KerasResNet101v2
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Model: "resnet101v2"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_5 (InputLayer) (None, 224, 224, 3) 0
__________________________________________________________________________________________________
conv1_pad (ZeroPadding2D) (None, 230, 230, 3) 0 input_5[0][0]
__________________________________________________________________________________________________
conv1_conv (Conv2D) (None, 112, 112, 64) 9472 conv1_pad[0][0]
__________________________________________________________________________________________________
pool1_pad (ZeroPadding2D) (None, 114, 114, 64) 0 conv1_conv[0][0]
__________________________________________________________________________________________________
pool1_pool (MaxPooling2D) (None, 56, 56, 64) 0 pool1_pad[0][0]
__________________________________________________________________________________________________
conv2_block1_preact_bn (BatchNo (None, 56, 56, 64) 256 pool1_pool[0][0]
__________________________________________________________________________________________________
conv2_block1_preact_relu (Activ (None, 56, 56, 64) 0 conv2_block1_preact_bn[0][0]
__________________________________________________________________________________________________
conv2_block1_1_conv (Conv2D) (None, 56, 56, 64) 4096 conv2_block1_preact_relu[0][0]
__________________________________________________________________________________________________
conv2_block1_1_bn (BatchNormali (None, 56, 56, 64) 256 conv2_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block1_1_relu (Activation (None, 56, 56, 64) 0 conv2_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block1_2_pad (ZeroPadding (None, 58, 58, 64) 0 conv2_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block1_2_conv (Conv2D) (None, 56, 56, 64) 36864 conv2_block1_2_pad[0][0]
__________________________________________________________________________________________________
conv2_block1_2_bn (BatchNormali (None, 56, 56, 64) 256 conv2_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block1_2_relu (Activation (None, 56, 56, 64) 0 conv2_block1_2_bn[0][0]
__________________________________________________________________________________________________
conv2_block1_0_conv (Conv2D) (None, 56, 56, 256) 16640 conv2_block1_preact_relu[0][0]
__________________________________________________________________________________________________
conv2_block1_3_conv (Conv2D) (None, 56, 56, 256) 16640 conv2_block1_2_relu[0][0]
__________________________________________________________________________________________________
conv2_block1_out (Add) (None, 56, 56, 256) 0 conv2_block1_0_conv[0][0]
conv2_block1_3_conv[0][0]
__________________________________________________________________________________________________
conv2_block2_preact_bn (BatchNo (None, 56, 56, 256) 1024 conv2_block1_out[0][0]
__________________________________________________________________________________________________
conv2_block2_preact_relu (Activ (None, 56, 56, 256) 0 conv2_block2_preact_bn[0][0]
__________________________________________________________________________________________________
conv2_block2_1_conv (Conv2D) (None, 56, 56, 64) 16384 conv2_block2_preact_relu[0][0]
__________________________________________________________________________________________________
conv2_block2_1_bn (BatchNormali (None, 56, 56, 64) 256 conv2_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block2_1_relu (Activation (None, 56, 56, 64) 0 conv2_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block2_2_pad (ZeroPadding (None, 58, 58, 64) 0 conv2_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block2_2_conv (Conv2D) (None, 56, 56, 64) 36864 conv2_block2_2_pad[0][0]
__________________________________________________________________________________________________
conv2_block2_2_bn (BatchNormali (None, 56, 56, 64) 256 conv2_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block2_2_relu (Activation (None, 56, 56, 64) 0 conv2_block2_2_bn[0][0]
__________________________________________________________________________________________________
conv2_block2_3_conv (Conv2D) (None, 56, 56, 256) 16640 conv2_block2_2_relu[0][0]
__________________________________________________________________________________________________
conv2_block2_out (Add) (None, 56, 56, 256) 0 conv2_block1_out[0][0]
conv2_block2_3_conv[0][0]
__________________________________________________________________________________________________
conv2_block3_preact_bn (BatchNo (None, 56, 56, 256) 1024 conv2_block2_out[0][0]
__________________________________________________________________________________________________
conv2_block3_preact_relu (Activ (None, 56, 56, 256) 0 conv2_block3_preact_bn[0][0]
__________________________________________________________________________________________________
conv2_block3_1_conv (Conv2D) (None, 56, 56, 64) 16384 conv2_block3_preact_relu[0][0]
__________________________________________________________________________________________________
conv2_block3_1_bn (BatchNormali (None, 56, 56, 64) 256 conv2_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block3_1_relu (Activation (None, 56, 56, 64) 0 conv2_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block3_2_pad (ZeroPadding (None, 58, 58, 64) 0 conv2_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block3_2_conv (Conv2D) (None, 28, 28, 64) 36864 conv2_block3_2_pad[0][0]
__________________________________________________________________________________________________
conv2_block3_2_bn (BatchNormali (None, 28, 28, 64) 256 conv2_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block3_2_relu (Activation (None, 28, 28, 64) 0 conv2_block3_2_bn[0][0]
__________________________________________________________________________________________________
max_pooling2d_4 (MaxPooling2D) (None, 28, 28, 256) 0 conv2_block2_out[0][0]
__________________________________________________________________________________________________
conv2_block3_3_conv (Conv2D) (None, 28, 28, 256) 16640 conv2_block3_2_relu[0][0]
__________________________________________________________________________________________________
conv2_block3_out (Add) (None, 28, 28, 256) 0 max_pooling2d_4[0][0]
conv2_block3_3_conv[0][0]
__________________________________________________________________________________________________
conv3_block1_preact_bn (BatchNo (None, 28, 28, 256) 1024 conv2_block3_out[0][0]
__________________________________________________________________________________________________
conv3_block1_preact_relu (Activ (None, 28, 28, 256) 0 conv3_block1_preact_bn[0][0]
__________________________________________________________________________________________________
conv3_block1_1_conv (Conv2D) (None, 28, 28, 128) 32768 conv3_block1_preact_relu[0][0]
__________________________________________________________________________________________________
conv3_block1_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block1_1_relu (Activation (None, 28, 28, 128) 0 conv3_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block1_2_pad (ZeroPadding (None, 30, 30, 128) 0 conv3_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block1_2_conv (Conv2D) (None, 28, 28, 128) 147456 conv3_block1_2_pad[0][0]
