Kerasに組み込まれているDenseNet(121/169/201)の実装
Posted On 2018-07-21
目次
TL;DR
パラメーター数
- DenseNet-121 : 8,062,504
- DenseNet-169 : 14,307,880
- DenseNet-201 : 20,242,984
DenseNet-121のsummary
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) (None, 224, 224, 3) 0
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, 230, 230, 3) 0 input_1[0][0]
__________________________________________________________________________________________________
conv1/conv (Conv2D) (None, 112, 112, 64) 9408 zero_padding2d_1[0][0]
__________________________________________________________________________________________________
conv1/bn (BatchNormalization) (None, 112, 112, 64) 256 conv1/conv[0][0]
__________________________________________________________________________________________________
conv1/relu (Activation) (None, 112, 112, 64) 0 conv1/bn[0][0]
__________________________________________________________________________________________________
zero_padding2d_2 (ZeroPadding2D (None, 114, 114, 64) 0 conv1/relu[0][0]
__________________________________________________________________________________________________
pool1 (MaxPooling2D) (None, 56, 56, 64) 0 zero_padding2d_2[0][0]
__________________________________________________________________________________________________
conv2_block1_0_bn (BatchNormali (None, 56, 56, 64) 256 pool1[0][0]
__________________________________________________________________________________________________
conv2_block1_0_relu (Activation (None, 56, 56, 64) 0 conv2_block1_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block1_1_conv (Conv2D) (None, 56, 56, 128) 8192 conv2_block1_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block1_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block1_1_relu (Activation (None, 56, 56, 128) 0 conv2_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block1_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block1_concat (Concatenat (None, 56, 56, 96) 0 pool1[0][0]
conv2_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block2_0_bn (BatchNormali (None, 56, 56, 96) 384 conv2_block1_concat[0][0]
__________________________________________________________________________________________________
conv2_block2_0_relu (Activation (None, 56, 56, 96) 0 conv2_block2_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block2_1_conv (Conv2D) (None, 56, 56, 128) 12288 conv2_block2_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block2_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block2_1_relu (Activation (None, 56, 56, 128) 0 conv2_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block2_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block2_concat (Concatenat (None, 56, 56, 128) 0 conv2_block1_concat[0][0]
conv2_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block3_0_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block2_concat[0][0]
__________________________________________________________________________________________________
conv2_block3_0_relu (Activation (None, 56, 56, 128) 0 conv2_block3_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block3_1_conv (Conv2D) (None, 56, 56, 128) 16384 conv2_block3_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block3_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block3_1_relu (Activation (None, 56, 56, 128) 0 conv2_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block3_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block3_concat (Concatenat (None, 56, 56, 160) 0 conv2_block2_concat[0][0]
conv2_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block4_0_bn (BatchNormali (None, 56, 56, 160) 640 conv2_block3_concat[0][0]
__________________________________________________________________________________________________
conv2_block4_0_relu (Activation (None, 56, 56, 160) 0 conv2_block4_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block4_1_conv (Conv2D) (None, 56, 56, 128) 20480 conv2_block4_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block4_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block4_1_relu (Activation (None, 56, 56, 128) 0 conv2_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block4_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block4_concat (Concatenat (None, 56, 56, 192) 0 conv2_block3_concat[0][0]
conv2_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block5_0_bn (BatchNormali (None, 56, 56, 192) 768 conv2_block4_concat[0][0]
__________________________________________________________________________________________________
conv2_block5_0_relu (Activation (None, 56, 56, 192) 0 conv2_block5_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block5_1_conv (Conv2D) (None, 56, 56, 128) 24576 conv2_block5_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block5_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block5_1_relu (Activation (None, 56, 56, 128) 0 conv2_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block5_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block5_concat (Concatenat (None, 56, 56, 224) 0 conv2_block4_concat[0][0]
conv2_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block6_0_bn (BatchNormali (None, 56, 56, 224) 896 conv2_block5_concat[0][0]
__________________________________________________________________________________________________
conv2_block6_0_relu (Activation (None, 56, 56, 224) 0 conv2_block6_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block6_1_conv (Conv2D) (None, 56, 56, 128) 28672 conv2_block6_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block6_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block6_1_relu (Activation (None, 56, 56, 128) 0 conv2_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block6_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block6_concat (Concatenat (None, 56, 56, 256) 0 conv2_block5_concat[0][0]
conv2_block6_2_conv[0][0]
__________________________________________________________________________________________________
pool2_bn (BatchNormalization) (None, 56, 56, 256) 1024 conv2_block6_concat[0][0]
__________________________________________________________________________________________________
pool2_relu (Activation) (None, 56, 56, 256) 0 pool2_bn[0][0]
__________________________________________________________________________________________________
pool2_conv (Conv2D) (None, 56, 56, 128) 32768 pool2_relu[0][0]
__________________________________________________________________________________________________
pool2_pool (AveragePooling2D) (None, 28, 28, 128) 0 pool2_conv[0][0]
__________________________________________________________________________________________________
conv3_block1_0_bn (BatchNormali (None, 28, 28, 128) 512 pool2_pool[0][0]
__________________________________________________________________________________________________
conv3_block1_0_relu (Activation (None, 28, 28, 128) 0 conv3_block1_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block1_1_conv (Conv2D) (None, 28, 28, 128) 16384 conv3_block1_0_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_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block1_concat (Concatenat (None, 28, 28, 160) 0 pool2_pool[0][0]
conv3_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block2_0_bn (BatchNormali (None, 28, 28, 160) 640 conv3_block1_concat[0][0]
__________________________________________________________________________________________________
conv3_block2_0_relu (Activation (None, 28, 28, 160) 0 conv3_block2_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block2_1_conv (Conv2D) (None, 28, 28, 128) 20480 conv3_block2_0_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_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block2_concat (Concatenat (None, 28, 28, 192) 0 conv3_block1_concat[0][0]
conv3_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block3_0_bn (BatchNormali (None, 28, 28, 192) 768 conv3_block2_concat[0][0]
__________________________________________________________________________________________________
conv3_block3_0_relu (Activation (None, 28, 28, 192) 0 conv3_block3_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block3_1_conv (Conv2D) (None, 28, 28, 128) 24576 conv3_block3_0_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_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block3_concat (Concatenat (None, 28, 28, 224) 0 conv3_block2_concat[0][0]
conv3_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block4_0_bn (BatchNormali (None, 28, 28, 224) 896 conv3_block3_concat[0][0]
__________________________________________________________________________________________________
conv3_block4_0_relu (Activation (None, 28, 28, 224) 0 conv3_block4_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block4_1_conv (Conv2D) (None, 28, 28, 128) 28672 conv3_block4_0_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_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block4_concat (Concatenat (None, 28, 28, 256) 0 conv3_block3_concat[0][0]
conv3_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block5_0_bn (BatchNormali (None, 28, 28, 256) 1024 conv3_block4_concat[0][0]
__________________________________________________________________________________________________
conv3_block5_0_relu (Activation (None, 28, 28, 256) 0 conv3_block5_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block5_1_conv (Conv2D) (None, 28, 28, 128) 32768 conv3_block5_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block5_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block5_1_relu (Activation (None, 28, 28, 128) 0 conv3_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block5_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block5_concat (Concatenat (None, 28, 28, 288) 0 conv3_block4_concat[0][0]
conv3_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block6_0_bn (BatchNormali (None, 28, 28, 288) 1152 conv3_block5_concat[0][0]
__________________________________________________________________________________________________
conv3_block6_0_relu (Activation (None, 28, 28, 288) 0 conv3_block6_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block6_1_conv (Conv2D) (None, 28, 28, 128) 36864 conv3_block6_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block6_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block6_1_relu (Activation (None, 28, 28, 128) 0 conv3_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block6_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block6_concat (Concatenat (None, 28, 28, 320) 0 conv3_block5_concat[0][0]
conv3_block6_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block7_0_bn (BatchNormali (None, 28, 28, 320) 1280 conv3_block6_concat[0][0]
__________________________________________________________________________________________________
conv3_block7_0_relu (Activation (None, 28, 28, 320) 0 conv3_block7_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block7_1_conv (Conv2D) (None, 28, 28, 128) 40960 conv3_block7_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block7_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block7_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block7_1_relu (Activation (None, 28, 28, 128) 0 conv3_block7_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block7_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block7_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block7_concat (Concatenat (None, 28, 28, 352) 0 conv3_block6_concat[0][0]
conv3_block7_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block8_0_bn (BatchNormali (None, 28, 28, 352) 1408 conv3_block7_concat[0][0]
__________________________________________________________________________________________________
conv3_block8_0_relu (Activation (None, 28, 28, 352) 0 conv3_block8_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block8_1_conv (Conv2D) (None, 28, 28, 128) 45056 conv3_block8_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block8_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block8_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block8_1_relu (Activation (None, 28, 28, 128) 0 conv3_block8_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block8_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block8_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block8_concat (Concatenat (None, 28, 28, 384) 0 conv3_block7_concat[0][0]
conv3_block8_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block9_0_bn (BatchNormali (None, 28, 28, 384) 1536 conv3_block8_concat[0][0]
__________________________________________________________________________________________________
conv3_block9_0_relu (Activation (None, 28, 28, 384) 0 conv3_block9_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block9_1_conv (Conv2D) (None, 28, 28, 128) 49152 conv3_block9_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block9_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block9_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block9_1_relu (Activation (None, 28, 28, 128) 0 conv3_block9_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block9_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block9_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block9_concat (Concatenat (None, 28, 28, 416) 0 conv3_block8_concat[0][0]
conv3_block9_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block10_0_bn (BatchNormal (None, 28, 28, 416) 1664 conv3_block9_concat[0][0]
__________________________________________________________________________________________________
conv3_block10_0_relu (Activatio (None, 28, 28, 416) 0 conv3_block10_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block10_1_conv (Conv2D) (None, 28, 28, 128) 53248 conv3_block10_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block10_1_bn (BatchNormal (None, 28, 28, 128) 512 conv3_block10_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block10_1_relu (Activatio (None, 28, 28, 128) 0 conv3_block10_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block10_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block10_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block10_concat (Concatena (None, 28, 28, 448) 0 conv3_block9_concat[0][0]
conv3_block10_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block11_0_bn (BatchNormal (None, 28, 28, 448) 1792 conv3_block10_concat[0][0]
__________________________________________________________________________________________________
conv3_block11_0_relu (Activatio (None, 28, 28, 448) 0 conv3_block11_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block11_1_conv (Conv2D) (None, 28, 28, 128) 57344 conv3_block11_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block11_1_bn (BatchNormal (None, 28, 28, 128) 512 conv3_block11_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block11_1_relu (Activatio (None, 28, 28, 128) 0 conv3_block11_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block11_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block11_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block11_concat (Concatena (None, 28, 28, 480) 0 conv3_block10_concat[0][0]
conv3_block11_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block12_0_bn (BatchNormal (None, 28, 28, 480) 1920 conv3_block11_concat[0][0]
__________________________________________________________________________________________________
conv3_block12_0_relu (Activatio (None, 28, 28, 480) 0 conv3_block12_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block12_1_conv (Conv2D) (None, 28, 28, 128) 61440 conv3_block12_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block12_1_bn (BatchNormal (None, 28, 28, 128) 512 conv3_block12_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block12_1_relu (Activatio (None, 28, 28, 128) 0 conv3_block12_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block12_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block12_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block12_concat (Concatena (None, 28, 28, 512) 0 conv3_block11_concat[0][0]
conv3_block12_2_conv[0][0]
__________________________________________________________________________________________________
pool3_bn (BatchNormalization) (None, 28, 28, 512) 2048 conv3_block12_concat[0][0]
__________________________________________________________________________________________________
pool3_relu (Activation) (None, 28, 28, 512) 0 pool3_bn[0][0]
__________________________________________________________________________________________________
pool3_conv (Conv2D) (None, 28, 28, 256) 131072 pool3_relu[0][0]
__________________________________________________________________________________________________
pool3_pool (AveragePooling2D) (None, 14, 14, 256) 0 pool3_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_0_bn (BatchNormali (None, 14, 14, 256) 1024 pool3_pool[0][0]
__________________________________________________________________________________________________
conv4_block1_0_relu (Activation (None, 14, 14, 256) 0 conv4_block1_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block1_1_conv (Conv2D) (None, 14, 14, 128) 32768 conv4_block1_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block1_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_1_relu (Activation (None, 14, 14, 128) 0 conv4_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block1_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block1_concat (Concatenat (None, 14, 14, 288) 0 pool3_pool[0][0]
conv4_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block2_0_bn (BatchNormali (None, 14, 14, 288) 1152 conv4_block1_concat[0][0]
__________________________________________________________________________________________________
conv4_block2_0_relu (Activation (None, 14, 14, 288) 0 conv4_block2_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block2_1_conv (Conv2D) (None, 14, 14, 128) 36864 conv4_block2_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block2_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block2_1_relu (Activation (None, 14, 14, 128) 0 conv4_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block2_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block2_concat (Concatenat (None, 14, 14, 320) 0 conv4_block1_concat[0][0]
conv4_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block3_0_bn (BatchNormali (None, 14, 14, 320) 1280 conv4_block2_concat[0][0]
__________________________________________________________________________________________________
conv4_block3_0_relu (Activation (None, 14, 14, 320) 0 conv4_block3_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block3_1_conv (Conv2D) (None, 14, 14, 128) 40960 conv4_block3_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block3_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block3_1_relu (Activation (None, 14, 14, 128) 0 conv4_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block3_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block3_concat (Concatenat (None, 14, 14, 352) 0 conv4_block2_concat[0][0]
conv4_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block4_0_bn (BatchNormali (None, 14, 14, 352) 1408 conv4_block3_concat[0][0]
__________________________________________________________________________________________________
conv4_block4_0_relu (Activation (None, 14, 14, 352) 0 conv4_block4_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block4_1_conv (Conv2D) (None, 14, 14, 128) 45056 conv4_block4_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block4_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block4_1_relu (Activation (None, 14, 14, 128) 0 conv4_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block4_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block4_concat (Concatenat (None, 14, 14, 384) 0 conv4_block3_concat[0][0]
conv4_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block5_0_bn (BatchNormali (None, 14, 14, 384) 1536 conv4_block4_concat[0][0]
__________________________________________________________________________________________________
conv4_block5_0_relu (Activation (None, 14, 14, 384) 0 conv4_block5_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block5_1_conv (Conv2D) (None, 14, 14, 128) 49152 conv4_block5_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block5_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block5_1_relu (Activation (None, 14, 14, 128) 0 conv4_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block5_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block5_concat (Concatenat (None, 14, 14, 416) 0 conv4_block4_concat[0][0]
conv4_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block6_0_bn (BatchNormali (None, 14, 14, 416) 1664 conv4_block5_concat[0][0]
__________________________________________________________________________________________________
conv4_block6_0_relu (Activation (None, 14, 14, 416) 0 conv4_block6_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block6_1_conv (Conv2D) (None, 14, 14, 128) 53248 conv4_block6_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block6_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block6_1_relu (Activation (None, 14, 14, 128) 0 conv4_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block6_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block6_concat (Concatenat (None, 14, 14, 448) 0 conv4_block5_concat[0][0]
conv4_block6_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block7_0_bn (BatchNormali (None, 14, 14, 448) 1792 conv4_block6_concat[0][0]
__________________________________________________________________________________________________
conv4_block7_0_relu (Activation (None, 14, 14, 448) 0 conv4_block7_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block7_1_conv (Conv2D) (None, 14, 14, 128) 57344 conv4_block7_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block7_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block7_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block7_1_relu (Activation (None, 14, 14, 128) 0 conv4_block7_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block7_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block7_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block7_concat (Concatenat (None, 14, 14, 480) 0 conv4_block6_concat[0][0]
conv4_block7_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block8_0_bn (BatchNormali (None, 14, 14, 480) 1920 conv4_block7_concat[0][0]
__________________________________________________________________________________________________
conv4_block8_0_relu (Activation (None, 14, 14, 480) 0 conv4_block8_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block8_1_conv (Conv2D) (None, 14, 14, 128) 61440 conv4_block8_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block8_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block8_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block8_1_relu (Activation (None, 14, 14, 128) 0 conv4_block8_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block8_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block8_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block8_concat (Concatenat (None, 14, 14, 512) 0 conv4_block7_concat[0][0]
conv4_block8_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block9_0_bn (BatchNormali (None, 14, 14, 512) 2048 conv4_block8_concat[0][0]
__________________________________________________________________________________________________
conv4_block9_0_relu (Activation (None, 14, 14, 512) 0 conv4_block9_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block9_1_conv (Conv2D) (None, 14, 14, 128) 65536 conv4_block9_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block9_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block9_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block9_1_relu (Activation (None, 14, 14, 128) 0 conv4_block9_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block9_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block9_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block9_concat (Concatenat (None, 14, 14, 544) 0 conv4_block8_concat[0][0]
conv4_block9_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block10_0_bn (BatchNormal (None, 14, 14, 544) 2176 conv4_block9_concat[0][0]
__________________________________________________________________________________________________
conv4_block10_0_relu (Activatio (None, 14, 14, 544) 0 conv4_block10_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block10_1_conv (Conv2D) (None, 14, 14, 128) 69632 conv4_block10_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block10_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block10_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block10_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block10_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block10_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block10_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block10_concat (Concatena (None, 14, 14, 576) 0 conv4_block9_concat[0][0]
conv4_block10_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block11_0_bn (BatchNormal (None, 14, 14, 576) 2304 conv4_block10_concat[0][0]
__________________________________________________________________________________________________
conv4_block11_0_relu (Activatio (None, 14, 14, 576) 0 conv4_block11_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block11_1_conv (Conv2D) (None, 14, 14, 128) 73728 conv4_block11_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block11_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block11_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block11_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block11_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block11_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block11_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block11_concat (Concatena (None, 14, 14, 608) 0 conv4_block10_concat[0][0]
conv4_block11_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block12_0_bn (BatchNormal (None, 14, 14, 608) 2432 conv4_block11_concat[0][0]
__________________________________________________________________________________________________
conv4_block12_0_relu (Activatio (None, 14, 14, 608) 0 conv4_block12_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block12_1_conv (Conv2D) (None, 14, 14, 128) 77824 conv4_block12_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block12_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block12_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block12_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block12_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block12_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block12_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block12_concat (Concatena (None, 14, 14, 640) 0 conv4_block11_concat[0][0]
conv4_block12_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block13_0_bn (BatchNormal (None, 14, 14, 640) 2560 conv4_block12_concat[0][0]
__________________________________________________________________________________________________
conv4_block13_0_relu (Activatio (None, 14, 14, 640) 0 conv4_block13_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block13_1_conv (Conv2D) (None, 14, 14, 128) 81920 conv4_block13_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block13_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block13_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block13_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block13_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block13_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block13_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block13_concat (Concatena (None, 14, 14, 672) 0 conv4_block12_concat[0][0]
