169[0][0]
____________________________________________________________________________________________________
batch_normalization_184 (BatchNo (None, 4, 4, 256) 1024 conv2d_184[0][0]
____________________________________________________________________________________________________
activation_170 (Activation) (None, 4, 4, 256) 0 batch_normalization_184[0][0]
____________________________________________________________________________________________________
conv2d_185 (Conv2D) (None, 4, 4, 256) 590080 activation_170[0][0]
____________________________________________________________________________________________________
batch_normalization_185 (BatchNo (None, 4, 4, 256) 1024 conv2d_185[0][0]
____________________________________________________________________________________________________
activation_171 (Activation) (None, 4, 4, 256) 0 batch_normalization_185[0][0]
____________________________________________________________________________________________________
conv2d_186 (Conv2D) (None, 4, 4, 1024) 263168 activation_171[0][0]
____________________________________________________________________________________________________
conv2d_187 (Conv2D) (None, 4, 4, 1024) 525312 activation_169[0][0]
____________________________________________________________________________________________________
batch_normalization_186 (BatchNo (None, 4, 4, 1024) 4096 conv2d_186[0][0]
____________________________________________________________________________________________________
batch_normalization_187 (BatchNo (None, 4, 4, 1024) 4096 conv2d_187[0][0]
____________________________________________________________________________________________________
merge_56 (Merge) (None, 4, 4, 1024) 0 batch_normalization_186[0][0]
batch_normalization_187[0][0]
____________________________________________________________________________________________________
activation_172 (Activation) (None, 4, 4, 1024) 0 merge_56[0][0]
____________________________________________________________________________________________________
conv2d_188 (Conv2D) (None, 4, 4, 256) 262400 activation_172[0][0]
____________________________________________________________________________________________________
batch_normalization_188 (BatchNo (None, 4, 4, 256) 1024 conv2d_188[0][0]
____________________________________________________________________________________________________
activation_173 (Activation) (None, 4, 4, 256) 0 batch_normalization_188[0][0]
____________________________________________________________________________________________________
conv2d_189 (Conv2D) (None, 4, 4, 256) 590080 activation_173[0][0]
____________________________________________________________________________________________________
batch_normalization_189 (BatchNo (None, 4, 4, 256) 1024 conv2d_189[0][0]
____________________________________________________________________________________________________
activation_174 (Activation) (None, 4, 4, 256) 0 batch_normalization_189[0][0]
____________________________________________________________________________________________________
conv2d_190 (Conv2D) (None, 4, 4, 1024) 263168 activation_174[0][0]
____________________________________________________________________________________________________
batch_normalization_190 (BatchNo (None, 4, 4, 1024) 4096 conv2d_190[0][0]
____________________________________________________________________________________________________
merge_57 (Merge) (None, 4, 4, 1024) 0 batch_normalization_190[0][0]
activation_172[0][0]
____________________________________________________________________________________________________
activation_175 (Activation) (None, 4, 4, 1024) 0 merge_57[0][0]
____________________________________________________________________________________________________
conv2d_191 (Conv2D) (None, 4, 4, 256) 262400 activation_175[0][0]
____________________________________________________________________________________________________
batch_normalization_191 (BatchNo (None, 4, 4, 256) 1024 conv2d_191[0][0]
____________________________________________________________________________________________________
activation_176 (Activation) (None, 4, 4, 256) 0 batch_normalization_191[0][0]
____________________________________________________________________________________________________
conv2d_192 (Conv2D) (None, 4, 4, 256) 590080 activation_176[0][0]
____________________________________________________________________________________________________
batch_normalization_192 (BatchNo (None, 4, 4, 256) 1024 conv2d_192[0][0]
____________________________________________________________________________________________________
activation_177 (Activation) (None, 4, 4, 256) 0 batch_normalization_192[0][0]
____________________________________________________________________________________________________
conv2d_193 (Conv2D) (None, 4, 4, 1024) 263168 activation_177[0][0]
____________________________________________________________________________________________________
batch_normalization_193 (BatchNo (None, 4, 4, 1024) 4096 conv2d_193[0][0]
____________________________________________________________________________________________________
merge_58 (Merge) (None, 4, 4, 1024) 0 batch_normalization_193[0][0]
activation_175[0][0]
____________________________________________________________________________________________________
activation_178 (Activation) (None, 4, 4, 1024) 0 merge_58[0][0]
____________________________________________________________________________________________________
conv2d_194 (Conv2D) (None, 4, 4, 256) 262400 activation_178[0][0]
____________________________________________________________________________________________________
batch_normalization_194 (BatchNo (None, 4, 4, 256) 1024 conv2d_194[0][0]