__________________________________________________________________________________________________
conv3_block1_2_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block1_2_relu (Activation (None, 28, 28, 128) 0 conv3_block1_2_bn[0][0]
__________________________________________________________________________________________________
conv3_block1_0_conv (Conv2D) (None, 28, 28, 512) 131584 conv3_block1_preact_relu[0][0]
__________________________________________________________________________________________________
conv3_block1_3_conv (Conv2D) (None, 28, 28, 512) 66048 conv3_block1_2_relu[0][0]
__________________________________________________________________________________________________
conv3_block1_out (Add) (None, 28, 28, 512) 0 conv3_block1_0_conv[0][0]
conv3_block1_3_conv[0][0]
__________________________________________________________________________________________________
conv3_block2_preact_bn (BatchNo (None, 28, 28, 512) 2048 conv3_block1_out[0][0]
__________________________________________________________________________________________________
conv3_block2_preact_relu (Activ (None, 28, 28, 512) 0 conv3_block2_preact_bn[0][0]
__________________________________________________________________________________________________
conv3_block2_1_conv (Conv2D) (None, 28, 28, 128) 65536 conv3_block2_preact_relu[0][0]
__________________________________________________________________________________________________
conv3_block2_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block2_1_relu (Activation (None, 28, 28, 128) 0 conv3_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block2_2_pad (ZeroPadding (None, 30, 30, 128) 0 conv3_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block2_2_conv (Conv2D) (None, 28, 28, 128) 147456 conv3_block2_2_pad[0][0]
__________________________________________________________________________________________________
conv3_block2_2_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block2_2_relu (Activation (None, 28, 28, 128) 0 conv3_block2_2_bn[0][0]
__________________________________________________________________________________________________
conv3_block2_3_conv (Conv2D) (None, 28, 28, 512) 66048 conv3_block2_2_relu[0][0]
__________________________________________________________________________________________________
conv3_block2_out (Add) (None, 28, 28, 512) 0 conv3_block1_out[0][0]
conv3_block2_3_conv[0][0]
__________________________________________________________________________________________________
conv3_block3_preact_bn (BatchNo (None, 28, 28, 512) 2048 conv3_block2_out[0][0]
__________________________________________________________________________________________________
conv3_block3_preact_relu (Activ (None, 28, 28, 512) 0 conv3_block3_preact_bn[0][0]
__________________________________________________________________________________________________
conv3_block3_1_conv (Conv2D) (None, 28, 28, 128) 65536 conv3_block3_preact_relu[0][0]
__________________________________________________________________________________________________
conv3_block3_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block3_1_relu (Activation (None, 28, 28, 128) 0 conv3_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block3_2_pad (ZeroPadding (None, 30, 30, 128) 0 conv3_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block3_2_conv (Conv2D) (None, 28, 28, 128) 147456 conv3_block3_2_pad[0][0]
__________________________________________________________________________________________________
conv3_block3_2_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block3_2_relu (Activation (None, 28, 28, 128) 0 conv3_block3_2_bn[0][0]
__________________________________________________________________________________________________
conv3_block3_3_conv (Conv2D) (None, 28, 28, 512) 66048 conv3_block3_2_relu[0][0]
__________________________________________________________________________________________________
conv3_block3_out (Add) (None, 28, 28, 512) 0 conv3_block2_out[0][0]
conv3_block3_3_conv[0][0]
__________________________________________________________________________________________________
conv3_block4_preact_bn (BatchNo (None, 28, 28, 512) 2048 conv3_block3_out[0][0]
__________________________________________________________________________________________________
conv3_block4_preact_relu (Activ (None, 28, 28, 512) 0 conv3_block4_preact_bn[0][0]
__________________________________________________________________________________________________
conv3_block4_1_conv (Conv2D) (None, 28, 28, 128) 65536 conv3_block4_preact_relu[0][0]
__________________________________________________________________________________________________
conv3_block4_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block4_1_relu (Activation (None, 28, 28, 128) 0 conv3_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block4_2_pad (ZeroPadding (None, 30, 30, 128) 0 conv3_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block4_2_conv (Conv2D) (None, 14, 14, 128) 147456 conv3_block4_2_pad[0][0]
__________________________________________________________________________________________________
conv3_block4_2_bn (BatchNormali (None, 14, 14, 128) 512 conv3_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block4_2_relu (Activation (None, 14, 14, 128) 0 conv3_block4_2_bn[0][0]
__________________________________________________________________________________________________
max_pooling2d_5 (MaxPooling2D) (None, 14, 14, 512) 0 conv3_block3_out[0][0]
__________________________________________________________________________________________________
conv3_block4_3_conv (Conv2D) (None, 14, 14, 512) 66048 conv3_block4_2_relu[0][0]
__________________________________________________________________________________________________
conv3_block4_out (Add) (None, 14, 14, 512) 0 max_pooling2d_5[0][0]
conv3_block4_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_preact_bn (BatchNo (None, 14, 14, 512) 2048 conv3_block4_out[0][0]
__________________________________________________________________________________________________
conv4_block1_preact_relu (Activ (None, 14, 14, 512) 0 conv4_block1_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block1_1_conv (Conv2D) (None, 14, 14, 256) 131072 conv4_block1_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block1_1_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_1_relu (Activation (None, 14, 14, 256) 0 conv4_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block1_2_pad (ZeroPadding (None, 16, 16, 256) 0 conv4_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block1_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block1_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block1_2_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_2_relu (Activation (None, 14, 14, 256) 0 conv4_block1_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block1_0_conv (Conv2D) (None, 14, 14, 1024) 525312 conv4_block1_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block1_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block1_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block1_out (Add) (None, 14, 14, 1024) 0 conv4_block1_0_conv[0][0]
conv4_block1_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block2_preact_bn (BatchNo (None, 14, 14, 1024) 4096 conv4_block1_out[0][0]