conv4_block13_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block14_0_bn (BatchNormal (None, 14, 14, 672) 2688 conv4_block13_concat[0][0]
__________________________________________________________________________________________________
conv4_block14_0_relu (Activatio (None, 14, 14, 672) 0 conv4_block14_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block14_1_conv (Conv2D) (None, 14, 14, 128) 86016 conv4_block14_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block14_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block14_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block14_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block14_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block14_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block14_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block14_concat (Concatena (None, 14, 14, 704) 0 conv4_block13_concat[0][0]
conv4_block14_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block15_0_bn (BatchNormal (None, 14, 14, 704) 2816 conv4_block14_concat[0][0]
__________________________________________________________________________________________________
conv4_block15_0_relu (Activatio (None, 14, 14, 704) 0 conv4_block15_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block15_1_conv (Conv2D) (None, 14, 14, 128) 90112 conv4_block15_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block15_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block15_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block15_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block15_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block15_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block15_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block15_concat (Concatena (None, 14, 14, 736) 0 conv4_block14_concat[0][0]
conv4_block15_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block16_0_bn (BatchNormal (None, 14, 14, 736) 2944 conv4_block15_concat[0][0]
__________________________________________________________________________________________________
conv4_block16_0_relu (Activatio (None, 14, 14, 736) 0 conv4_block16_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block16_1_conv (Conv2D) (None, 14, 14, 128) 94208 conv4_block16_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block16_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block16_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block16_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block16_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block16_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block16_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block16_concat (Concatena (None, 14, 14, 768) 0 conv4_block15_concat[0][0]
conv4_block16_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block17_0_bn (BatchNormal (None, 14, 14, 768) 3072 conv4_block16_concat[0][0]
__________________________________________________________________________________________________
conv4_block17_0_relu (Activatio (None, 14, 14, 768) 0 conv4_block17_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block17_1_conv (Conv2D) (None, 14, 14, 128) 98304 conv4_block17_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block17_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block17_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block17_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block17_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block17_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block17_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block17_concat (Concatena (None, 14, 14, 800) 0 conv4_block16_concat[0][0]
conv4_block17_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block18_0_bn (BatchNormal (None, 14, 14, 800) 3200 conv4_block17_concat[0][0]
__________________________________________________________________________________________________
conv4_block18_0_relu (Activatio (None, 14, 14, 800) 0 conv4_block18_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block18_1_conv (Conv2D) (None, 14, 14, 128) 102400 conv4_block18_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block18_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block18_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block18_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block18_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block18_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block18_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block18_concat (Concatena (None, 14, 14, 832) 0 conv4_block17_concat[0][0]
conv4_block18_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block19_0_bn (BatchNormal (None, 14, 14, 832) 3328 conv4_block18_concat[0][0]
__________________________________________________________________________________________________
conv4_block19_0_relu (Activatio (None, 14, 14, 832) 0 conv4_block19_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block19_1_conv (Conv2D) (None, 14, 14, 128) 106496 conv4_block19_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block19_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block19_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block19_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block19_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block19_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block19_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block19_concat (Concatena (None, 14, 14, 864) 0 conv4_block18_concat[0][0]
conv4_block19_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block20_0_bn (BatchNormal (None, 14, 14, 864) 3456 conv4_block19_concat[0][0]
__________________________________________________________________________________________________
conv4_block20_0_relu (Activatio (None, 14, 14, 864) 0 conv4_block20_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block20_1_conv (Conv2D) (None, 14, 14, 128) 110592 conv4_block20_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block20_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block20_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block20_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block20_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block20_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block20_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block20_concat (Concatena (None, 14, 14, 896) 0 conv4_block19_concat[0][0]
conv4_block20_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block21_0_bn (BatchNormal (None, 14, 14, 896) 3584 conv4_block20_concat[0][0]
__________________________________________________________________________________________________
conv4_block21_0_relu (Activatio (None, 14, 14, 896) 0 conv4_block21_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block21_1_conv (Conv2D) (None, 14, 14, 128) 114688 conv4_block21_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block21_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block21_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block21_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block21_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block21_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block21_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block21_concat (Concatena (None, 14, 14, 928) 0 conv4_block20_concat[0][0]
conv4_block21_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block22_0_bn (BatchNormal (None, 14, 14, 928) 3712 conv4_block21_concat[0][0]
__________________________________________________________________________________________________
conv4_block22_0_relu (Activatio (None, 14, 14, 928) 0 conv4_block22_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block22_1_conv (Conv2D) (None, 14, 14, 128) 118784 conv4_block22_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block22_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block22_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block22_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block22_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block22_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block22_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block22_concat (Concatena (None, 14, 14, 960) 0 conv4_block21_concat[0][0]
conv4_block22_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block23_0_bn (BatchNormal (None, 14, 14, 960) 3840 conv4_block22_concat[0][0]
__________________________________________________________________________________________________
conv4_block23_0_relu (Activatio (None, 14, 14, 960) 0 conv4_block23_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block23_1_conv (Conv2D) (None, 14, 14, 128) 122880 conv4_block23_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block23_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block23_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block23_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block23_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block23_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block23_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block23_concat (Concatena (None, 14, 14, 992) 0 conv4_block22_concat[0][0]
conv4_block23_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block24_0_bn (BatchNormal (None, 14, 14, 992) 3968 conv4_block23_concat[0][0]
__________________________________________________________________________________________________
conv4_block24_0_relu (Activatio (None, 14, 14, 992) 0 conv4_block24_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block24_1_conv (Conv2D) (None, 14, 14, 128) 126976 conv4_block24_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block24_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block24_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block24_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block24_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block24_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block24_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block24_concat (Concatena (None, 14, 14, 1024) 0 conv4_block23_concat[0][0]
conv4_block24_2_conv[0][0]
__________________________________________________________________________________________________
pool4_bn (BatchNormalization) (None, 14, 14, 1024) 4096 conv4_block24_concat[0][0]
__________________________________________________________________________________________________
pool4_relu (Activation) (None, 14, 14, 1024) 0 pool4_bn[0][0]
__________________________________________________________________________________________________
pool4_conv (Conv2D) (None, 14, 14, 512) 524288 pool4_relu[0][0]
__________________________________________________________________________________________________
pool4_pool (AveragePooling2D) (None, 7, 7, 512) 0 pool4_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_0_bn (BatchNormali (None, 7, 7, 512) 2048 pool4_pool[0][0]
__________________________________________________________________________________________________
conv5_block1_0_relu (Activation (None, 7, 7, 512) 0 conv5_block1_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block1_1_conv (Conv2D) (None, 7, 7, 128) 65536 conv5_block1_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block1_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_1_relu (Activation (None, 7, 7, 128) 0 conv5_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block1_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block1_concat (Concatenat (None, 7, 7, 544) 0 pool4_pool[0][0]
conv5_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block2_0_bn (BatchNormali (None, 7, 7, 544) 2176 conv5_block1_concat[0][0]
__________________________________________________________________________________________________
conv5_block2_0_relu (Activation (None, 7, 7, 544) 0 conv5_block2_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block2_1_conv (Conv2D) (None, 7, 7, 128) 69632 conv5_block2_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block2_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block2_1_relu (Activation (None, 7, 7, 128) 0 conv5_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block2_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block2_concat (Concatenat (None, 7, 7, 576) 0 conv5_block1_concat[0][0]
conv5_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block3_0_bn (BatchNormali (None, 7, 7, 576) 2304 conv5_block2_concat[0][0]
__________________________________________________________________________________________________
conv5_block3_0_relu (Activation (None, 7, 7, 576) 0 conv5_block3_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block3_1_conv (Conv2D) (None, 7, 7, 128) 73728 conv5_block3_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block3_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block3_1_relu (Activation (None, 7, 7, 128) 0 conv5_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block3_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block3_concat (Concatenat (None, 7, 7, 608) 0 conv5_block2_concat[0][0]
conv5_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block4_0_bn (BatchNormali (None, 7, 7, 608) 2432 conv5_block3_concat[0][0]
__________________________________________________________________________________________________
conv5_block4_0_relu (Activation (None, 7, 7, 608) 0 conv5_block4_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block4_1_conv (Conv2D) (None, 7, 7, 128) 77824 conv5_block4_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block4_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block4_1_relu (Activation (None, 7, 7, 128) 0 conv5_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block4_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block4_concat (Concatenat (None, 7, 7, 640) 0 conv5_block3_concat[0][0]
conv5_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block5_0_bn (BatchNormali (None, 7, 7, 640) 2560 conv5_block4_concat[0][0]
__________________________________________________________________________________________________
conv5_block5_0_relu (Activation (None, 7, 7, 640) 0 conv5_block5_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block5_1_conv (Conv2D) (None, 7, 7, 128) 81920 conv5_block5_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block5_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block5_1_relu (Activation (None, 7, 7, 128) 0 conv5_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block5_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block5_concat (Concatenat (None, 7, 7, 672) 0 conv5_block4_concat[0][0]
conv5_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block6_0_bn (BatchNormali (None, 7, 7, 672) 2688 conv5_block5_concat[0][0]
__________________________________________________________________________________________________
conv5_block6_0_relu (Activation (None, 7, 7, 672) 0 conv5_block6_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block6_1_conv (Conv2D) (None, 7, 7, 128) 86016 conv5_block6_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block6_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block6_1_relu (Activation (None, 7, 7, 128) 0 conv5_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block6_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block6_concat (Concatenat (None, 7, 7, 704) 0 conv5_block5_concat[0][0]
conv5_block6_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block7_0_bn (BatchNormali (None, 7, 7, 704) 2816 conv5_block6_concat[0][0]
__________________________________________________________________________________________________
conv5_block7_0_relu (Activation (None, 7, 7, 704) 0 conv5_block7_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block7_1_conv (Conv2D) (None, 7, 7, 128) 90112 conv5_block7_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block7_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block7_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block7_1_relu (Activation (None, 7, 7, 128) 0 conv5_block7_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block7_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block7_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block7_concat (Concatenat (None, 7, 7, 736) 0 conv5_block6_concat[0][0]
conv5_block7_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block8_0_bn (BatchNormali (None, 7, 7, 736) 2944 conv5_block7_concat[0][0]
__________________________________________________________________________________________________
conv5_block8_0_relu (Activation (None, 7, 7, 736) 0 conv5_block8_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block8_1_conv (Conv2D) (None, 7, 7, 128) 94208 conv5_block8_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block8_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block8_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block8_1_relu (Activation (None, 7, 7, 128) 0 conv5_block8_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block8_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block8_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block8_concat (Concatenat (None, 7, 7, 768) 0 conv5_block7_concat[0][0]
conv5_block8_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block9_0_bn (BatchNormali (None, 7, 7, 768) 3072 conv5_block8_concat[0][0]
__________________________________________________________________________________________________
conv5_block9_0_relu (Activation (None, 7, 7, 768) 0 conv5_block9_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block9_1_conv (Conv2D) (None, 7, 7, 128) 98304 conv5_block9_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block9_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block9_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block9_1_relu (Activation (None, 7, 7, 128) 0 conv5_block9_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block9_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block9_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block9_concat (Concatenat (None, 7, 7, 800) 0 conv5_block8_concat[0][0]
conv5_block9_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block10_0_bn (BatchNormal (None, 7, 7, 800) 3200 conv5_block9_concat[0][0]
__________________________________________________________________________________________________
conv5_block10_0_relu (Activatio (None, 7, 7, 800) 0 conv5_block10_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block10_1_conv (Conv2D) (None, 7, 7, 128) 102400 conv5_block10_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block10_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block10_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block10_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block10_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block10_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block10_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block10_concat (Concatena (None, 7, 7, 832) 0 conv5_block9_concat[0][0]
conv5_block10_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block11_0_bn (BatchNormal (None, 7, 7, 832) 3328 conv5_block10_concat[0][0]
__________________________________________________________________________________________________
conv5_block11_0_relu (Activatio (None, 7, 7, 832) 0 conv5_block11_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block11_1_conv (Conv2D) (None, 7, 7, 128) 106496 conv5_block11_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block11_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block11_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block11_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block11_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block11_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block11_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block11_concat (Concatena (None, 7, 7, 864) 0 conv5_block10_concat[0][0]
conv5_block11_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block12_0_bn (BatchNormal (None, 7, 7, 864) 3456 conv5_block11_concat[0][0]
__________________________________________________________________________________________________
conv5_block12_0_relu (Activatio (None, 7, 7, 864) 0 conv5_block12_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block12_1_conv (Conv2D) (None, 7, 7, 128) 110592 conv5_block12_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block12_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block12_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block12_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block12_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block12_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block12_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block12_concat (Concatena (None, 7, 7, 896) 0 conv5_block11_concat[0][0]
conv5_block12_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block13_0_bn (BatchNormal (None, 7, 7, 896) 3584 conv5_block12_concat[0][0]
__________________________________________________________________________________________________
conv5_block13_0_relu (Activatio (None, 7, 7, 896) 0 conv5_block13_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block13_1_conv (Conv2D) (None, 7, 7, 128) 114688 conv5_block13_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block13_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block13_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block13_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block13_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block13_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block13_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block13_concat (Concatena (None, 7, 7, 928) 0 conv5_block12_concat[0][0]
conv5_block13_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block14_0_bn (BatchNormal (None, 7, 7, 928) 3712 conv5_block13_concat[0][0]
__________________________________________________________________________________________________
conv5_block14_0_relu (Activatio (None, 7, 7, 928) 0 conv5_block14_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block14_1_conv (Conv2D) (None, 7, 7, 128) 118784 conv5_block14_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block14_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block14_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block14_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block14_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block14_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block14_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block14_concat (Concatena (None, 7, 7, 960) 0 conv5_block13_concat[0][0]
conv5_block14_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block15_0_bn (BatchNormal (None, 7, 7, 960) 3840 conv5_block14_concat[0][0]
__________________________________________________________________________________________________
conv5_block15_0_relu (Activatio (None, 7, 7, 960) 0 conv5_block15_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block15_1_conv (Conv2D) (None, 7, 7, 128) 122880 conv5_block15_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block15_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block15_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block15_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block15_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block15_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block15_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block15_concat (Concatena (None, 7, 7, 992) 0 conv5_block14_concat[0][0]
conv5_block15_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block16_0_bn (BatchNormal (None, 7, 7, 992) 3968 conv5_block15_concat[0][0]
__________________________________________________________________________________________________
conv5_block16_0_relu (Activatio (None, 7, 7, 992) 0 conv5_block16_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block16_1_conv (Conv2D) (None, 7, 7, 128) 126976 conv5_block16_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block16_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block16_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block16_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block16_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block16_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block16_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block16_concat (Concatena (None, 7, 7, 1024) 0 conv5_block15_concat[0][0]
conv5_block16_2_conv[0][0]
__________________________________________________________________________________________________
bn (BatchNormalization) (None, 7, 7, 1024) 4096 conv5_block16_concat[0][0]
__________________________________________________________________________________________________
avg_pool (GlobalAveragePooling2 (None, 1024) 0 bn[0][0]
__________________________________________________________________________________________________
fc1000 (Dense) (None, 1000) 1025000 avg_pool[0][0]
==================================================================================================
Total params: 8,062,504
Trainable params: 7,978,856
Non-trainable params: 83,648
__________________________________________________________________________________________________
DenseNet-169のsummary
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) (None, 224, 224, 3) 0
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, 230, 230, 3) 0 input_1[0][0]
__________________________________________________________________________________________________
conv1/conv (Conv2D) (None, 112, 112, 64) 9408 zero_padding2d_1[0][0]
__________________________________________________________________________________________________
conv1/bn (BatchNormalization) (None, 112, 112, 64) 256 conv1/conv[0][0]
__________________________________________________________________________________________________
conv1/relu (Activation) (None, 112, 112, 64) 0 conv1/bn[0][0]
__________________________________________________________________________________________________
zero_padding2d_2 (ZeroPadding2D (None, 114, 114, 64) 0 conv1/relu[0][0]
__________________________________________________________________________________________________
pool1 (MaxPooling2D) (None, 56, 56, 64) 0 zero_padding2d_2[0][0]
__________________________________________________________________________________________________
conv2_block1_0_bn (BatchNormali (None, 56, 56, 64) 256 pool1[0][0]
__________________________________________________________________________________________________
conv2_block1_0_relu (Activation (None, 56, 56, 64) 0 conv2_block1_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block1_1_conv (Conv2D) (None, 56, 56, 128) 8192 conv2_block1_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block1_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block1_1_relu (Activation (None, 56, 56, 128) 0 conv2_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block1_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block1_concat (Concatenat (None, 56, 56, 96) 0 pool1[0][0]