____________________________________________________________________________________________________
activation_179 (Activation) (None, 4, 4, 256) 0 batch_normalization_194[0][0]
____________________________________________________________________________________________________
conv2d_195 (Conv2D) (None, 4, 4, 256) 590080 activation_179[0][0]
____________________________________________________________________________________________________
batch_normalization_195 (BatchNo (None, 4, 4, 256) 1024 conv2d_195[0][0]
____________________________________________________________________________________________________
activation_180 (Activation) (None, 4, 4, 256) 0 batch_normalization_195[0][0]
____________________________________________________________________________________________________
conv2d_196 (Conv2D) (None, 4, 4, 1024) 263168 activation_180[0][0]
____________________________________________________________________________________________________
batch_normalization_196 (BatchNo (None, 4, 4, 1024) 4096 conv2d_196[0][0]
____________________________________________________________________________________________________
merge_59 (Merge) (None, 4, 4, 1024) 0 batch_normalization_196[0][0]
activation_178[0][0]
____________________________________________________________________________________________________
activation_181 (Activation) (None, 4, 4, 1024) 0 merge_59[0][0]
____________________________________________________________________________________________________
conv2d_197 (Conv2D) (None, 4, 4, 256) 262400 activation_181[0][0]
____________________________________________________________________________________________________
batch_normalization_197 (BatchNo (None, 4, 4, 256) 1024 conv2d_197[0][0]
____________________________________________________________________________________________________
activation_182 (Activation) (None, 4, 4, 256) 0 batch_normalization_197[0][0]
____________________________________________________________________________________________________
conv2d_198 (Conv2D) (None, 4, 4, 256) 590080 activation_182[0][0]
____________________________________________________________________________________________________
batch_normalization_198 (BatchNo (None, 4, 4, 256) 1024 conv2d_198[0][0]
____________________________________________________________________________________________________
activation_183 (Activation) (None, 4, 4, 256) 0 batch_normalization_198[0][0]
____________________________________________________________________________________________________
conv2d_199 (Conv2D) (None, 4, 4, 1024) 263168 activation_183[0][0]
____________________________________________________________________________________________________
batch_normalization_199 (BatchNo (None, 4, 4, 1024) 4096 conv2d_199[0][0]
____________________________________________________________________________________________________
merge_60 (Merge) (None, 4, 4, 1024) 0 batch_normalization_199[0][0]
activation_181[0][0]
____________________________________________________________________________________________________
activation_184 (Activation) (None, 4, 4, 1024) 0 merge_60[0][0]
____________________________________________________________________________________________________
conv2d_200 (Conv2D) (None, 4, 4, 256) 262400 activation_184[0][0]
____________________________________________________________________________________________________
batch_normalization_200 (BatchNo (None, 4, 4, 256) 1024 conv2d_200[0][0]
____________________________________________________________________________________________________
activation_185 (Activation) (None, 4, 4, 256) 0 batch_normalization_200[0][0]
____________________________________________________________________________________________________
conv2d_201 (Conv2D) (None, 4, 4, 256) 590080 activation_185[0][0]
____________________________________________________________________________________________________
batch_normalization_201 (BatchNo (None, 4, 4, 256) 1024 conv2d_201[0][0]
____________________________________________________________________________________________________
activation_186 (Activation) (None, 4, 4, 256) 0 batch_normalization_201[0][0]
____________________________________________________________________________________________________
conv2d_202 (Conv2D) (None, 4, 4, 1024) 263168 activation_186[0][0]
____________________________________________________________________________________________________
batch_normalization_202 (BatchNo (None, 4, 4, 1024) 4096 conv2d_202[0][0]
____________________________________________________________________________________________________
merge_61 (Merge) (None, 4, 4, 1024) 0 batch_normalization_202[0][0]
activation_184[0][0]
____________________________________________________________________________________________________
activation_187 (Activation) (None, 4, 4, 1024) 0 merge_61[0][0]
____________________________________________________________________________________________________
conv2d_203 (Conv2D) (None, 2, 2, 512) 524800 activation_187[0][0]
____________________________________________________________________________________________________
batch_normalization_203 (BatchNo (None, 2, 2, 512) 2048 conv2d_203[0][0]
____________________________________________________________________________________________________
activation_188 (Activation) (None, 2, 2, 512) 0 batch_normalization_203[0][0]
____________________________________________________________________________________________________
conv2d_204 (Conv2D) (None, 2, 2, 512) 2359808 activation_188[0][0]