__________________________________________________________________________________________________
conv4_block2_preact_relu (Activ (None, 14, 14, 1024) 0 conv4_block2_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block2_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block2_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block2_1_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block2_1_relu (Activation (None, 14, 14, 256) 0 conv4_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block2_2_pad (ZeroPadding (None, 16, 16, 256) 0 conv4_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block2_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block2_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block2_2_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block2_2_relu (Activation (None, 14, 14, 256) 0 conv4_block2_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block2_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block2_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block2_out (Add) (None, 14, 14, 1024) 0 conv4_block1_out[0][0]
conv4_block2_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block3_preact_bn (BatchNo (None, 14, 14, 1024) 4096 conv4_block2_out[0][0]
__________________________________________________________________________________________________
conv4_block3_preact_relu (Activ (None, 14, 14, 1024) 0 conv4_block3_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block3_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block3_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block3_1_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block3_1_relu (Activation (None, 14, 14, 256) 0 conv4_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block3_2_pad (ZeroPadding (None, 16, 16, 256) 0 conv4_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block3_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block3_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block3_2_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block3_2_relu (Activation (None, 14, 14, 256) 0 conv4_block3_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block3_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block3_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block3_out (Add) (None, 14, 14, 1024) 0 conv4_block2_out[0][0]
conv4_block3_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block4_preact_bn (BatchNo (None, 14, 14, 1024) 4096 conv4_block3_out[0][0]
__________________________________________________________________________________________________
conv4_block4_preact_relu (Activ (None, 14, 14, 1024) 0 conv4_block4_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block4_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block4_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block4_1_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block4_1_relu (Activation (None, 14, 14, 256) 0 conv4_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block4_2_pad (ZeroPadding (None, 16, 16, 256) 0 conv4_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block4_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block4_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block4_2_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block4_2_relu (Activation (None, 14, 14, 256) 0 conv4_block4_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block4_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block4_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block4_out (Add) (None, 14, 14, 1024) 0 conv4_block3_out[0][0]
conv4_block4_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block5_preact_bn (BatchNo (None, 14, 14, 1024) 4096 conv4_block4_out[0][0]
__________________________________________________________________________________________________
conv4_block5_preact_relu (Activ (None, 14, 14, 1024) 0 conv4_block5_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block5_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block5_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block5_1_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block5_1_relu (Activation (None, 14, 14, 256) 0 conv4_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block5_2_pad (ZeroPadding (None, 16, 16, 256) 0 conv4_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block5_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block5_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block5_2_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block5_2_relu (Activation (None, 14, 14, 256) 0 conv4_block5_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block5_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block5_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block5_out (Add) (None, 14, 14, 1024) 0 conv4_block4_out[0][0]
conv4_block5_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block6_preact_bn (BatchNo (None, 14, 14, 1024) 4096 conv4_block5_out[0][0]
__________________________________________________________________________________________________
conv4_block6_preact_relu (Activ (None, 14, 14, 1024) 0 conv4_block6_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block6_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block6_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block6_1_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block6_1_relu (Activation (None, 14, 14, 256) 0 conv4_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block6_2_pad (ZeroPadding (None, 16, 16, 256) 0 conv4_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block6_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block6_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block6_2_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block6_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block6_2_relu (Activation (None, 14, 14, 256) 0 conv4_block6_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block6_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block6_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block6_out (Add) (None, 14, 14, 1024) 0 conv4_block5_out[0][0]
conv4_block6_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block7_preact_bn (BatchNo (None, 14, 14, 1024) 4096 conv4_block6_out[0][0]
__________________________________________________________________________________________________
conv4_block7_preact_relu (Activ (None, 14, 14, 1024) 0 conv4_block7_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block7_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block7_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block7_1_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block7_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block7_1_relu (Activation (None, 14, 14, 256) 0 conv4_block7_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block7_2_pad (ZeroPadding (None, 16, 16, 256) 0 conv4_block7_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block7_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block7_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block7_2_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block7_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block7_2_relu (Activation (None, 14, 14, 256) 0 conv4_block7_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block7_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block7_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block7_out (Add) (None, 14, 14, 1024) 0 conv4_block6_out[0][0]