conv2_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block2_0_bn (BatchNormali (None, 56, 56, 96) 384 conv2_block1_concat[0][0]
__________________________________________________________________________________________________
conv2_block2_0_relu (Activation (None, 56, 56, 96) 0 conv2_block2_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block2_1_conv (Conv2D) (None, 56, 56, 128) 12288 conv2_block2_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block2_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block2_1_relu (Activation (None, 56, 56, 128) 0 conv2_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block2_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block2_concat (Concatenat (None, 56, 56, 128) 0 conv2_block1_concat[0][0]
conv2_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block3_0_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block2_concat[0][0]
__________________________________________________________________________________________________
conv2_block3_0_relu (Activation (None, 56, 56, 128) 0 conv2_block3_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block3_1_conv (Conv2D) (None, 56, 56, 128) 16384 conv2_block3_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block3_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block3_1_relu (Activation (None, 56, 56, 128) 0 conv2_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block3_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block3_concat (Concatenat (None, 56, 56, 160) 0 conv2_block2_concat[0][0]
conv2_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block4_0_bn (BatchNormali (None, 56, 56, 160) 640 conv2_block3_concat[0][0]
__________________________________________________________________________________________________
conv2_block4_0_relu (Activation (None, 56, 56, 160) 0 conv2_block4_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block4_1_conv (Conv2D) (None, 56, 56, 128) 20480 conv2_block4_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block4_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block4_1_relu (Activation (None, 56, 56, 128) 0 conv2_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block4_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block4_concat (Concatenat (None, 56, 56, 192) 0 conv2_block3_concat[0][0]
conv2_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block5_0_bn (BatchNormali (None, 56, 56, 192) 768 conv2_block4_concat[0][0]
__________________________________________________________________________________________________
conv2_block5_0_relu (Activation (None, 56, 56, 192) 0 conv2_block5_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block5_1_conv (Conv2D) (None, 56, 56, 128) 24576 conv2_block5_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block5_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block5_1_relu (Activation (None, 56, 56, 128) 0 conv2_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block5_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block5_concat (Concatenat (None, 56, 56, 224) 0 conv2_block4_concat[0][0]
conv2_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block6_0_bn (BatchNormali (None, 56, 56, 224) 896 conv2_block5_concat[0][0]
__________________________________________________________________________________________________
conv2_block6_0_relu (Activation (None, 56, 56, 224) 0 conv2_block6_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block6_1_conv (Conv2D) (None, 56, 56, 128) 28672 conv2_block6_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block6_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block6_1_relu (Activation (None, 56, 56, 128) 0 conv2_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block6_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block6_concat (Concatenat (None, 56, 56, 256) 0 conv2_block5_concat[0][0]
conv2_block6_2_conv[0][0]
__________________________________________________________________________________________________
pool2_bn (BatchNormalization) (None, 56, 56, 256) 1024 conv2_block6_concat[0][0]
__________________________________________________________________________________________________
pool2_relu (Activation) (None, 56, 56, 256) 0 pool2_bn[0][0]
__________________________________________________________________________________________________
pool2_conv (Conv2D) (None, 56, 56, 128) 32768 pool2_relu[0][0]
__________________________________________________________________________________________________
pool2_pool (AveragePooling2D) (None, 28, 28, 128) 0 pool2_conv[0][0]
__________________________________________________________________________________________________
conv3_block1_0_bn (BatchNormali (None, 28, 28, 128) 512 pool2_pool[0][0]
__________________________________________________________________________________________________
conv3_block1_0_relu (Activation (None, 28, 28, 128) 0 conv3_block1_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block1_1_conv (Conv2D) (None, 28, 28, 128) 16384 conv3_block1_0_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_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block1_concat (Concatenat (None, 28, 28, 160) 0 pool2_pool[0][0]
conv3_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block2_0_bn (BatchNormali (None, 28, 28, 160) 640 conv3_block1_concat[0][0]
__________________________________________________________________________________________________
conv3_block2_0_relu (Activation (None, 28, 28, 160) 0 conv3_block2_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block2_1_conv (Conv2D) (None, 28, 28, 128) 20480 conv3_block2_0_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_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block2_concat (Concatenat (None, 28, 28, 192) 0 conv3_block1_concat[0][0]
conv3_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block3_0_bn (BatchNormali (None, 28, 28, 192) 768 conv3_block2_concat[0][0]
__________________________________________________________________________________________________
conv3_block3_0_relu (Activation (None, 28, 28, 192) 0 conv3_block3_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block3_1_conv (Conv2D) (None, 28, 28, 128) 24576 conv3_block3_0_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_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block3_concat (Concatenat (None, 28, 28, 224) 0 conv3_block2_concat[0][0]
conv3_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block4_0_bn (BatchNormali (None, 28, 28, 224) 896 conv3_block3_concat[0][0]
__________________________________________________________________________________________________
conv3_block4_0_relu (Activation (None, 28, 28, 224) 0 conv3_block4_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block4_1_conv (Conv2D) (None, 28, 28, 128) 28672 conv3_block4_0_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_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block4_concat (Concatenat (None, 28, 28, 256) 0 conv3_block3_concat[0][0]
conv3_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block5_0_bn (BatchNormali (None, 28, 28, 256) 1024 conv3_block4_concat[0][0]
__________________________________________________________________________________________________
conv3_block5_0_relu (Activation (None, 28, 28, 256) 0 conv3_block5_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block5_1_conv (Conv2D) (None, 28, 28, 128) 32768 conv3_block5_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block5_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block5_1_relu (Activation (None, 28, 28, 128) 0 conv3_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block5_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block5_concat (Concatenat (None, 28, 28, 288) 0 conv3_block4_concat[0][0]
conv3_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block6_0_bn (BatchNormali (None, 28, 28, 288) 1152 conv3_block5_concat[0][0]
__________________________________________________________________________________________________
conv3_block6_0_relu (Activation (None, 28, 28, 288) 0 conv3_block6_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block6_1_conv (Conv2D) (None, 28, 28, 128) 36864 conv3_block6_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block6_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block6_1_relu (Activation (None, 28, 28, 128) 0 conv3_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block6_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block6_concat (Concatenat (None, 28, 28, 320) 0 conv3_block5_concat[0][0]
conv3_block6_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block7_0_bn (BatchNormali (None, 28, 28, 320) 1280 conv3_block6_concat[0][0]
__________________________________________________________________________________________________
conv3_block7_0_relu (Activation (None, 28, 28, 320) 0 conv3_block7_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block7_1_conv (Conv2D) (None, 28, 28, 128) 40960 conv3_block7_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block7_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block7_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block7_1_relu (Activation (None, 28, 28, 128) 0 conv3_block7_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block7_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block7_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block7_concat (Concatenat (None, 28, 28, 352) 0 conv3_block6_concat[0][0]
conv3_block7_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block8_0_bn (BatchNormali (None, 28, 28, 352) 1408 conv3_block7_concat[0][0]
__________________________________________________________________________________________________
conv3_block8_0_relu (Activation (None, 28, 28, 352) 0 conv3_block8_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block8_1_conv (Conv2D) (None, 28, 28, 128) 45056 conv3_block8_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block8_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block8_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block8_1_relu (Activation (None, 28, 28, 128) 0 conv3_block8_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block8_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block8_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block8_concat (Concatenat (None, 28, 28, 384) 0 conv3_block7_concat[0][0]
conv3_block8_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block9_0_bn (BatchNormali (None, 28, 28, 384) 1536 conv3_block8_concat[0][0]
__________________________________________________________________________________________________
conv3_block9_0_relu (Activation (None, 28, 28, 384) 0 conv3_block9_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block9_1_conv (Conv2D) (None, 28, 28, 128) 49152 conv3_block9_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block9_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block9_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block9_1_relu (Activation (None, 28, 28, 128) 0 conv3_block9_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block9_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block9_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block9_concat (Concatenat (None, 28, 28, 416) 0 conv3_block8_concat[0][0]
conv3_block9_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block10_0_bn (BatchNormal (None, 28, 28, 416) 1664 conv3_block9_concat[0][0]
__________________________________________________________________________________________________
conv3_block10_0_relu (Activatio (None, 28, 28, 416) 0 conv3_block10_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block10_1_conv (Conv2D) (None, 28, 28, 128) 53248 conv3_block10_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block10_1_bn (BatchNormal (None, 28, 28, 128) 512 conv3_block10_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block10_1_relu (Activatio (None, 28, 28, 128) 0 conv3_block10_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block10_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block10_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block10_concat (Concatena (None, 28, 28, 448) 0 conv3_block9_concat[0][0]
conv3_block10_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block11_0_bn (BatchNormal (None, 28, 28, 448) 1792 conv3_block10_concat[0][0]
__________________________________________________________________________________________________
conv3_block11_0_relu (Activatio (None, 28, 28, 448) 0 conv3_block11_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block11_1_conv (Conv2D) (None, 28, 28, 128) 57344 conv3_block11_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block11_1_bn (BatchNormal (None, 28, 28, 128) 512 conv3_block11_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block11_1_relu (Activatio (None, 28, 28, 128) 0 conv3_block11_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block11_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block11_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block11_concat (Concatena (None, 28, 28, 480) 0 conv3_block10_concat[0][0]
conv3_block11_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block12_0_bn (BatchNormal (None, 28, 28, 480) 1920 conv3_block11_concat[0][0]
__________________________________________________________________________________________________
conv3_block12_0_relu (Activatio (None, 28, 28, 480) 0 conv3_block12_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block12_1_conv (Conv2D) (None, 28, 28, 128) 61440 conv3_block12_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block12_1_bn (BatchNormal (None, 28, 28, 128) 512 conv3_block12_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block12_1_relu (Activatio (None, 28, 28, 128) 0 conv3_block12_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block12_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block12_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block12_concat (Concatena (None, 28, 28, 512) 0 conv3_block11_concat[0][0]
conv3_block12_2_conv[0][0]
__________________________________________________________________________________________________
pool3_bn (BatchNormalization) (None, 28, 28, 512) 2048 conv3_block12_concat[0][0]
__________________________________________________________________________________________________
pool3_relu (Activation) (None, 28, 28, 512) 0 pool3_bn[0][0]
__________________________________________________________________________________________________
pool3_conv (Conv2D) (None, 28, 28, 256) 131072 pool3_relu[0][0]
__________________________________________________________________________________________________
pool3_pool (AveragePooling2D) (None, 14, 14, 256) 0 pool3_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_0_bn (BatchNormali (None, 14, 14, 256) 1024 pool3_pool[0][0]
__________________________________________________________________________________________________
conv4_block1_0_relu (Activation (None, 14, 14, 256) 0 conv4_block1_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block1_1_conv (Conv2D) (None, 14, 14, 128) 32768 conv4_block1_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block1_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_1_relu (Activation (None, 14, 14, 128) 0 conv4_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block1_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block1_concat (Concatenat (None, 14, 14, 288) 0 pool3_pool[0][0]
conv4_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block2_0_bn (BatchNormali (None, 14, 14, 288) 1152 conv4_block1_concat[0][0]
__________________________________________________________________________________________________
conv4_block2_0_relu (Activation (None, 14, 14, 288) 0 conv4_block2_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block2_1_conv (Conv2D) (None, 14, 14, 128) 36864 conv4_block2_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block2_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block2_1_relu (Activation (None, 14, 14, 128) 0 conv4_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block2_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block2_concat (Concatenat (None, 14, 14, 320) 0 conv4_block1_concat[0][0]
conv4_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block3_0_bn (BatchNormali (None, 14, 14, 320) 1280 conv4_block2_concat[0][0]
__________________________________________________________________________________________________
conv4_block3_0_relu (Activation (None, 14, 14, 320) 0 conv4_block3_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block3_1_conv (Conv2D) (None, 14, 14, 128) 40960 conv4_block3_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block3_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block3_1_relu (Activation (None, 14, 14, 128) 0 conv4_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block3_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block3_concat (Concatenat (None, 14, 14, 352) 0 conv4_block2_concat[0][0]
conv4_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block4_0_bn (BatchNormali (None, 14, 14, 352) 1408 conv4_block3_concat[0][0]
__________________________________________________________________________________________________
conv4_block4_0_relu (Activation (None, 14, 14, 352) 0 conv4_block4_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block4_1_conv (Conv2D) (None, 14, 14, 128) 45056 conv4_block4_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block4_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block4_1_relu (Activation (None, 14, 14, 128) 0 conv4_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block4_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block4_concat (Concatenat (None, 14, 14, 384) 0 conv4_block3_concat[0][0]
conv4_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block5_0_bn (BatchNormali (None, 14, 14, 384) 1536 conv4_block4_concat[0][0]
__________________________________________________________________________________________________
conv4_block5_0_relu (Activation (None, 14, 14, 384) 0 conv4_block5_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block5_1_conv (Conv2D) (None, 14, 14, 128) 49152 conv4_block5_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block5_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block5_1_relu (Activation (None, 14, 14, 128) 0 conv4_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block5_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block5_concat (Concatenat (None, 14, 14, 416) 0 conv4_block4_concat[0][0]
conv4_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block6_0_bn (BatchNormali (None, 14, 14, 416) 1664 conv4_block5_concat[0][0]
__________________________________________________________________________________________________
conv4_block6_0_relu (Activation (None, 14, 14, 416) 0 conv4_block6_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block6_1_conv (Conv2D) (None, 14, 14, 128) 53248 conv4_block6_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block6_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block6_1_relu (Activation (None, 14, 14, 128) 0 conv4_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block6_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block6_concat (Concatenat (None, 14, 14, 448) 0 conv4_block5_concat[0][0]
conv4_block6_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block7_0_bn (BatchNormali (None, 14, 14, 448) 1792 conv4_block6_concat[0][0]
__________________________________________________________________________________________________
conv4_block7_0_relu (Activation (None, 14, 14, 448) 0 conv4_block7_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block7_1_conv (Conv2D) (None, 14, 14, 128) 57344 conv4_block7_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block7_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block7_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block7_1_relu (Activation (None, 14, 14, 128) 0 conv4_block7_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block7_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block7_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block7_concat (Concatenat (None, 14, 14, 480) 0 conv4_block6_concat[0][0]
conv4_block7_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block8_0_bn (BatchNormali (None, 14, 14, 480) 1920 conv4_block7_concat[0][0]
__________________________________________________________________________________________________
conv4_block8_0_relu (Activation (None, 14, 14, 480) 0 conv4_block8_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block8_1_conv (Conv2D) (None, 14, 14, 128) 61440 conv4_block8_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block8_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block8_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block8_1_relu (Activation (None, 14, 14, 128) 0 conv4_block8_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block8_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block8_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block8_concat (Concatenat (None, 14, 14, 512) 0 conv4_block7_concat[0][0]
conv4_block8_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block9_0_bn (BatchNormali (None, 14, 14, 512) 2048 conv4_block8_concat[0][0]
__________________________________________________________________________________________________
conv4_block9_0_relu (Activation (None, 14, 14, 512) 0 conv4_block9_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block9_1_conv (Conv2D) (None, 14, 14, 128) 65536 conv4_block9_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block9_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block9_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block9_1_relu (Activation (None, 14, 14, 128) 0 conv4_block9_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block9_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block9_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block9_concat (Concatenat (None, 14, 14, 544) 0 conv4_block8_concat[0][0]
conv4_block9_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block10_0_bn (BatchNormal (None, 14, 14, 544) 2176 conv4_block9_concat[0][0]
__________________________________________________________________________________________________
conv4_block10_0_relu (Activatio (None, 14, 14, 544) 0 conv4_block10_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block10_1_conv (Conv2D) (None, 14, 14, 128) 69632 conv4_block10_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block10_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block10_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block10_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block10_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block10_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block10_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block10_concat (Concatena (None, 14, 14, 576) 0 conv4_block9_concat[0][0]
conv4_block10_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block11_0_bn (BatchNormal (None, 14, 14, 576) 2304 conv4_block10_concat[0][0]
__________________________________________________________________________________________________
conv4_block11_0_relu (Activatio (None, 14, 14, 576) 0 conv4_block11_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block11_1_conv (Conv2D) (None, 14, 14, 128) 73728 conv4_block11_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block11_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block11_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block11_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block11_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block11_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block11_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block11_concat (Concatena (None, 14, 14, 608) 0 conv4_block10_concat[0][0]
conv4_block11_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block12_0_bn (BatchNormal (None, 14, 14, 608) 2432 conv4_block11_concat[0][0]
__________________________________________________________________________________________________
conv4_block12_0_relu (Activatio (None, 14, 14, 608) 0 conv4_block12_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block12_1_conv (Conv2D) (None, 14, 14, 128) 77824 conv4_block12_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block12_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block12_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block12_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block12_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block12_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block12_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block12_concat (Concatena (None, 14, 14, 640) 0 conv4_block11_concat[0][0]
conv4_block12_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block13_0_bn (BatchNormal (None, 14, 14, 640) 2560 conv4_block12_concat[0][0]
__________________________________________________________________________________________________
conv4_block13_0_relu (Activatio (None, 14, 14, 640) 0 conv4_block13_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block13_1_conv (Conv2D) (None, 14, 14, 128) 81920 conv4_block13_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block13_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block13_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block13_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block13_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block13_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block13_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block13_concat (Concatena (None, 14, 14, 672) 0 conv4_block12_concat[0][0]
conv4_block13_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block14_0_bn (BatchNormal (None, 14, 14, 672) 2688 conv4_block13_concat[0][0]
__________________________________________________________________________________________________
conv4_block14_0_relu (Activatio (None, 14, 14, 672) 0 conv4_block14_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block14_1_conv (Conv2D) (None, 14, 14, 128) 86016 conv4_block14_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block14_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block14_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block14_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block14_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block14_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block14_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block14_concat (Concatena (None, 14, 14, 704) 0 conv4_block13_concat[0][0]
conv4_block14_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block15_0_bn (BatchNormal (None, 14, 14, 704) 2816 conv4_block14_concat[0][0]