____________________________________________________________________________________________________
batch_normalization_204 (BatchNo (None, 2, 2, 512) 2048 conv2d_204[0][0]
____________________________________________________________________________________________________
activation_189 (Activation) (None, 2, 2, 512) 0 batch_normalization_204[0][0]
____________________________________________________________________________________________________
conv2d_205 (Conv2D) (None, 2, 2, 2048) 1050624 activation_189[0][0]
____________________________________________________________________________________________________
conv2d_206 (Conv2D) (None, 2, 2, 2048) 2099200 activation_187[0][0]
____________________________________________________________________________________________________
batch_normalization_205 (BatchNo (None, 2, 2, 2048) 8192 conv2d_205[0][0]
____________________________________________________________________________________________________
batch_normalization_206 (BatchNo (None, 2, 2, 2048) 8192 conv2d_206[0][0]
____________________________________________________________________________________________________
merge_62 (Merge) (None, 2, 2, 2048) 0 batch_normalization_205[0][0]
batch_normalization_206[0][0]
____________________________________________________________________________________________________
activation_190 (Activation) (None, 2, 2, 2048) 0 merge_62[0][0]
____________________________________________________________________________________________________
conv2d_207 (Conv2D) (None, 2, 2, 512) 1049088 activation_190[0][0]
____________________________________________________________________________________________________
batch_normalization_207 (BatchNo (None, 2, 2, 512) 2048 conv2d_207[0][0]
____________________________________________________________________________________________________
activation_191 (Activation) (None, 2, 2, 512) 0 batch_normalization_207[0][0]
____________________________________________________________________________________________________
conv2d_208 (Conv2D) (None, 2, 2, 512) 2359808 activation_191[0][0]
____________________________________________________________________________________________________
batch_normalization_208 (BatchNo (None, 2, 2, 512) 2048 conv2d_208[0][0]
____________________________________________________________________________________________________
activation_192 (Activation) (None, 2, 2, 512) 0 batch_normalization_208[0][0]
____________________________________________________________________________________________________
conv2d_209 (Conv2D) (None, 2, 2, 2048) 1050624 activation_192[0][0]
____________________________________________________________________________________________________
batch_normalization_209 (BatchNo (None, 2, 2, 2048) 8192 conv2d_209[0][0]
____________________________________________________________________________________________________
merge_63 (Merge) (None, 2, 2, 2048) 0 batch_normalization_209[0][0]
activation_190[0][0]
____________________________________________________________________________________________________
activation_193 (Activation) (None, 2, 2, 2048) 0 merge_63[0][0]
____________________________________________________________________________________________________
conv2d_210 (Conv2D) (None, 2, 2, 512) 1049088 activation_193[0][0]
____________________________________________________________________________________________________
batch_normalization_210 (BatchNo (None, 2, 2, 512) 2048 conv2d_210[0][0]
____________________________________________________________________________________________________
activation_194 (Activation) (None, 2, 2, 512) 0 batch_normalization_210[0][0]
____________________________________________________________________________________________________
conv2d_211 (Conv2D) (None, 2, 2, 512) 2359808 activation_194[0][0]
____________________________________________________________________________________________________
batch_normalization_211 (BatchNo (None, 2, 2, 512) 2048 conv2d_211[0][0]
____________________________________________________________________________________________________
activation_195 (Activation) (None, 2, 2, 512) 0 batch_normalization_211[0][0]
____________________________________________________________________________________________________
conv2d_212 (Conv2D) (None, 2, 2, 2048) 1050624 activation_195[0][0]
____________________________________________________________________________________________________
batch_normalization_212 (BatchNo (None, 2, 2, 2048) 8192 conv2d_212[0][0]
____________________________________________________________________________________________________
merge_64 (Merge) (None, 2, 2, 2048) 0 batch_normalization_212[0][0]
activation_193[0][0]
____________________________________________________________________________________________________
activation_196 (Activation) (None, 2, 2, 2048) 0 merge_64[0][0]
____________________________________________________________________________________________________
average_pooling2d_4 (AveragePool (None, 1, 1, 2048) 0 activation_196[0][0]
____________________________________________________________________________________________________
flatten_4 (Flatten) (None, 2048) 0 average_pooling2d_4[0][0]
____________________________________________________________________________________________________
dense_4 (Dense) (None, 68) 139332 flatten_4[0][0]
====================================================================================================
Total params: 23,720,772
Trainable params: 23,667,652
Non-trainable params: 53,120
____________________________________________________________________________________________________
test log：
1292/1292 [==============================] - 7s
acc: 99.38%