conv4_block7_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block8_preact_bn (BatchNo (None, 14, 14, 1024) 4096 conv4_block7_out[0][0]
__________________________________________________________________________________________________
conv4_block8_preact_relu (Activ (None, 14, 14, 1024) 0 conv4_block8_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block8_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block8_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block8_1_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block8_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block8_1_relu (Activation (None, 14, 14, 256) 0 conv4_block8_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block8_2_pad (ZeroPadding (None, 16, 16, 256) 0 conv4_block8_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block8_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block8_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block8_2_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block8_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block8_2_relu (Activation (None, 14, 14, 256) 0 conv4_block8_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block8_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block8_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block8_out (Add) (None, 14, 14, 1024) 0 conv4_block7_out[0][0]
conv4_block8_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block9_preact_bn (BatchNo (None, 14, 14, 1024) 4096 conv4_block8_out[0][0]
__________________________________________________________________________________________________
conv4_block9_preact_relu (Activ (None, 14, 14, 1024) 0 conv4_block9_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block9_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block9_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block9_1_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block9_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block9_1_relu (Activation (None, 14, 14, 256) 0 conv4_block9_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block9_2_pad (ZeroPadding (None, 16, 16, 256) 0 conv4_block9_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block9_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block9_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block9_2_bn (BatchNormali (None, 14, 14, 256) 1024 conv4_block9_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block9_2_relu (Activation (None, 14, 14, 256) 0 conv4_block9_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block9_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block9_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block9_out (Add) (None, 14, 14, 1024) 0 conv4_block8_out[0][0]
conv4_block9_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block10_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block9_out[0][0]
__________________________________________________________________________________________________
conv4_block10_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block10_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block10_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block10_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block10_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block10_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block10_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block10_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block10_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block10_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block10_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block10_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block10_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block10_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block10_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block10_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block10_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block10_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block10_out (Add) (None, 14, 14, 1024) 0 conv4_block9_out[0][0]
conv4_block10_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block11_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block10_out[0][0]
__________________________________________________________________________________________________
conv4_block11_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block11_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block11_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block11_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block11_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block11_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block11_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block11_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block11_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block11_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block11_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block11_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block11_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block11_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block11_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block11_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block11_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block11_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block11_out (Add) (None, 14, 14, 1024) 0 conv4_block10_out[0][0]
conv4_block11_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block12_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block11_out[0][0]
__________________________________________________________________________________________________
conv4_block12_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block12_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block12_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block12_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block12_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block12_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block12_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block12_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block12_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block12_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block12_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block12_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block12_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block12_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block12_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block12_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block12_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block12_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block12_out (Add) (None, 14, 14, 1024) 0 conv4_block11_out[0][0]
conv4_block12_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block13_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block12_out[0][0]