__________________________________________________________________________________________________
conv4_block15_0_relu (Activatio (None, 14, 14, 704) 0 conv4_block15_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block15_1_conv (Conv2D) (None, 14, 14, 128) 90112 conv4_block15_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block15_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block15_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block15_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block15_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block15_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block15_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block15_concat (Concatena (None, 14, 14, 736) 0 conv4_block14_concat[0][0]
conv4_block15_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block16_0_bn (BatchNormal (None, 14, 14, 736) 2944 conv4_block15_concat[0][0]
__________________________________________________________________________________________________
conv4_block16_0_relu (Activatio (None, 14, 14, 736) 0 conv4_block16_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block16_1_conv (Conv2D) (None, 14, 14, 128) 94208 conv4_block16_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block16_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block16_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block16_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block16_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block16_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block16_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block16_concat (Concatena (None, 14, 14, 768) 0 conv4_block15_concat[0][0]
conv4_block16_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block17_0_bn (BatchNormal (None, 14, 14, 768) 3072 conv4_block16_concat[0][0]
__________________________________________________________________________________________________
conv4_block17_0_relu (Activatio (None, 14, 14, 768) 0 conv4_block17_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block17_1_conv (Conv2D) (None, 14, 14, 128) 98304 conv4_block17_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block17_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block17_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block17_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block17_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block17_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block17_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block17_concat (Concatena (None, 14, 14, 800) 0 conv4_block16_concat[0][0]
conv4_block17_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block18_0_bn (BatchNormal (None, 14, 14, 800) 3200 conv4_block17_concat[0][0]
__________________________________________________________________________________________________
conv4_block18_0_relu (Activatio (None, 14, 14, 800) 0 conv4_block18_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block18_1_conv (Conv2D) (None, 14, 14, 128) 102400 conv4_block18_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block18_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block18_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block18_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block18_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block18_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block18_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block18_concat (Concatena (None, 14, 14, 832) 0 conv4_block17_concat[0][0]
conv4_block18_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block19_0_bn (BatchNormal (None, 14, 14, 832) 3328 conv4_block18_concat[0][0]
__________________________________________________________________________________________________
conv4_block19_0_relu (Activatio (None, 14, 14, 832) 0 conv4_block19_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block19_1_conv (Conv2D) (None, 14, 14, 128) 106496 conv4_block19_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block19_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block19_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block19_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block19_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block19_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block19_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block19_concat (Concatena (None, 14, 14, 864) 0 conv4_block18_concat[0][0]
conv4_block19_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block20_0_bn (BatchNormal (None, 14, 14, 864) 3456 conv4_block19_concat[0][0]
__________________________________________________________________________________________________
conv4_block20_0_relu (Activatio (None, 14, 14, 864) 0 conv4_block20_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block20_1_conv (Conv2D) (None, 14, 14, 128) 110592 conv4_block20_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block20_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block20_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block20_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block20_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block20_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block20_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block20_concat (Concatena (None, 14, 14, 896) 0 conv4_block19_concat[0][0]
conv4_block20_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block21_0_bn (BatchNormal (None, 14, 14, 896) 3584 conv4_block20_concat[0][0]
__________________________________________________________________________________________________
conv4_block21_0_relu (Activatio (None, 14, 14, 896) 0 conv4_block21_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block21_1_conv (Conv2D) (None, 14, 14, 128) 114688 conv4_block21_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block21_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block21_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block21_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block21_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block21_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block21_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block21_concat (Concatena (None, 14, 14, 928) 0 conv4_block20_concat[0][0]
conv4_block21_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block22_0_bn (BatchNormal (None, 14, 14, 928) 3712 conv4_block21_concat[0][0]
__________________________________________________________________________________________________
conv4_block22_0_relu (Activatio (None, 14, 14, 928) 0 conv4_block22_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block22_1_conv (Conv2D) (None, 14, 14, 128) 118784 conv4_block22_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block22_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block22_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block22_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block22_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block22_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block22_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block22_concat (Concatena (None, 14, 14, 960) 0 conv4_block21_concat[0][0]
conv4_block22_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block23_0_bn (BatchNormal (None, 14, 14, 960) 3840 conv4_block22_concat[0][0]
__________________________________________________________________________________________________
conv4_block23_0_relu (Activatio (None, 14, 14, 960) 0 conv4_block23_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block23_1_conv (Conv2D) (None, 14, 14, 128) 122880 conv4_block23_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block23_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block23_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block23_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block23_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block23_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block23_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block23_concat (Concatena (None, 14, 14, 992) 0 conv4_block22_concat[0][0]
conv4_block23_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block24_0_bn (BatchNormal (None, 14, 14, 992) 3968 conv4_block23_concat[0][0]
__________________________________________________________________________________________________
conv4_block24_0_relu (Activatio (None, 14, 14, 992) 0 conv4_block24_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block24_1_conv (Conv2D) (None, 14, 14, 128) 126976 conv4_block24_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block24_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block24_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block24_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block24_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block24_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block24_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block24_concat (Concatena (None, 14, 14, 1024) 0 conv4_block23_concat[0][0]
conv4_block24_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block25_0_bn (BatchNormal (None, 14, 14, 1024) 4096 conv4_block24_concat[0][0]
__________________________________________________________________________________________________
conv4_block25_0_relu (Activatio (None, 14, 14, 1024) 0 conv4_block25_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block25_1_conv (Conv2D) (None, 14, 14, 128) 131072 conv4_block25_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block25_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block25_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block25_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block25_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block25_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block25_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block25_concat (Concatena (None, 14, 14, 1056) 0 conv4_block24_concat[0][0]
conv4_block25_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block26_0_bn (BatchNormal (None, 14, 14, 1056) 4224 conv4_block25_concat[0][0]
__________________________________________________________________________________________________
conv4_block26_0_relu (Activatio (None, 14, 14, 1056) 0 conv4_block26_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block26_1_conv (Conv2D) (None, 14, 14, 128) 135168 conv4_block26_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block26_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block26_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block26_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block26_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block26_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block26_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block26_concat (Concatena (None, 14, 14, 1088) 0 conv4_block25_concat[0][0]
conv4_block26_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block27_0_bn (BatchNormal (None, 14, 14, 1088) 4352 conv4_block26_concat[0][0]
__________________________________________________________________________________________________
conv4_block27_0_relu (Activatio (None, 14, 14, 1088) 0 conv4_block27_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block27_1_conv (Conv2D) (None, 14, 14, 128) 139264 conv4_block27_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block27_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block27_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block27_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block27_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block27_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block27_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block27_concat (Concatena (None, 14, 14, 1120) 0 conv4_block26_concat[0][0]
conv4_block27_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block28_0_bn (BatchNormal (None, 14, 14, 1120) 4480 conv4_block27_concat[0][0]
__________________________________________________________________________________________________
conv4_block28_0_relu (Activatio (None, 14, 14, 1120) 0 conv4_block28_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block28_1_conv (Conv2D) (None, 14, 14, 128) 143360 conv4_block28_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block28_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block28_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block28_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block28_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block28_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block28_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block28_concat (Concatena (None, 14, 14, 1152) 0 conv4_block27_concat[0][0]
conv4_block28_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block29_0_bn (BatchNormal (None, 14, 14, 1152) 4608 conv4_block28_concat[0][0]
__________________________________________________________________________________________________
conv4_block29_0_relu (Activatio (None, 14, 14, 1152) 0 conv4_block29_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block29_1_conv (Conv2D) (None, 14, 14, 128) 147456 conv4_block29_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block29_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block29_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block29_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block29_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block29_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block29_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block29_concat (Concatena (None, 14, 14, 1184) 0 conv4_block28_concat[0][0]
conv4_block29_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block30_0_bn (BatchNormal (None, 14, 14, 1184) 4736 conv4_block29_concat[0][0]
__________________________________________________________________________________________________
conv4_block30_0_relu (Activatio (None, 14, 14, 1184) 0 conv4_block30_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block30_1_conv (Conv2D) (None, 14, 14, 128) 151552 conv4_block30_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block30_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block30_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block30_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block30_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block30_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block30_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block30_concat (Concatena (None, 14, 14, 1216) 0 conv4_block29_concat[0][0]
conv4_block30_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block31_0_bn (BatchNormal (None, 14, 14, 1216) 4864 conv4_block30_concat[0][0]
__________________________________________________________________________________________________
conv4_block31_0_relu (Activatio (None, 14, 14, 1216) 0 conv4_block31_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block31_1_conv (Conv2D) (None, 14, 14, 128) 155648 conv4_block31_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block31_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block31_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block31_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block31_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block31_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block31_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block31_concat (Concatena (None, 14, 14, 1248) 0 conv4_block30_concat[0][0]
conv4_block31_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block32_0_bn (BatchNormal (None, 14, 14, 1248) 4992 conv4_block31_concat[0][0]
__________________________________________________________________________________________________
conv4_block32_0_relu (Activatio (None, 14, 14, 1248) 0 conv4_block32_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block32_1_conv (Conv2D) (None, 14, 14, 128) 159744 conv4_block32_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block32_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block32_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block32_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block32_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block32_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block32_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block32_concat (Concatena (None, 14, 14, 1280) 0 conv4_block31_concat[0][0]
conv4_block32_2_conv[0][0]
__________________________________________________________________________________________________
pool4_bn (BatchNormalization) (None, 14, 14, 1280) 5120 conv4_block32_concat[0][0]
__________________________________________________________________________________________________
pool4_relu (Activation) (None, 14, 14, 1280) 0 pool4_bn[0][0]
__________________________________________________________________________________________________
pool4_conv (Conv2D) (None, 14, 14, 640) 819200 pool4_relu[0][0]
__________________________________________________________________________________________________
pool4_pool (AveragePooling2D) (None, 7, 7, 640) 0 pool4_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_0_bn (BatchNormali (None, 7, 7, 640) 2560 pool4_pool[0][0]
__________________________________________________________________________________________________
conv5_block1_0_relu (Activation (None, 7, 7, 640) 0 conv5_block1_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block1_1_conv (Conv2D) (None, 7, 7, 128) 81920 conv5_block1_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block1_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_1_relu (Activation (None, 7, 7, 128) 0 conv5_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block1_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block1_concat (Concatenat (None, 7, 7, 672) 0 pool4_pool[0][0]
conv5_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block2_0_bn (BatchNormali (None, 7, 7, 672) 2688 conv5_block1_concat[0][0]
__________________________________________________________________________________________________
conv5_block2_0_relu (Activation (None, 7, 7, 672) 0 conv5_block2_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block2_1_conv (Conv2D) (None, 7, 7, 128) 86016 conv5_block2_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block2_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block2_1_relu (Activation (None, 7, 7, 128) 0 conv5_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block2_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block2_concat (Concatenat (None, 7, 7, 704) 0 conv5_block1_concat[0][0]
conv5_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block3_0_bn (BatchNormali (None, 7, 7, 704) 2816 conv5_block2_concat[0][0]
__________________________________________________________________________________________________
conv5_block3_0_relu (Activation (None, 7, 7, 704) 0 conv5_block3_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block3_1_conv (Conv2D) (None, 7, 7, 128) 90112 conv5_block3_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block3_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block3_1_relu (Activation (None, 7, 7, 128) 0 conv5_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block3_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block3_concat (Concatenat (None, 7, 7, 736) 0 conv5_block2_concat[0][0]
conv5_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block4_0_bn (BatchNormali (None, 7, 7, 736) 2944 conv5_block3_concat[0][0]
__________________________________________________________________________________________________
conv5_block4_0_relu (Activation (None, 7, 7, 736) 0 conv5_block4_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block4_1_conv (Conv2D) (None, 7, 7, 128) 94208 conv5_block4_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block4_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block4_1_relu (Activation (None, 7, 7, 128) 0 conv5_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block4_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block4_concat (Concatenat (None, 7, 7, 768) 0 conv5_block3_concat[0][0]
conv5_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block5_0_bn (BatchNormali (None, 7, 7, 768) 3072 conv5_block4_concat[0][0]
__________________________________________________________________________________________________
conv5_block5_0_relu (Activation (None, 7, 7, 768) 0 conv5_block5_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block5_1_conv (Conv2D) (None, 7, 7, 128) 98304 conv5_block5_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block5_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block5_1_relu (Activation (None, 7, 7, 128) 0 conv5_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block5_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block5_concat (Concatenat (None, 7, 7, 800) 0 conv5_block4_concat[0][0]
conv5_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block6_0_bn (BatchNormali (None, 7, 7, 800) 3200 conv5_block5_concat[0][0]
__________________________________________________________________________________________________
conv5_block6_0_relu (Activation (None, 7, 7, 800) 0 conv5_block6_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block6_1_conv (Conv2D) (None, 7, 7, 128) 102400 conv5_block6_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block6_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block6_1_relu (Activation (None, 7, 7, 128) 0 conv5_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block6_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block6_concat (Concatenat (None, 7, 7, 832) 0 conv5_block5_concat[0][0]
conv5_block6_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block7_0_bn (BatchNormali (None, 7, 7, 832) 3328 conv5_block6_concat[0][0]
__________________________________________________________________________________________________
conv5_block7_0_relu (Activation (None, 7, 7, 832) 0 conv5_block7_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block7_1_conv (Conv2D) (None, 7, 7, 128) 106496 conv5_block7_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block7_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block7_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block7_1_relu (Activation (None, 7, 7, 128) 0 conv5_block7_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block7_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block7_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block7_concat (Concatenat (None, 7, 7, 864) 0 conv5_block6_concat[0][0]
conv5_block7_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block8_0_bn (BatchNormali (None, 7, 7, 864) 3456 conv5_block7_concat[0][0]
__________________________________________________________________________________________________
conv5_block8_0_relu (Activation (None, 7, 7, 864) 0 conv5_block8_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block8_1_conv (Conv2D) (None, 7, 7, 128) 110592 conv5_block8_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block8_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block8_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block8_1_relu (Activation (None, 7, 7, 128) 0 conv5_block8_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block8_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block8_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block8_concat (Concatenat (None, 7, 7, 896) 0 conv5_block7_concat[0][0]
conv5_block8_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block9_0_bn (BatchNormali (None, 7, 7, 896) 3584 conv5_block8_concat[0][0]
__________________________________________________________________________________________________
conv5_block9_0_relu (Activation (None, 7, 7, 896) 0 conv5_block9_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block9_1_conv (Conv2D) (None, 7, 7, 128) 114688 conv5_block9_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block9_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block9_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block9_1_relu (Activation (None, 7, 7, 128) 0 conv5_block9_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block9_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block9_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block9_concat (Concatenat (None, 7, 7, 928) 0 conv5_block8_concat[0][0]
conv5_block9_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block10_0_bn (BatchNormal (None, 7, 7, 928) 3712 conv5_block9_concat[0][0]
__________________________________________________________________________________________________
conv5_block10_0_relu (Activatio (None, 7, 7, 928) 0 conv5_block10_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block10_1_conv (Conv2D) (None, 7, 7, 128) 118784 conv5_block10_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block10_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block10_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block10_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block10_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block10_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block10_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block10_concat (Concatena (None, 7, 7, 960) 0 conv5_block9_concat[0][0]
conv5_block10_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block11_0_bn (BatchNormal (None, 7, 7, 960) 3840 conv5_block10_concat[0][0]
__________________________________________________________________________________________________
conv5_block11_0_relu (Activatio (None, 7, 7, 960) 0 conv5_block11_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block11_1_conv (Conv2D) (None, 7, 7, 128) 122880 conv5_block11_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block11_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block11_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block11_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block11_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block11_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block11_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block11_concat (Concatena (None, 7, 7, 992) 0 conv5_block10_concat[0][0]
conv5_block11_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block12_0_bn (BatchNormal (None, 7, 7, 992) 3968 conv5_block11_concat[0][0]
__________________________________________________________________________________________________
conv5_block12_0_relu (Activatio (None, 7, 7, 992) 0 conv5_block12_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block12_1_conv (Conv2D) (None, 7, 7, 128) 126976 conv5_block12_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block12_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block12_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block12_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block12_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block12_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block12_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block12_concat (Concatena (None, 7, 7, 1024) 0 conv5_block11_concat[0][0]
conv5_block12_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block13_0_bn (BatchNormal (None, 7, 7, 1024) 4096 conv5_block12_concat[0][0]
__________________________________________________________________________________________________
conv5_block13_0_relu (Activatio (None, 7, 7, 1024) 0 conv5_block13_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block13_1_conv (Conv2D) (None, 7, 7, 128) 131072 conv5_block13_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block13_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block13_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block13_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block13_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block13_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block13_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block13_concat (Concatena (None, 7, 7, 1056) 0 conv5_block12_concat[0][0]
conv5_block13_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block14_0_bn (BatchNormal (None, 7, 7, 1056) 4224 conv5_block13_concat[0][0]
__________________________________________________________________________________________________
conv5_block14_0_relu (Activatio (None, 7, 7, 1056) 0 conv5_block14_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block14_1_conv (Conv2D) (None, 7, 7, 128) 135168 conv5_block14_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block14_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block14_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block14_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block14_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block14_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block14_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block14_concat (Concatena (None, 7, 7, 1088) 0 conv5_block13_concat[0][0]
conv5_block14_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block15_0_bn (BatchNormal (None, 7, 7, 1088) 4352 conv5_block14_concat[0][0]
__________________________________________________________________________________________________
conv5_block15_0_relu (Activatio (None, 7, 7, 1088) 0 conv5_block15_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block15_1_conv (Conv2D) (None, 7, 7, 128) 139264 conv5_block15_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block15_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block15_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block15_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block15_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block15_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block15_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block15_concat (Concatena (None, 7, 7, 1120) 0 conv5_block14_concat[0][0]
conv5_block15_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block16_0_bn (BatchNormal (None, 7, 7, 1120) 4480 conv5_block15_concat[0][0]
__________________________________________________________________________________________________
conv5_block16_0_relu (Activatio (None, 7, 7, 1120) 0 conv5_block16_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block16_1_conv (Conv2D) (None, 7, 7, 128) 143360 conv5_block16_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block16_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block16_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block16_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block16_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block16_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block16_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block16_concat (Concatena (None, 7, 7, 1152) 0 conv5_block15_concat[0][0]
conv5_block16_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block17_0_bn (BatchNormal (None, 7, 7, 1152) 4608 conv5_block16_concat[0][0]
__________________________________________________________________________________________________
conv5_block17_0_relu (Activatio (None, 7, 7, 1152) 0 conv5_block17_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block17_1_conv (Conv2D) (None, 7, 7, 128) 147456 conv5_block17_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block17_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block17_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block17_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block17_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block17_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block17_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block17_concat (Concatena (None, 7, 7, 1184) 0 conv5_block16_concat[0][0]
conv5_block17_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block18_0_bn (BatchNormal (None, 7, 7, 1184) 4736 conv5_block17_concat[0][0]
__________________________________________________________________________________________________
conv5_block18_0_relu (Activatio (None, 7, 7, 1184) 0 conv5_block18_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block18_1_conv (Conv2D) (None, 7, 7, 128) 151552 conv5_block18_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block18_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block18_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block18_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block18_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block18_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block18_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block18_concat (Concatena (None, 7, 7, 1216) 0 conv5_block17_concat[0][0]
conv5_block18_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block19_0_bn (BatchNormal (None, 7, 7, 1216) 4864 conv5_block18_concat[0][0]
__________________________________________________________________________________________________
conv5_block19_0_relu (Activatio (None, 7, 7, 1216) 0 conv5_block19_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block19_1_conv (Conv2D) (None, 7, 7, 128) 155648 conv5_block19_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block19_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block19_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block19_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block19_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block19_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block19_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block19_concat (Concatena (None, 7, 7, 1248) 0 conv5_block18_concat[0][0]
conv5_block19_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block20_0_bn (BatchNormal (None, 7, 7, 1248) 4992 conv5_block19_concat[0][0]
__________________________________________________________________________________________________
conv5_block20_0_relu (Activatio (None, 7, 7, 1248) 0 conv5_block20_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block20_1_conv (Conv2D) (None, 7, 7, 128) 159744 conv5_block20_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block20_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block20_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block20_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block20_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block20_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block20_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block20_concat (Concatena (None, 7, 7, 1280) 0 conv5_block19_concat[0][0]
conv5_block20_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block21_0_bn (BatchNormal (None, 7, 7, 1280) 5120 conv5_block20_concat[0][0]
__________________________________________________________________________________________________
conv5_block21_0_relu (Activatio (None, 7, 7, 1280) 0 conv5_block21_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block21_1_conv (Conv2D) (None, 7, 7, 128) 163840 conv5_block21_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block21_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block21_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block21_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block21_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block21_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block21_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block21_concat (Concatena (None, 7, 7, 1312) 0 conv5_block20_concat[0][0]
conv5_block21_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block22_0_bn (BatchNormal (None, 7, 7, 1312) 5248 conv5_block21_concat[0][0]
__________________________________________________________________________________________________
conv5_block22_0_relu (Activatio (None, 7, 7, 1312) 0 conv5_block22_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block22_1_conv (Conv2D) (None, 7, 7, 128) 167936 conv5_block22_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block22_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block22_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block22_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block22_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block22_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block22_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block22_concat (Concatena (None, 7, 7, 1344) 0 conv5_block21_concat[0][0]
conv5_block22_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block23_0_bn (BatchNormal (None, 7, 7, 1344) 5376 conv5_block22_concat[0][0]
__________________________________________________________________________________________________
conv5_block23_0_relu (Activatio (None, 7, 7, 1344) 0 conv5_block23_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block23_1_conv (Conv2D) (None, 7, 7, 128) 172032 conv5_block23_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block23_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block23_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block23_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block23_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block23_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block23_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block23_concat (Concatena (None, 7, 7, 1376) 0 conv5_block22_concat[0][0]
conv5_block23_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block24_0_bn (BatchNormal (None, 7, 7, 1376) 5504 conv5_block23_concat[0][0]
__________________________________________________________________________________________________
conv5_block24_0_relu (Activatio (None, 7, 7, 1376) 0 conv5_block24_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block24_1_conv (Conv2D) (None, 7, 7, 128) 176128 conv5_block24_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block24_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block24_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block24_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block24_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block24_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block24_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block24_concat (Concatena (None, 7, 7, 1408) 0 conv5_block23_concat[0][0]
conv5_block24_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block25_0_bn (BatchNormal (None, 7, 7, 1408) 5632 conv5_block24_concat[0][0]
__________________________________________________________________________________________________
conv5_block25_0_relu (Activatio (None, 7, 7, 1408) 0 conv5_block25_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block25_1_conv (Conv2D) (None, 7, 7, 128) 180224 conv5_block25_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block25_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block25_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block25_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block25_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block25_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block25_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block25_concat (Concatena (None, 7, 7, 1440) 0 conv5_block24_concat[0][0]
conv5_block25_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block26_0_bn (BatchNormal (None, 7, 7, 1440) 5760 conv5_block25_concat[0][0]
__________________________________________________________________________________________________
conv5_block26_0_relu (Activatio (None, 7, 7, 1440) 0 conv5_block26_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block26_1_conv (Conv2D) (None, 7, 7, 128) 184320 conv5_block26_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block26_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block26_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block26_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block26_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block26_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block26_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block26_concat (Concatena (None, 7, 7, 1472) 0 conv5_block25_concat[0][0]
conv5_block26_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block27_0_bn (BatchNormal (None, 7, 7, 1472) 5888 conv5_block26_concat[0][0]
__________________________________________________________________________________________________
conv5_block27_0_relu (Activatio (None, 7, 7, 1472) 0 conv5_block27_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block27_1_conv (Conv2D) (None, 7, 7, 128) 188416 conv5_block27_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block27_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block27_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block27_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block27_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block27_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block27_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block27_concat (Concatena (None, 7, 7, 1504) 0 conv5_block26_concat[0][0]
conv5_block27_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block28_0_bn (BatchNormal (None, 7, 7, 1504) 6016 conv5_block27_concat[0][0]
__________________________________________________________________________________________________
conv5_block28_0_relu (Activatio (None, 7, 7, 1504) 0 conv5_block28_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block28_1_conv (Conv2D) (None, 7, 7, 128) 192512 conv5_block28_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block28_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block28_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block28_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block28_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block28_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block28_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block28_concat (Concatena (None, 7, 7, 1536) 0 conv5_block27_concat[0][0]
conv5_block28_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block29_0_bn (BatchNormal (None, 7, 7, 1536) 6144 conv5_block28_concat[0][0]
__________________________________________________________________________________________________
conv5_block29_0_relu (Activatio (None, 7, 7, 1536) 0 conv5_block29_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block29_1_conv (Conv2D) (None, 7, 7, 128) 196608 conv5_block29_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block29_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block29_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block29_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block29_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block29_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block29_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block29_concat (Concatena (None, 7, 7, 1568) 0 conv5_block28_concat[0][0]
conv5_block29_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block30_0_bn (BatchNormal (None, 7, 7, 1568) 6272 conv5_block29_concat[0][0]
__________________________________________________________________________________________________
conv5_block30_0_relu (Activatio (None, 7, 7, 1568) 0 conv5_block30_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block30_1_conv (Conv2D) (None, 7, 7, 128) 200704 conv5_block30_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block30_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block30_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block30_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block30_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block30_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block30_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block30_concat (Concatena (None, 7, 7, 1600) 0 conv5_block29_concat[0][0]
conv5_block30_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block31_0_bn (BatchNormal (None, 7, 7, 1600) 6400 conv5_block30_concat[0][0]
__________________________________________________________________________________________________
conv5_block31_0_relu (Activatio (None, 7, 7, 1600) 0 conv5_block31_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block31_1_conv (Conv2D) (None, 7, 7, 128) 204800 conv5_block31_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block31_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block31_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block31_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block31_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block31_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block31_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block31_concat (Concatena (None, 7, 7, 1632) 0 conv5_block30_concat[0][0]
conv5_block31_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block32_0_bn (BatchNormal (None, 7, 7, 1632) 6528 conv5_block31_concat[0][0]
__________________________________________________________________________________________________
conv5_block32_0_relu (Activatio (None, 7, 7, 1632) 0 conv5_block32_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block32_1_conv (Conv2D) (None, 7, 7, 128) 208896 conv5_block32_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block32_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block32_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block32_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block32_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block32_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block32_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block32_concat (Concatena (None, 7, 7, 1664) 0 conv5_block31_concat[0][0]
conv5_block32_2_conv[0][0]
__________________________________________________________________________________________________
bn (BatchNormalization) (None, 7, 7, 1664) 6656 conv5_block32_concat[0][0]
__________________________________________________________________________________________________
avg_pool (GlobalAveragePooling2 (None, 1664) 0 bn[0][0]
__________________________________________________________________________________________________
fc1000 (Dense) (None, 1000) 1665000 avg_pool[0][0]
==================================================================================================
Total params: 14,307,880
Trainable params: 14,149,480
Non-trainable params: 158,400
__________________________________________________________________________________________________
DenseNet-201のsummary
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) (None, 224, 224, 3) 0
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, 230, 230, 3) 0 input_1[0][0]
__________________________________________________________________________________________________
conv1/conv (Conv2D) (None, 112, 112, 64) 9408 zero_padding2d_1[0][0]
__________________________________________________________________________________________________
conv1/bn (BatchNormalization) (None, 112, 112, 64) 256 conv1/conv[0][0]
__________________________________________________________________________________________________
conv1/relu (Activation) (None, 112, 112, 64) 0 conv1/bn[0][0]
__________________________________________________________________________________________________
zero_padding2d_2 (ZeroPadding2D (None, 114, 114, 64) 0 conv1/relu[0][0]
__________________________________________________________________________________________________
pool1 (MaxPooling2D) (None, 56, 56, 64) 0 zero_padding2d_2[0][0]
__________________________________________________________________________________________________
conv2_block1_0_bn (BatchNormali (None, 56, 56, 64) 256 pool1[0][0]
__________________________________________________________________________________________________
conv2_block1_0_relu (Activation (None, 56, 56, 64) 0 conv2_block1_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block1_1_conv (Conv2D) (None, 56, 56, 128) 8192 conv2_block1_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block1_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block1_1_relu (Activation (None, 56, 56, 128) 0 conv2_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block1_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block1_concat (Concatenat (None, 56, 56, 96) 0 pool1[0][0]
conv2_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block2_0_bn (BatchNormali (None, 56, 56, 96) 384 conv2_block1_concat[0][0]
__________________________________________________________________________________________________
conv2_block2_0_relu (Activation (None, 56, 56, 96) 0 conv2_block2_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block2_1_conv (Conv2D) (None, 56, 56, 128) 12288 conv2_block2_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block2_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block2_1_relu (Activation (None, 56, 56, 128) 0 conv2_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block2_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block2_concat (Concatenat (None, 56, 56, 128) 0 conv2_block1_concat[0][0]
conv2_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block3_0_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block2_concat[0][0]
__________________________________________________________________________________________________
conv2_block3_0_relu (Activation (None, 56, 56, 128) 0 conv2_block3_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block3_1_conv (Conv2D) (None, 56, 56, 128) 16384 conv2_block3_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block3_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block3_1_relu (Activation (None, 56, 56, 128) 0 conv2_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block3_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block3_concat (Concatenat (None, 56, 56, 160) 0 conv2_block2_concat[0][0]
conv2_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block4_0_bn (BatchNormali (None, 56, 56, 160) 640 conv2_block3_concat[0][0]
__________________________________________________________________________________________________
conv2_block4_0_relu (Activation (None, 56, 56, 160) 0 conv2_block4_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block4_1_conv (Conv2D) (None, 56, 56, 128) 20480 conv2_block4_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block4_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block4_1_relu (Activation (None, 56, 56, 128) 0 conv2_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block4_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block4_concat (Concatenat (None, 56, 56, 192) 0 conv2_block3_concat[0][0]
conv2_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block5_0_bn (BatchNormali (None, 56, 56, 192) 768 conv2_block4_concat[0][0]
__________________________________________________________________________________________________
conv2_block5_0_relu (Activation (None, 56, 56, 192) 0 conv2_block5_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block5_1_conv (Conv2D) (None, 56, 56, 128) 24576 conv2_block5_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block5_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block5_1_relu (Activation (None, 56, 56, 128) 0 conv2_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block5_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block5_concat (Concatenat (None, 56, 56, 224) 0 conv2_block4_concat[0][0]
conv2_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block6_0_bn (BatchNormali (None, 56, 56, 224) 896 conv2_block5_concat[0][0]
__________________________________________________________________________________________________
conv2_block6_0_relu (Activation (None, 56, 56, 224) 0 conv2_block6_0_bn[0][0]
__________________________________________________________________________________________________
conv2_block6_1_conv (Conv2D) (None, 56, 56, 128) 28672 conv2_block6_0_relu[0][0]
__________________________________________________________________________________________________
conv2_block6_1_bn (BatchNormali (None, 56, 56, 128) 512 conv2_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block6_1_relu (Activation (None, 56, 56, 128) 0 conv2_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block6_2_conv (Conv2D) (None, 56, 56, 32) 36864 conv2_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block6_concat (Concatenat (None, 56, 56, 256) 0 conv2_block5_concat[0][0]
conv2_block6_2_conv[0][0]
__________________________________________________________________________________________________
pool2_bn (BatchNormalization) (None, 56, 56, 256) 1024 conv2_block6_concat[0][0]
__________________________________________________________________________________________________
pool2_relu (Activation) (None, 56, 56, 256) 0 pool2_bn[0][0]
__________________________________________________________________________________________________
pool2_conv (Conv2D) (None, 56, 56, 128) 32768 pool2_relu[0][0]
__________________________________________________________________________________________________
pool2_pool (AveragePooling2D) (None, 28, 28, 128) 0 pool2_conv[0][0]
__________________________________________________________________________________________________
conv3_block1_0_bn (BatchNormali (None, 28, 28, 128) 512 pool2_pool[0][0]
__________________________________________________________________________________________________
conv3_block1_0_relu (Activation (None, 28, 28, 128) 0 conv3_block1_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block1_1_conv (Conv2D) (None, 28, 28, 128) 16384 conv3_block1_0_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_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block1_concat (Concatenat (None, 28, 28, 160) 0 pool2_pool[0][0]
conv3_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block2_0_bn (BatchNormali (None, 28, 28, 160) 640 conv3_block1_concat[0][0]
__________________________________________________________________________________________________
conv3_block2_0_relu (Activation (None, 28, 28, 160) 0 conv3_block2_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block2_1_conv (Conv2D) (None, 28, 28, 128) 20480 conv3_block2_0_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_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block2_concat (Concatenat (None, 28, 28, 192) 0 conv3_block1_concat[0][0]
conv3_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block3_0_bn (BatchNormali (None, 28, 28, 192) 768 conv3_block2_concat[0][0]
__________________________________________________________________________________________________
conv3_block3_0_relu (Activation (None, 28, 28, 192) 0 conv3_block3_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block3_1_conv (Conv2D) (None, 28, 28, 128) 24576 conv3_block3_0_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_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block3_concat (Concatenat (None, 28, 28, 224) 0 conv3_block2_concat[0][0]