__________________________________________________________________________________________________
conv4_block13_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block13_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block13_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block13_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block13_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block13_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block13_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block13_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block13_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block13_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block13_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block13_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block13_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block13_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block13_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block13_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block13_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block13_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block13_out (Add) (None, 14, 14, 1024) 0 conv4_block12_out[0][0]
conv4_block13_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block14_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block13_out[0][0]
__________________________________________________________________________________________________
conv4_block14_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block14_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block14_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block14_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block14_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block14_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block14_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block14_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block14_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block14_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block14_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block14_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block14_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block14_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block14_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block14_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block14_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block14_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block14_out (Add) (None, 14, 14, 1024) 0 conv4_block13_out[0][0]
conv4_block14_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block15_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block14_out[0][0]
__________________________________________________________________________________________________
conv4_block15_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block15_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block15_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block15_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block15_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block15_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block15_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block15_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block15_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block15_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block15_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block15_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block15_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block15_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block15_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block15_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block15_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block15_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block15_out (Add) (None, 14, 14, 1024) 0 conv4_block14_out[0][0]
conv4_block15_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block16_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block15_out[0][0]
__________________________________________________________________________________________________
conv4_block16_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block16_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block16_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block16_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block16_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block16_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block16_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block16_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block16_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block16_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block16_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block16_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block16_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block16_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block16_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block16_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block16_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block16_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block16_out (Add) (None, 14, 14, 1024) 0 conv4_block15_out[0][0]
conv4_block16_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block17_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block16_out[0][0]
__________________________________________________________________________________________________
conv4_block17_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block17_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block17_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block17_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block17_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block17_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block17_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block17_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block17_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block17_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block17_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block17_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block17_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block17_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block17_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block17_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block17_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block17_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block17_out (Add) (None, 14, 14, 1024) 0 conv4_block16_out[0][0]
conv4_block17_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block18_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block17_out[0][0]