conv3_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block4_0_bn (BatchNormali (None, 28, 28, 224) 896 conv3_block3_concat[0][0]
__________________________________________________________________________________________________
conv3_block4_0_relu (Activation (None, 28, 28, 224) 0 conv3_block4_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block4_1_conv (Conv2D) (None, 28, 28, 128) 28672 conv3_block4_0_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_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block4_concat (Concatenat (None, 28, 28, 256) 0 conv3_block3_concat[0][0]
conv3_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block5_0_bn (BatchNormali (None, 28, 28, 256) 1024 conv3_block4_concat[0][0]
__________________________________________________________________________________________________
conv3_block5_0_relu (Activation (None, 28, 28, 256) 0 conv3_block5_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block5_1_conv (Conv2D) (None, 28, 28, 128) 32768 conv3_block5_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block5_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block5_1_relu (Activation (None, 28, 28, 128) 0 conv3_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block5_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block5_concat (Concatenat (None, 28, 28, 288) 0 conv3_block4_concat[0][0]
conv3_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block6_0_bn (BatchNormali (None, 28, 28, 288) 1152 conv3_block5_concat[0][0]
__________________________________________________________________________________________________
conv3_block6_0_relu (Activation (None, 28, 28, 288) 0 conv3_block6_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block6_1_conv (Conv2D) (None, 28, 28, 128) 36864 conv3_block6_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block6_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block6_1_relu (Activation (None, 28, 28, 128) 0 conv3_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block6_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block6_concat (Concatenat (None, 28, 28, 320) 0 conv3_block5_concat[0][0]
conv3_block6_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block7_0_bn (BatchNormali (None, 28, 28, 320) 1280 conv3_block6_concat[0][0]
__________________________________________________________________________________________________
conv3_block7_0_relu (Activation (None, 28, 28, 320) 0 conv3_block7_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block7_1_conv (Conv2D) (None, 28, 28, 128) 40960 conv3_block7_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block7_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block7_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block7_1_relu (Activation (None, 28, 28, 128) 0 conv3_block7_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block7_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block7_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block7_concat (Concatenat (None, 28, 28, 352) 0 conv3_block6_concat[0][0]
conv3_block7_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block8_0_bn (BatchNormali (None, 28, 28, 352) 1408 conv3_block7_concat[0][0]
__________________________________________________________________________________________________
conv3_block8_0_relu (Activation (None, 28, 28, 352) 0 conv3_block8_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block8_1_conv (Conv2D) (None, 28, 28, 128) 45056 conv3_block8_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block8_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block8_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block8_1_relu (Activation (None, 28, 28, 128) 0 conv3_block8_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block8_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block8_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block8_concat (Concatenat (None, 28, 28, 384) 0 conv3_block7_concat[0][0]
conv3_block8_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block9_0_bn (BatchNormali (None, 28, 28, 384) 1536 conv3_block8_concat[0][0]
__________________________________________________________________________________________________
conv3_block9_0_relu (Activation (None, 28, 28, 384) 0 conv3_block9_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block9_1_conv (Conv2D) (None, 28, 28, 128) 49152 conv3_block9_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block9_1_bn (BatchNormali (None, 28, 28, 128) 512 conv3_block9_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block9_1_relu (Activation (None, 28, 28, 128) 0 conv3_block9_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block9_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block9_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block9_concat (Concatenat (None, 28, 28, 416) 0 conv3_block8_concat[0][0]
conv3_block9_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block10_0_bn (BatchNormal (None, 28, 28, 416) 1664 conv3_block9_concat[0][0]
__________________________________________________________________________________________________
conv3_block10_0_relu (Activatio (None, 28, 28, 416) 0 conv3_block10_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block10_1_conv (Conv2D) (None, 28, 28, 128) 53248 conv3_block10_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block10_1_bn (BatchNormal (None, 28, 28, 128) 512 conv3_block10_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block10_1_relu (Activatio (None, 28, 28, 128) 0 conv3_block10_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block10_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block10_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block10_concat (Concatena (None, 28, 28, 448) 0 conv3_block9_concat[0][0]
conv3_block10_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block11_0_bn (BatchNormal (None, 28, 28, 448) 1792 conv3_block10_concat[0][0]
__________________________________________________________________________________________________
conv3_block11_0_relu (Activatio (None, 28, 28, 448) 0 conv3_block11_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block11_1_conv (Conv2D) (None, 28, 28, 128) 57344 conv3_block11_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block11_1_bn (BatchNormal (None, 28, 28, 128) 512 conv3_block11_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block11_1_relu (Activatio (None, 28, 28, 128) 0 conv3_block11_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block11_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block11_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block11_concat (Concatena (None, 28, 28, 480) 0 conv3_block10_concat[0][0]
conv3_block11_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block12_0_bn (BatchNormal (None, 28, 28, 480) 1920 conv3_block11_concat[0][0]
__________________________________________________________________________________________________
conv3_block12_0_relu (Activatio (None, 28, 28, 480) 0 conv3_block12_0_bn[0][0]
__________________________________________________________________________________________________
conv3_block12_1_conv (Conv2D) (None, 28, 28, 128) 61440 conv3_block12_0_relu[0][0]
__________________________________________________________________________________________________
conv3_block12_1_bn (BatchNormal (None, 28, 28, 128) 512 conv3_block12_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block12_1_relu (Activatio (None, 28, 28, 128) 0 conv3_block12_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block12_2_conv (Conv2D) (None, 28, 28, 32) 36864 conv3_block12_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block12_concat (Concatena (None, 28, 28, 512) 0 conv3_block11_concat[0][0]
conv3_block12_2_conv[0][0]
__________________________________________________________________________________________________
pool3_bn (BatchNormalization) (None, 28, 28, 512) 2048 conv3_block12_concat[0][0]
__________________________________________________________________________________________________
pool3_relu (Activation) (None, 28, 28, 512) 0 pool3_bn[0][0]
__________________________________________________________________________________________________
pool3_conv (Conv2D) (None, 28, 28, 256) 131072 pool3_relu[0][0]
__________________________________________________________________________________________________
pool3_pool (AveragePooling2D) (None, 14, 14, 256) 0 pool3_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_0_bn (BatchNormali (None, 14, 14, 256) 1024 pool3_pool[0][0]
__________________________________________________________________________________________________
conv4_block1_0_relu (Activation (None, 14, 14, 256) 0 conv4_block1_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block1_1_conv (Conv2D) (None, 14, 14, 128) 32768 conv4_block1_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block1_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_1_relu (Activation (None, 14, 14, 128) 0 conv4_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block1_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block1_concat (Concatenat (None, 14, 14, 288) 0 pool3_pool[0][0]
conv4_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block2_0_bn (BatchNormali (None, 14, 14, 288) 1152 conv4_block1_concat[0][0]
__________________________________________________________________________________________________
conv4_block2_0_relu (Activation (None, 14, 14, 288) 0 conv4_block2_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block2_1_conv (Conv2D) (None, 14, 14, 128) 36864 conv4_block2_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block2_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block2_1_relu (Activation (None, 14, 14, 128) 0 conv4_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block2_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block2_concat (Concatenat (None, 14, 14, 320) 0 conv4_block1_concat[0][0]
conv4_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block3_0_bn (BatchNormali (None, 14, 14, 320) 1280 conv4_block2_concat[0][0]
__________________________________________________________________________________________________
conv4_block3_0_relu (Activation (None, 14, 14, 320) 0 conv4_block3_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block3_1_conv (Conv2D) (None, 14, 14, 128) 40960 conv4_block3_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block3_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block3_1_relu (Activation (None, 14, 14, 128) 0 conv4_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block3_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block3_concat (Concatenat (None, 14, 14, 352) 0 conv4_block2_concat[0][0]
conv4_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block4_0_bn (BatchNormali (None, 14, 14, 352) 1408 conv4_block3_concat[0][0]
__________________________________________________________________________________________________
conv4_block4_0_relu (Activation (None, 14, 14, 352) 0 conv4_block4_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block4_1_conv (Conv2D) (None, 14, 14, 128) 45056 conv4_block4_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block4_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block4_1_relu (Activation (None, 14, 14, 128) 0 conv4_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block4_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block4_concat (Concatenat (None, 14, 14, 384) 0 conv4_block3_concat[0][0]
conv4_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block5_0_bn (BatchNormali (None, 14, 14, 384) 1536 conv4_block4_concat[0][0]
__________________________________________________________________________________________________
conv4_block5_0_relu (Activation (None, 14, 14, 384) 0 conv4_block5_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block5_1_conv (Conv2D) (None, 14, 14, 128) 49152 conv4_block5_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block5_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block5_1_relu (Activation (None, 14, 14, 128) 0 conv4_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block5_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block5_concat (Concatenat (None, 14, 14, 416) 0 conv4_block4_concat[0][0]
conv4_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block6_0_bn (BatchNormali (None, 14, 14, 416) 1664 conv4_block5_concat[0][0]
__________________________________________________________________________________________________
conv4_block6_0_relu (Activation (None, 14, 14, 416) 0 conv4_block6_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block6_1_conv (Conv2D) (None, 14, 14, 128) 53248 conv4_block6_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block6_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block6_1_relu (Activation (None, 14, 14, 128) 0 conv4_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block6_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block6_concat (Concatenat (None, 14, 14, 448) 0 conv4_block5_concat[0][0]
conv4_block6_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block7_0_bn (BatchNormali (None, 14, 14, 448) 1792 conv4_block6_concat[0][0]
__________________________________________________________________________________________________
conv4_block7_0_relu (Activation (None, 14, 14, 448) 0 conv4_block7_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block7_1_conv (Conv2D) (None, 14, 14, 128) 57344 conv4_block7_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block7_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block7_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block7_1_relu (Activation (None, 14, 14, 128) 0 conv4_block7_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block7_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block7_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block7_concat (Concatenat (None, 14, 14, 480) 0 conv4_block6_concat[0][0]
conv4_block7_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block8_0_bn (BatchNormali (None, 14, 14, 480) 1920 conv4_block7_concat[0][0]
__________________________________________________________________________________________________
conv4_block8_0_relu (Activation (None, 14, 14, 480) 0 conv4_block8_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block8_1_conv (Conv2D) (None, 14, 14, 128) 61440 conv4_block8_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block8_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block8_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block8_1_relu (Activation (None, 14, 14, 128) 0 conv4_block8_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block8_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block8_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block8_concat (Concatenat (None, 14, 14, 512) 0 conv4_block7_concat[0][0]
conv4_block8_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block9_0_bn (BatchNormali (None, 14, 14, 512) 2048 conv4_block8_concat[0][0]
__________________________________________________________________________________________________
conv4_block9_0_relu (Activation (None, 14, 14, 512) 0 conv4_block9_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block9_1_conv (Conv2D) (None, 14, 14, 128) 65536 conv4_block9_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block9_1_bn (BatchNormali (None, 14, 14, 128) 512 conv4_block9_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block9_1_relu (Activation (None, 14, 14, 128) 0 conv4_block9_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block9_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block9_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block9_concat (Concatenat (None, 14, 14, 544) 0 conv4_block8_concat[0][0]
conv4_block9_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block10_0_bn (BatchNormal (None, 14, 14, 544) 2176 conv4_block9_concat[0][0]
__________________________________________________________________________________________________
conv4_block10_0_relu (Activatio (None, 14, 14, 544) 0 conv4_block10_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block10_1_conv (Conv2D) (None, 14, 14, 128) 69632 conv4_block10_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block10_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block10_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block10_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block10_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block10_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block10_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block10_concat (Concatena (None, 14, 14, 576) 0 conv4_block9_concat[0][0]
conv4_block10_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block11_0_bn (BatchNormal (None, 14, 14, 576) 2304 conv4_block10_concat[0][0]
__________________________________________________________________________________________________
conv4_block11_0_relu (Activatio (None, 14, 14, 576) 0 conv4_block11_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block11_1_conv (Conv2D) (None, 14, 14, 128) 73728 conv4_block11_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block11_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block11_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block11_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block11_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block11_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block11_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block11_concat (Concatena (None, 14, 14, 608) 0 conv4_block10_concat[0][0]
conv4_block11_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block12_0_bn (BatchNormal (None, 14, 14, 608) 2432 conv4_block11_concat[0][0]
__________________________________________________________________________________________________
conv4_block12_0_relu (Activatio (None, 14, 14, 608) 0 conv4_block12_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block12_1_conv (Conv2D) (None, 14, 14, 128) 77824 conv4_block12_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block12_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block12_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block12_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block12_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block12_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block12_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block12_concat (Concatena (None, 14, 14, 640) 0 conv4_block11_concat[0][0]
conv4_block12_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block13_0_bn (BatchNormal (None, 14, 14, 640) 2560 conv4_block12_concat[0][0]
__________________________________________________________________________________________________
conv4_block13_0_relu (Activatio (None, 14, 14, 640) 0 conv4_block13_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block13_1_conv (Conv2D) (None, 14, 14, 128) 81920 conv4_block13_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block13_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block13_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block13_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block13_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block13_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block13_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block13_concat (Concatena (None, 14, 14, 672) 0 conv4_block12_concat[0][0]
conv4_block13_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block14_0_bn (BatchNormal (None, 14, 14, 672) 2688 conv4_block13_concat[0][0]
__________________________________________________________________________________________________
conv4_block14_0_relu (Activatio (None, 14, 14, 672) 0 conv4_block14_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block14_1_conv (Conv2D) (None, 14, 14, 128) 86016 conv4_block14_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block14_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block14_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block14_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block14_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block14_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block14_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block14_concat (Concatena (None, 14, 14, 704) 0 conv4_block13_concat[0][0]
conv4_block14_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block15_0_bn (BatchNormal (None, 14, 14, 704) 2816 conv4_block14_concat[0][0]
__________________________________________________________________________________________________
conv4_block15_0_relu (Activatio (None, 14, 14, 704) 0 conv4_block15_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block15_1_conv (Conv2D) (None, 14, 14, 128) 90112 conv4_block15_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block15_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block15_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block15_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block15_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block15_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block15_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block15_concat (Concatena (None, 14, 14, 736) 0 conv4_block14_concat[0][0]
conv4_block15_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block16_0_bn (BatchNormal (None, 14, 14, 736) 2944 conv4_block15_concat[0][0]
__________________________________________________________________________________________________
conv4_block16_0_relu (Activatio (None, 14, 14, 736) 0 conv4_block16_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block16_1_conv (Conv2D) (None, 14, 14, 128) 94208 conv4_block16_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block16_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block16_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block16_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block16_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block16_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block16_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block16_concat (Concatena (None, 14, 14, 768) 0 conv4_block15_concat[0][0]
conv4_block16_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block17_0_bn (BatchNormal (None, 14, 14, 768) 3072 conv4_block16_concat[0][0]
__________________________________________________________________________________________________
conv4_block17_0_relu (Activatio (None, 14, 14, 768) 0 conv4_block17_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block17_1_conv (Conv2D) (None, 14, 14, 128) 98304 conv4_block17_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block17_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block17_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block17_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block17_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block17_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block17_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block17_concat (Concatena (None, 14, 14, 800) 0 conv4_block16_concat[0][0]
conv4_block17_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block18_0_bn (BatchNormal (None, 14, 14, 800) 3200 conv4_block17_concat[0][0]
__________________________________________________________________________________________________
conv4_block18_0_relu (Activatio (None, 14, 14, 800) 0 conv4_block18_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block18_1_conv (Conv2D) (None, 14, 14, 128) 102400 conv4_block18_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block18_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block18_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block18_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block18_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block18_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block18_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block18_concat (Concatena (None, 14, 14, 832) 0 conv4_block17_concat[0][0]
conv4_block18_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block19_0_bn (BatchNormal (None, 14, 14, 832) 3328 conv4_block18_concat[0][0]
__________________________________________________________________________________________________
conv4_block19_0_relu (Activatio (None, 14, 14, 832) 0 conv4_block19_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block19_1_conv (Conv2D) (None, 14, 14, 128) 106496 conv4_block19_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block19_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block19_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block19_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block19_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block19_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block19_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block19_concat (Concatena (None, 14, 14, 864) 0 conv4_block18_concat[0][0]
conv4_block19_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block20_0_bn (BatchNormal (None, 14, 14, 864) 3456 conv4_block19_concat[0][0]
__________________________________________________________________________________________________
conv4_block20_0_relu (Activatio (None, 14, 14, 864) 0 conv4_block20_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block20_1_conv (Conv2D) (None, 14, 14, 128) 110592 conv4_block20_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block20_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block20_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block20_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block20_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block20_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block20_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block20_concat (Concatena (None, 14, 14, 896) 0 conv4_block19_concat[0][0]
conv4_block20_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block21_0_bn (BatchNormal (None, 14, 14, 896) 3584 conv4_block20_concat[0][0]
__________________________________________________________________________________________________
conv4_block21_0_relu (Activatio (None, 14, 14, 896) 0 conv4_block21_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block21_1_conv (Conv2D) (None, 14, 14, 128) 114688 conv4_block21_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block21_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block21_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block21_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block21_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block21_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block21_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block21_concat (Concatena (None, 14, 14, 928) 0 conv4_block20_concat[0][0]
conv4_block21_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block22_0_bn (BatchNormal (None, 14, 14, 928) 3712 conv4_block21_concat[0][0]
__________________________________________________________________________________________________
conv4_block22_0_relu (Activatio (None, 14, 14, 928) 0 conv4_block22_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block22_1_conv (Conv2D) (None, 14, 14, 128) 118784 conv4_block22_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block22_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block22_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block22_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block22_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block22_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block22_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block22_concat (Concatena (None, 14, 14, 960) 0 conv4_block21_concat[0][0]
conv4_block22_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block23_0_bn (BatchNormal (None, 14, 14, 960) 3840 conv4_block22_concat[0][0]
__________________________________________________________________________________________________
conv4_block23_0_relu (Activatio (None, 14, 14, 960) 0 conv4_block23_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block23_1_conv (Conv2D) (None, 14, 14, 128) 122880 conv4_block23_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block23_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block23_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block23_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block23_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block23_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block23_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block23_concat (Concatena (None, 14, 14, 992) 0 conv4_block22_concat[0][0]
conv4_block23_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block24_0_bn (BatchNormal (None, 14, 14, 992) 3968 conv4_block23_concat[0][0]
__________________________________________________________________________________________________
conv4_block24_0_relu (Activatio (None, 14, 14, 992) 0 conv4_block24_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block24_1_conv (Conv2D) (None, 14, 14, 128) 126976 conv4_block24_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block24_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block24_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block24_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block24_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block24_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block24_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block24_concat (Concatena (None, 14, 14, 1024) 0 conv4_block23_concat[0][0]
conv4_block24_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block25_0_bn (BatchNormal (None, 14, 14, 1024) 4096 conv4_block24_concat[0][0]
__________________________________________________________________________________________________
conv4_block25_0_relu (Activatio (None, 14, 14, 1024) 0 conv4_block25_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block25_1_conv (Conv2D) (None, 14, 14, 128) 131072 conv4_block25_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block25_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block25_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block25_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block25_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block25_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block25_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block25_concat (Concatena (None, 14, 14, 1056) 0 conv4_block24_concat[0][0]
conv4_block25_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block26_0_bn (BatchNormal (None, 14, 14, 1056) 4224 conv4_block25_concat[0][0]
__________________________________________________________________________________________________
conv4_block26_0_relu (Activatio (None, 14, 14, 1056) 0 conv4_block26_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block26_1_conv (Conv2D) (None, 14, 14, 128) 135168 conv4_block26_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block26_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block26_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block26_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block26_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block26_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block26_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block26_concat (Concatena (None, 14, 14, 1088) 0 conv4_block25_concat[0][0]
conv4_block26_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block27_0_bn (BatchNormal (None, 14, 14, 1088) 4352 conv4_block26_concat[0][0]
__________________________________________________________________________________________________
conv4_block27_0_relu (Activatio (None, 14, 14, 1088) 0 conv4_block27_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block27_1_conv (Conv2D) (None, 14, 14, 128) 139264 conv4_block27_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block27_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block27_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block27_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block27_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block27_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block27_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block27_concat (Concatena (None, 14, 14, 1120) 0 conv4_block26_concat[0][0]
conv4_block27_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block28_0_bn (BatchNormal (None, 14, 14, 1120) 4480 conv4_block27_concat[0][0]
__________________________________________________________________________________________________
conv4_block28_0_relu (Activatio (None, 14, 14, 1120) 0 conv4_block28_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block28_1_conv (Conv2D) (None, 14, 14, 128) 143360 conv4_block28_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block28_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block28_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block28_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block28_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block28_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block28_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block28_concat (Concatena (None, 14, 14, 1152) 0 conv4_block27_concat[0][0]
conv4_block28_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block29_0_bn (BatchNormal (None, 14, 14, 1152) 4608 conv4_block28_concat[0][0]
__________________________________________________________________________________________________
conv4_block29_0_relu (Activatio (None, 14, 14, 1152) 0 conv4_block29_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block29_1_conv (Conv2D) (None, 14, 14, 128) 147456 conv4_block29_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block29_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block29_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block29_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block29_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block29_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block29_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block29_concat (Concatena (None, 14, 14, 1184) 0 conv4_block28_concat[0][0]
conv4_block29_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block30_0_bn (BatchNormal (None, 14, 14, 1184) 4736 conv4_block29_concat[0][0]
__________________________________________________________________________________________________
conv4_block30_0_relu (Activatio (None, 14, 14, 1184) 0 conv4_block30_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block30_1_conv (Conv2D) (None, 14, 14, 128) 151552 conv4_block30_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block30_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block30_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block30_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block30_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block30_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block30_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block30_concat (Concatena (None, 14, 14, 1216) 0 conv4_block29_concat[0][0]
conv4_block30_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block31_0_bn (BatchNormal (None, 14, 14, 1216) 4864 conv4_block30_concat[0][0]
__________________________________________________________________________________________________
conv4_block31_0_relu (Activatio (None, 14, 14, 1216) 0 conv4_block31_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block31_1_conv (Conv2D) (None, 14, 14, 128) 155648 conv4_block31_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block31_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block31_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block31_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block31_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block31_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block31_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block31_concat (Concatena (None, 14, 14, 1248) 0 conv4_block30_concat[0][0]
conv4_block31_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block32_0_bn (BatchNormal (None, 14, 14, 1248) 4992 conv4_block31_concat[0][0]
__________________________________________________________________________________________________
conv4_block32_0_relu (Activatio (None, 14, 14, 1248) 0 conv4_block32_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block32_1_conv (Conv2D) (None, 14, 14, 128) 159744 conv4_block32_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block32_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block32_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block32_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block32_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block32_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block32_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block32_concat (Concatena (None, 14, 14, 1280) 0 conv4_block31_concat[0][0]
conv4_block32_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block33_0_bn (BatchNormal (None, 14, 14, 1280) 5120 conv4_block32_concat[0][0]
__________________________________________________________________________________________________
conv4_block33_0_relu (Activatio (None, 14, 14, 1280) 0 conv4_block33_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block33_1_conv (Conv2D) (None, 14, 14, 128) 163840 conv4_block33_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block33_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block33_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block33_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block33_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block33_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block33_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block33_concat (Concatena (None, 14, 14, 1312) 0 conv4_block32_concat[0][0]
conv4_block33_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block34_0_bn (BatchNormal (None, 14, 14, 1312) 5248 conv4_block33_concat[0][0]
__________________________________________________________________________________________________
conv4_block34_0_relu (Activatio (None, 14, 14, 1312) 0 conv4_block34_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block34_1_conv (Conv2D) (None, 14, 14, 128) 167936 conv4_block34_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block34_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block34_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block34_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block34_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block34_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block34_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block34_concat (Concatena (None, 14, 14, 1344) 0 conv4_block33_concat[0][0]
conv4_block34_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block35_0_bn (BatchNormal (None, 14, 14, 1344) 5376 conv4_block34_concat[0][0]
__________________________________________________________________________________________________
conv4_block35_0_relu (Activatio (None, 14, 14, 1344) 0 conv4_block35_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block35_1_conv (Conv2D) (None, 14, 14, 128) 172032 conv4_block35_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block35_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block35_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block35_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block35_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block35_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block35_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block35_concat (Concatena (None, 14, 14, 1376) 0 conv4_block34_concat[0][0]
conv4_block35_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block36_0_bn (BatchNormal (None, 14, 14, 1376) 5504 conv4_block35_concat[0][0]
__________________________________________________________________________________________________
conv4_block36_0_relu (Activatio (None, 14, 14, 1376) 0 conv4_block36_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block36_1_conv (Conv2D) (None, 14, 14, 128) 176128 conv4_block36_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block36_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block36_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block36_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block36_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block36_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block36_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block36_concat (Concatena (None, 14, 14, 1408) 0 conv4_block35_concat[0][0]
conv4_block36_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block37_0_bn (BatchNormal (None, 14, 14, 1408) 5632 conv4_block36_concat[0][0]
__________________________________________________________________________________________________
conv4_block37_0_relu (Activatio (None, 14, 14, 1408) 0 conv4_block37_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block37_1_conv (Conv2D) (None, 14, 14, 128) 180224 conv4_block37_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block37_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block37_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block37_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block37_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block37_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block37_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block37_concat (Concatena (None, 14, 14, 1440) 0 conv4_block36_concat[0][0]
conv4_block37_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block38_0_bn (BatchNormal (None, 14, 14, 1440) 5760 conv4_block37_concat[0][0]
__________________________________________________________________________________________________
conv4_block38_0_relu (Activatio (None, 14, 14, 1440) 0 conv4_block38_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block38_1_conv (Conv2D) (None, 14, 14, 128) 184320 conv4_block38_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block38_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block38_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block38_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block38_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block38_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block38_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block38_concat (Concatena (None, 14, 14, 1472) 0 conv4_block37_concat[0][0]
conv4_block38_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block39_0_bn (BatchNormal (None, 14, 14, 1472) 5888 conv4_block38_concat[0][0]
__________________________________________________________________________________________________
conv4_block39_0_relu (Activatio (None, 14, 14, 1472) 0 conv4_block39_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block39_1_conv (Conv2D) (None, 14, 14, 128) 188416 conv4_block39_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block39_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block39_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block39_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block39_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block39_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block39_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block39_concat (Concatena (None, 14, 14, 1504) 0 conv4_block38_concat[0][0]
conv4_block39_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block40_0_bn (BatchNormal (None, 14, 14, 1504) 6016 conv4_block39_concat[0][0]
__________________________________________________________________________________________________
conv4_block40_0_relu (Activatio (None, 14, 14, 1504) 0 conv4_block40_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block40_1_conv (Conv2D) (None, 14, 14, 128) 192512 conv4_block40_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block40_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block40_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block40_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block40_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block40_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block40_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block40_concat (Concatena (None, 14, 14, 1536) 0 conv4_block39_concat[0][0]
conv4_block40_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block41_0_bn (BatchNormal (None, 14, 14, 1536) 6144 conv4_block40_concat[0][0]
__________________________________________________________________________________________________
conv4_block41_0_relu (Activatio (None, 14, 14, 1536) 0 conv4_block41_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block41_1_conv (Conv2D) (None, 14, 14, 128) 196608 conv4_block41_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block41_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block41_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block41_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block41_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block41_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block41_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block41_concat (Concatena (None, 14, 14, 1568) 0 conv4_block40_concat[0][0]
conv4_block41_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block42_0_bn (BatchNormal (None, 14, 14, 1568) 6272 conv4_block41_concat[0][0]
__________________________________________________________________________________________________
conv4_block42_0_relu (Activatio (None, 14, 14, 1568) 0 conv4_block42_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block42_1_conv (Conv2D) (None, 14, 14, 128) 200704 conv4_block42_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block42_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block42_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block42_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block42_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block42_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block42_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block42_concat (Concatena (None, 14, 14, 1600) 0 conv4_block41_concat[0][0]
conv4_block42_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block43_0_bn (BatchNormal (None, 14, 14, 1600) 6400 conv4_block42_concat[0][0]
__________________________________________________________________________________________________
conv4_block43_0_relu (Activatio (None, 14, 14, 1600) 0 conv4_block43_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block43_1_conv (Conv2D) (None, 14, 14, 128) 204800 conv4_block43_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block43_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block43_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block43_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block43_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block43_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block43_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block43_concat (Concatena (None, 14, 14, 1632) 0 conv4_block42_concat[0][0]
conv4_block43_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block44_0_bn (BatchNormal (None, 14, 14, 1632) 6528 conv4_block43_concat[0][0]
__________________________________________________________________________________________________
conv4_block44_0_relu (Activatio (None, 14, 14, 1632) 0 conv4_block44_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block44_1_conv (Conv2D) (None, 14, 14, 128) 208896 conv4_block44_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block44_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block44_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block44_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block44_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block44_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block44_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block44_concat (Concatena (None, 14, 14, 1664) 0 conv4_block43_concat[0][0]
conv4_block44_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block45_0_bn (BatchNormal (None, 14, 14, 1664) 6656 conv4_block44_concat[0][0]
__________________________________________________________________________________________________
conv4_block45_0_relu (Activatio (None, 14, 14, 1664) 0 conv4_block45_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block45_1_conv (Conv2D) (None, 14, 14, 128) 212992 conv4_block45_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block45_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block45_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block45_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block45_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block45_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block45_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block45_concat (Concatena (None, 14, 14, 1696) 0 conv4_block44_concat[0][0]
conv4_block45_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block46_0_bn (BatchNormal (None, 14, 14, 1696) 6784 conv4_block45_concat[0][0]
__________________________________________________________________________________________________
conv4_block46_0_relu (Activatio (None, 14, 14, 1696) 0 conv4_block46_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block46_1_conv (Conv2D) (None, 14, 14, 128) 217088 conv4_block46_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block46_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block46_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block46_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block46_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block46_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block46_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block46_concat (Concatena (None, 14, 14, 1728) 0 conv4_block45_concat[0][0]
conv4_block46_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block47_0_bn (BatchNormal (None, 14, 14, 1728) 6912 conv4_block46_concat[0][0]
__________________________________________________________________________________________________
conv4_block47_0_relu (Activatio (None, 14, 14, 1728) 0 conv4_block47_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block47_1_conv (Conv2D) (None, 14, 14, 128) 221184 conv4_block47_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block47_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block47_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block47_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block47_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block47_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block47_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block47_concat (Concatena (None, 14, 14, 1760) 0 conv4_block46_concat[0][0]
conv4_block47_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block48_0_bn (BatchNormal (None, 14, 14, 1760) 7040 conv4_block47_concat[0][0]
__________________________________________________________________________________________________
conv4_block48_0_relu (Activatio (None, 14, 14, 1760) 0 conv4_block48_0_bn[0][0]
__________________________________________________________________________________________________
conv4_block48_1_conv (Conv2D) (None, 14, 14, 128) 225280 conv4_block48_0_relu[0][0]
__________________________________________________________________________________________________
conv4_block48_1_bn (BatchNormal (None, 14, 14, 128) 512 conv4_block48_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block48_1_relu (Activatio (None, 14, 14, 128) 0 conv4_block48_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block48_2_conv (Conv2D) (None, 14, 14, 32) 36864 conv4_block48_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block48_concat (Concatena (None, 14, 14, 1792) 0 conv4_block47_concat[0][0]
conv4_block48_2_conv[0][0]
__________________________________________________________________________________________________
pool4_bn (BatchNormalization) (None, 14, 14, 1792) 7168 conv4_block48_concat[0][0]
__________________________________________________________________________________________________
pool4_relu (Activation) (None, 14, 14, 1792) 0 pool4_bn[0][0]
__________________________________________________________________________________________________
pool4_conv (Conv2D) (None, 14, 14, 896) 1605632 pool4_relu[0][0]
__________________________________________________________________________________________________
pool4_pool (AveragePooling2D) (None, 7, 7, 896) 0 pool4_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_0_bn (BatchNormali (None, 7, 7, 896) 3584 pool4_pool[0][0]
__________________________________________________________________________________________________
conv5_block1_0_relu (Activation (None, 7, 7, 896) 0 conv5_block1_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block1_1_conv (Conv2D) (None, 7, 7, 128) 114688 conv5_block1_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block1_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_1_relu (Activation (None, 7, 7, 128) 0 conv5_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block1_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block1_concat (Concatenat (None, 7, 7, 928) 0 pool4_pool[0][0]
conv5_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block2_0_bn (BatchNormali (None, 7, 7, 928) 3712 conv5_block1_concat[0][0]
__________________________________________________________________________________________________
conv5_block2_0_relu (Activation (None, 7, 7, 928) 0 conv5_block2_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block2_1_conv (Conv2D) (None, 7, 7, 128) 118784 conv5_block2_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block2_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block2_1_relu (Activation (None, 7, 7, 128) 0 conv5_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block2_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block2_concat (Concatenat (None, 7, 7, 960) 0 conv5_block1_concat[0][0]
conv5_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block3_0_bn (BatchNormali (None, 7, 7, 960) 3840 conv5_block2_concat[0][0]