__________________________________________________________________________________________________
conv4_block18_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block18_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block18_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block18_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block18_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block18_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block18_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block18_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block18_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block18_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block18_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block18_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block18_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block18_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block18_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block18_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block18_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block18_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block18_out (Add) (None, 14, 14, 1024) 0 conv4_block17_out[0][0]
conv4_block18_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block19_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block18_out[0][0]
__________________________________________________________________________________________________
conv4_block19_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block19_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block19_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block19_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block19_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block19_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block19_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block19_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block19_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block19_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block19_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block19_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block19_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block19_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block19_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block19_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block19_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block19_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block19_out (Add) (None, 14, 14, 1024) 0 conv4_block18_out[0][0]
conv4_block19_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block20_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block19_out[0][0]
__________________________________________________________________________________________________
conv4_block20_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block20_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block20_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block20_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block20_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block20_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block20_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block20_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block20_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block20_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block20_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block20_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block20_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block20_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block20_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block20_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block20_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block20_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block20_out (Add) (None, 14, 14, 1024) 0 conv4_block19_out[0][0]
conv4_block20_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block21_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block20_out[0][0]
__________________________________________________________________________________________________
conv4_block21_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block21_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block21_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block21_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block21_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block21_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block21_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block21_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block21_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block21_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block21_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block21_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block21_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block21_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block21_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block21_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block21_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block21_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block21_out (Add) (None, 14, 14, 1024) 0 conv4_block20_out[0][0]
conv4_block21_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block22_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block21_out[0][0]
__________________________________________________________________________________________________
conv4_block22_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block22_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block22_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block22_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block22_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block22_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block22_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block22_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block22_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block22_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block22_2_conv (Conv2D) (None, 14, 14, 256) 589824 conv4_block22_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block22_2_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block22_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block22_2_relu (Activatio (None, 14, 14, 256) 0 conv4_block22_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block22_3_conv (Conv2D) (None, 14, 14, 1024) 263168 conv4_block22_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block22_out (Add) (None, 14, 14, 1024) 0 conv4_block21_out[0][0]
conv4_block22_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block23_preact_bn (BatchN (None, 14, 14, 1024) 4096 conv4_block22_out[0][0]
__________________________________________________________________________________________________
conv4_block23_preact_relu (Acti (None, 14, 14, 1024) 0 conv4_block23_preact_bn[0][0]
__________________________________________________________________________________________________
conv4_block23_1_conv (Conv2D) (None, 14, 14, 256) 262144 conv4_block23_preact_relu[0][0]
__________________________________________________________________________________________________
conv4_block23_1_bn (BatchNormal (None, 14, 14, 256) 1024 conv4_block23_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block23_1_relu (Activatio (None, 14, 14, 256) 0 conv4_block23_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block23_2_pad (ZeroPaddin (None, 16, 16, 256) 0 conv4_block23_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block23_2_conv (Conv2D) (None, 7, 7, 256) 589824 conv4_block23_2_pad[0][0]
__________________________________________________________________________________________________
conv4_block23_2_bn (BatchNormal (None, 7, 7, 256) 1024 conv4_block23_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block23_2_relu (Activatio (None, 7, 7, 256) 0 conv4_block23_2_bn[0][0]
__________________________________________________________________________________________________
max_pooling2d_6 (MaxPooling2D) (None, 7, 7, 1024) 0 conv4_block22_out[0][0]
__________________________________________________________________________________________________
conv4_block23_3_conv (Conv2D) (None, 7, 7, 1024) 263168 conv4_block23_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block23_out (Add) (None, 7, 7, 1024) 0 max_pooling2d_6[0][0]
conv4_block23_3_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_preact_bn (BatchNo (None, 7, 7, 1024) 4096 conv4_block23_out[0][0]
__________________________________________________________________________________________________
conv5_block1_preact_relu (Activ (None, 7, 7, 1024) 0 conv5_block1_preact_bn[0][0]
__________________________________________________________________________________________________
conv5_block1_1_conv (Conv2D) (None, 7, 7, 512) 524288 conv5_block1_preact_relu[0][0]
__________________________________________________________________________________________________
conv5_block1_1_bn (BatchNormali (None, 7, 7, 512) 2048 conv5_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_1_relu (Activation (None, 7, 7, 512) 0 conv5_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block1_2_pad (ZeroPadding (None, 9, 9, 512) 0 conv5_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block1_2_conv (Conv2D) (None, 7, 7, 512) 2359296 conv5_block1_2_pad[0][0]
__________________________________________________________________________________________________
conv5_block1_2_bn (BatchNormali (None, 7, 7, 512) 2048 conv5_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_2_relu (Activation (None, 7, 7, 512) 0 conv5_block1_2_bn[0][0]
__________________________________________________________________________________________________
conv5_block1_0_conv (Conv2D) (None, 7, 7, 2048) 2099200 conv5_block1_preact_relu[0][0]
__________________________________________________________________________________________________
conv5_block1_3_conv (Conv2D) (None, 7, 7, 2048) 1050624 conv5_block1_2_relu[0][0]
__________________________________________________________________________________________________
conv5_block1_out (Add) (None, 7, 7, 2048) 0 conv5_block1_0_conv[0][0]
conv5_block1_3_conv[0][0]
__________________________________________________________________________________________________
conv5_block2_preact_bn (BatchNo (None, 7, 7, 2048) 8192 conv5_block1_out[0][0]
__________________________________________________________________________________________________
conv5_block2_preact_relu (Activ (None, 7, 7, 2048) 0 conv5_block2_preact_bn[0][0]
__________________________________________________________________________________________________
conv5_block2_1_conv (Conv2D) (None, 7, 7, 512) 1048576 conv5_block2_preact_relu[0][0]
__________________________________________________________________________________________________
conv5_block2_1_bn (BatchNormali (None, 7, 7, 512) 2048 conv5_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block2_1_relu (Activation (None, 7, 7, 512) 0 conv5_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block2_2_pad (ZeroPadding (None, 9, 9, 512) 0 conv5_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block2_2_conv (Conv2D) (None, 7, 7, 512) 2359296 conv5_block2_2_pad[0][0]
__________________________________________________________________________________________________
conv5_block2_2_bn (BatchNormali (None, 7, 7, 512) 2048 conv5_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block2_2_relu (Activation (None, 7, 7, 512) 0 conv5_block2_2_bn[0][0]
__________________________________________________________________________________________________
conv5_block2_3_conv (Conv2D) (None, 7, 7, 2048) 1050624 conv5_block2_2_relu[0][0]
__________________________________________________________________________________________________
conv5_block2_out (Add) (None, 7, 7, 2048) 0 conv5_block1_out[0][0]
conv5_block2_3_conv[0][0]
__________________________________________________________________________________________________
conv5_block3_preact_bn (BatchNo (None, 7, 7, 2048) 8192 conv5_block2_out[0][0]
__________________________________________________________________________________________________
conv5_block3_preact_relu (Activ (None, 7, 7, 2048) 0 conv5_block3_preact_bn[0][0]
__________________________________________________________________________________________________
conv5_block3_1_conv (Conv2D) (None, 7, 7, 512) 1048576 conv5_block3_preact_relu[0][0]
__________________________________________________________________________________________________
conv5_block3_1_bn (BatchNormali (None, 7, 7, 512) 2048 conv5_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block3_1_relu (Activation (None, 7, 7, 512) 0 conv5_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block3_2_pad (ZeroPadding (None, 9, 9, 512) 0 conv5_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block3_2_conv (Conv2D) (None, 7, 7, 512) 2359296 conv5_block3_2_pad[0][0]
__________________________________________________________________________________________________
conv5_block3_2_bn (BatchNormali (None, 7, 7, 512) 2048 conv5_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block3_2_relu (Activation (None, 7, 7, 512) 0 conv5_block3_2_bn[0][0]
__________________________________________________________________________________________________
conv5_block3_3_conv (Conv2D) (None, 7, 7, 2048) 1050624 conv5_block3_2_relu[0][0]
__________________________________________________________________________________________________
conv5_block3_out (Add) (None, 7, 7, 2048) 0 conv5_block2_out[0][0]
conv5_block3_3_conv[0][0]
__________________________________________________________________________________________________
post_bn (BatchNormalization) (None, 7, 7, 2048) 8192 conv5_block3_out[0][0]
__________________________________________________________________________________________________
post_relu (Activation) (None, 7, 7, 2048) 0 post_bn[0][0]
__________________________________________________________________________________________________
avg_pool (GlobalAveragePooling2 (None, 2048) 0 post_relu[0][0]
__________________________________________________________________________________________________
probs (Dense) (None, 1000) 2049000 avg_pool[0][0]
==================================================================================================
Total params: 44,675,560
Trainable params: 44,577,896
Non-trainable params: 97,664
__________________________________________________________________________________________________