__________________________________________________________________________________________________
conv5_block3_0_relu (Activation (None, 7, 7, 960) 0 conv5_block3_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block3_1_conv (Conv2D) (None, 7, 7, 128) 122880 conv5_block3_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block3_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block3_1_relu (Activation (None, 7, 7, 128) 0 conv5_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block3_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block3_concat (Concatenat (None, 7, 7, 992) 0 conv5_block2_concat[0][0]
conv5_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block4_0_bn (BatchNormali (None, 7, 7, 992) 3968 conv5_block3_concat[0][0]
__________________________________________________________________________________________________
conv5_block4_0_relu (Activation (None, 7, 7, 992) 0 conv5_block4_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block4_1_conv (Conv2D) (None, 7, 7, 128) 126976 conv5_block4_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block4_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block4_1_relu (Activation (None, 7, 7, 128) 0 conv5_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block4_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block4_concat (Concatenat (None, 7, 7, 1024) 0 conv5_block3_concat[0][0]
conv5_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block5_0_bn (BatchNormali (None, 7, 7, 1024) 4096 conv5_block4_concat[0][0]
__________________________________________________________________________________________________
conv5_block5_0_relu (Activation (None, 7, 7, 1024) 0 conv5_block5_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block5_1_conv (Conv2D) (None, 7, 7, 128) 131072 conv5_block5_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block5_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block5_1_relu (Activation (None, 7, 7, 128) 0 conv5_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block5_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block5_concat (Concatenat (None, 7, 7, 1056) 0 conv5_block4_concat[0][0]
conv5_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block6_0_bn (BatchNormali (None, 7, 7, 1056) 4224 conv5_block5_concat[0][0]
__________________________________________________________________________________________________
conv5_block6_0_relu (Activation (None, 7, 7, 1056) 0 conv5_block6_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block6_1_conv (Conv2D) (None, 7, 7, 128) 135168 conv5_block6_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block6_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block6_1_relu (Activation (None, 7, 7, 128) 0 conv5_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block6_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block6_concat (Concatenat (None, 7, 7, 1088) 0 conv5_block5_concat[0][0]
conv5_block6_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block7_0_bn (BatchNormali (None, 7, 7, 1088) 4352 conv5_block6_concat[0][0]
__________________________________________________________________________________________________
conv5_block7_0_relu (Activation (None, 7, 7, 1088) 0 conv5_block7_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block7_1_conv (Conv2D) (None, 7, 7, 128) 139264 conv5_block7_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block7_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block7_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block7_1_relu (Activation (None, 7, 7, 128) 0 conv5_block7_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block7_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block7_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block7_concat (Concatenat (None, 7, 7, 1120) 0 conv5_block6_concat[0][0]
conv5_block7_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block8_0_bn (BatchNormali (None, 7, 7, 1120) 4480 conv5_block7_concat[0][0]
__________________________________________________________________________________________________
conv5_block8_0_relu (Activation (None, 7, 7, 1120) 0 conv5_block8_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block8_1_conv (Conv2D) (None, 7, 7, 128) 143360 conv5_block8_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block8_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block8_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block8_1_relu (Activation (None, 7, 7, 128) 0 conv5_block8_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block8_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block8_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block8_concat (Concatenat (None, 7, 7, 1152) 0 conv5_block7_concat[0][0]
conv5_block8_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block9_0_bn (BatchNormali (None, 7, 7, 1152) 4608 conv5_block8_concat[0][0]
__________________________________________________________________________________________________
conv5_block9_0_relu (Activation (None, 7, 7, 1152) 0 conv5_block9_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block9_1_conv (Conv2D) (None, 7, 7, 128) 147456 conv5_block9_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block9_1_bn (BatchNormali (None, 7, 7, 128) 512 conv5_block9_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block9_1_relu (Activation (None, 7, 7, 128) 0 conv5_block9_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block9_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block9_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block9_concat (Concatenat (None, 7, 7, 1184) 0 conv5_block8_concat[0][0]
conv5_block9_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block10_0_bn (BatchNormal (None, 7, 7, 1184) 4736 conv5_block9_concat[0][0]
__________________________________________________________________________________________________
conv5_block10_0_relu (Activatio (None, 7, 7, 1184) 0 conv5_block10_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block10_1_conv (Conv2D) (None, 7, 7, 128) 151552 conv5_block10_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block10_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block10_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block10_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block10_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block10_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block10_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block10_concat (Concatena (None, 7, 7, 1216) 0 conv5_block9_concat[0][0]
conv5_block10_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block11_0_bn (BatchNormal (None, 7, 7, 1216) 4864 conv5_block10_concat[0][0]
__________________________________________________________________________________________________
conv5_block11_0_relu (Activatio (None, 7, 7, 1216) 0 conv5_block11_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block11_1_conv (Conv2D) (None, 7, 7, 128) 155648 conv5_block11_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block11_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block11_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block11_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block11_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block11_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block11_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block11_concat (Concatena (None, 7, 7, 1248) 0 conv5_block10_concat[0][0]
conv5_block11_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block12_0_bn (BatchNormal (None, 7, 7, 1248) 4992 conv5_block11_concat[0][0]
__________________________________________________________________________________________________
conv5_block12_0_relu (Activatio (None, 7, 7, 1248) 0 conv5_block12_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block12_1_conv (Conv2D) (None, 7, 7, 128) 159744 conv5_block12_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block12_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block12_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block12_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block12_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block12_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block12_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block12_concat (Concatena (None, 7, 7, 1280) 0 conv5_block11_concat[0][0]
conv5_block12_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block13_0_bn (BatchNormal (None, 7, 7, 1280) 5120 conv5_block12_concat[0][0]
__________________________________________________________________________________________________
conv5_block13_0_relu (Activatio (None, 7, 7, 1280) 0 conv5_block13_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block13_1_conv (Conv2D) (None, 7, 7, 128) 163840 conv5_block13_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block13_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block13_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block13_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block13_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block13_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block13_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block13_concat (Concatena (None, 7, 7, 1312) 0 conv5_block12_concat[0][0]
conv5_block13_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block14_0_bn (BatchNormal (None, 7, 7, 1312) 5248 conv5_block13_concat[0][0]
__________________________________________________________________________________________________
conv5_block14_0_relu (Activatio (None, 7, 7, 1312) 0 conv5_block14_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block14_1_conv (Conv2D) (None, 7, 7, 128) 167936 conv5_block14_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block14_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block14_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block14_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block14_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block14_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block14_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block14_concat (Concatena (None, 7, 7, 1344) 0 conv5_block13_concat[0][0]
conv5_block14_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block15_0_bn (BatchNormal (None, 7, 7, 1344) 5376 conv5_block14_concat[0][0]
__________________________________________________________________________________________________
conv5_block15_0_relu (Activatio (None, 7, 7, 1344) 0 conv5_block15_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block15_1_conv (Conv2D) (None, 7, 7, 128) 172032 conv5_block15_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block15_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block15_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block15_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block15_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block15_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block15_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block15_concat (Concatena (None, 7, 7, 1376) 0 conv5_block14_concat[0][0]
conv5_block15_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block16_0_bn (BatchNormal (None, 7, 7, 1376) 5504 conv5_block15_concat[0][0]
__________________________________________________________________________________________________
conv5_block16_0_relu (Activatio (None, 7, 7, 1376) 0 conv5_block16_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block16_1_conv (Conv2D) (None, 7, 7, 128) 176128 conv5_block16_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block16_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block16_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block16_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block16_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block16_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block16_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block16_concat (Concatena (None, 7, 7, 1408) 0 conv5_block15_concat[0][0]
conv5_block16_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block17_0_bn (BatchNormal (None, 7, 7, 1408) 5632 conv5_block16_concat[0][0]
__________________________________________________________________________________________________
conv5_block17_0_relu (Activatio (None, 7, 7, 1408) 0 conv5_block17_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block17_1_conv (Conv2D) (None, 7, 7, 128) 180224 conv5_block17_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block17_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block17_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block17_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block17_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block17_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block17_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block17_concat (Concatena (None, 7, 7, 1440) 0 conv5_block16_concat[0][0]
conv5_block17_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block18_0_bn (BatchNormal (None, 7, 7, 1440) 5760 conv5_block17_concat[0][0]
__________________________________________________________________________________________________
conv5_block18_0_relu (Activatio (None, 7, 7, 1440) 0 conv5_block18_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block18_1_conv (Conv2D) (None, 7, 7, 128) 184320 conv5_block18_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block18_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block18_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block18_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block18_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block18_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block18_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block18_concat (Concatena (None, 7, 7, 1472) 0 conv5_block17_concat[0][0]
conv5_block18_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block19_0_bn (BatchNormal (None, 7, 7, 1472) 5888 conv5_block18_concat[0][0]
__________________________________________________________________________________________________
conv5_block19_0_relu (Activatio (None, 7, 7, 1472) 0 conv5_block19_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block19_1_conv (Conv2D) (None, 7, 7, 128) 188416 conv5_block19_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block19_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block19_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block19_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block19_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block19_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block19_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block19_concat (Concatena (None, 7, 7, 1504) 0 conv5_block18_concat[0][0]
conv5_block19_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block20_0_bn (BatchNormal (None, 7, 7, 1504) 6016 conv5_block19_concat[0][0]
__________________________________________________________________________________________________
conv5_block20_0_relu (Activatio (None, 7, 7, 1504) 0 conv5_block20_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block20_1_conv (Conv2D) (None, 7, 7, 128) 192512 conv5_block20_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block20_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block20_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block20_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block20_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block20_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block20_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block20_concat (Concatena (None, 7, 7, 1536) 0 conv5_block19_concat[0][0]
conv5_block20_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block21_0_bn (BatchNormal (None, 7, 7, 1536) 6144 conv5_block20_concat[0][0]
__________________________________________________________________________________________________
conv5_block21_0_relu (Activatio (None, 7, 7, 1536) 0 conv5_block21_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block21_1_conv (Conv2D) (None, 7, 7, 128) 196608 conv5_block21_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block21_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block21_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block21_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block21_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block21_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block21_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block21_concat (Concatena (None, 7, 7, 1568) 0 conv5_block20_concat[0][0]
conv5_block21_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block22_0_bn (BatchNormal (None, 7, 7, 1568) 6272 conv5_block21_concat[0][0]
__________________________________________________________________________________________________
conv5_block22_0_relu (Activatio (None, 7, 7, 1568) 0 conv5_block22_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block22_1_conv (Conv2D) (None, 7, 7, 128) 200704 conv5_block22_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block22_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block22_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block22_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block22_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block22_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block22_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block22_concat (Concatena (None, 7, 7, 1600) 0 conv5_block21_concat[0][0]
conv5_block22_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block23_0_bn (BatchNormal (None, 7, 7, 1600) 6400 conv5_block22_concat[0][0]
__________________________________________________________________________________________________
conv5_block23_0_relu (Activatio (None, 7, 7, 1600) 0 conv5_block23_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block23_1_conv (Conv2D) (None, 7, 7, 128) 204800 conv5_block23_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block23_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block23_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block23_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block23_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block23_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block23_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block23_concat (Concatena (None, 7, 7, 1632) 0 conv5_block22_concat[0][0]
conv5_block23_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block24_0_bn (BatchNormal (None, 7, 7, 1632) 6528 conv5_block23_concat[0][0]
__________________________________________________________________________________________________
conv5_block24_0_relu (Activatio (None, 7, 7, 1632) 0 conv5_block24_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block24_1_conv (Conv2D) (None, 7, 7, 128) 208896 conv5_block24_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block24_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block24_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block24_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block24_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block24_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block24_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block24_concat (Concatena (None, 7, 7, 1664) 0 conv5_block23_concat[0][0]
conv5_block24_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block25_0_bn (BatchNormal (None, 7, 7, 1664) 6656 conv5_block24_concat[0][0]
__________________________________________________________________________________________________
conv5_block25_0_relu (Activatio (None, 7, 7, 1664) 0 conv5_block25_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block25_1_conv (Conv2D) (None, 7, 7, 128) 212992 conv5_block25_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block25_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block25_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block25_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block25_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block25_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block25_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block25_concat (Concatena (None, 7, 7, 1696) 0 conv5_block24_concat[0][0]
conv5_block25_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block26_0_bn (BatchNormal (None, 7, 7, 1696) 6784 conv5_block25_concat[0][0]
__________________________________________________________________________________________________
conv5_block26_0_relu (Activatio (None, 7, 7, 1696) 0 conv5_block26_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block26_1_conv (Conv2D) (None, 7, 7, 128) 217088 conv5_block26_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block26_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block26_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block26_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block26_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block26_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block26_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block26_concat (Concatena (None, 7, 7, 1728) 0 conv5_block25_concat[0][0]
conv5_block26_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block27_0_bn (BatchNormal (None, 7, 7, 1728) 6912 conv5_block26_concat[0][0]
__________________________________________________________________________________________________
conv5_block27_0_relu (Activatio (None, 7, 7, 1728) 0 conv5_block27_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block27_1_conv (Conv2D) (None, 7, 7, 128) 221184 conv5_block27_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block27_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block27_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block27_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block27_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block27_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block27_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block27_concat (Concatena (None, 7, 7, 1760) 0 conv5_block26_concat[0][0]
conv5_block27_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block28_0_bn (BatchNormal (None, 7, 7, 1760) 7040 conv5_block27_concat[0][0]
__________________________________________________________________________________________________
conv5_block28_0_relu (Activatio (None, 7, 7, 1760) 0 conv5_block28_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block28_1_conv (Conv2D) (None, 7, 7, 128) 225280 conv5_block28_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block28_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block28_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block28_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block28_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block28_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block28_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block28_concat (Concatena (None, 7, 7, 1792) 0 conv5_block27_concat[0][0]
conv5_block28_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block29_0_bn (BatchNormal (None, 7, 7, 1792) 7168 conv5_block28_concat[0][0]
__________________________________________________________________________________________________
conv5_block29_0_relu (Activatio (None, 7, 7, 1792) 0 conv5_block29_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block29_1_conv (Conv2D) (None, 7, 7, 128) 229376 conv5_block29_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block29_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block29_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block29_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block29_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block29_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block29_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block29_concat (Concatena (None, 7, 7, 1824) 0 conv5_block28_concat[0][0]
conv5_block29_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block30_0_bn (BatchNormal (None, 7, 7, 1824) 7296 conv5_block29_concat[0][0]
__________________________________________________________________________________________________
conv5_block30_0_relu (Activatio (None, 7, 7, 1824) 0 conv5_block30_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block30_1_conv (Conv2D) (None, 7, 7, 128) 233472 conv5_block30_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block30_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block30_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block30_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block30_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block30_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block30_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block30_concat (Concatena (None, 7, 7, 1856) 0 conv5_block29_concat[0][0]
conv5_block30_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block31_0_bn (BatchNormal (None, 7, 7, 1856) 7424 conv5_block30_concat[0][0]
__________________________________________________________________________________________________
conv5_block31_0_relu (Activatio (None, 7, 7, 1856) 0 conv5_block31_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block31_1_conv (Conv2D) (None, 7, 7, 128) 237568 conv5_block31_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block31_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block31_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block31_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block31_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block31_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block31_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block31_concat (Concatena (None, 7, 7, 1888) 0 conv5_block30_concat[0][0]
conv5_block31_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block32_0_bn (BatchNormal (None, 7, 7, 1888) 7552 conv5_block31_concat[0][0]
__________________________________________________________________________________________________
conv5_block32_0_relu (Activatio (None, 7, 7, 1888) 0 conv5_block32_0_bn[0][0]
__________________________________________________________________________________________________
conv5_block32_1_conv (Conv2D) (None, 7, 7, 128) 241664 conv5_block32_0_relu[0][0]
__________________________________________________________________________________________________
conv5_block32_1_bn (BatchNormal (None, 7, 7, 128) 512 conv5_block32_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block32_1_relu (Activatio (None, 7, 7, 128) 0 conv5_block32_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block32_2_conv (Conv2D) (None, 7, 7, 32) 36864 conv5_block32_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block32_concat (Concatena (None, 7, 7, 1920) 0 conv5_block31_concat[0][0]
conv5_block32_2_conv[0][0]
__________________________________________________________________________________________________
bn (BatchNormalization) (None, 7, 7, 1920) 7680 conv5_block32_concat[0][0]
__________________________________________________________________________________________________
avg_pool (GlobalAveragePooling2 (None, 1920) 0 bn[0][0]
__________________________________________________________________________________________________
fc1000 (Dense) (None, 1000) 1921000 avg_pool[0][0]
==================================================================================================
Total params: 20,242,984
Trainable params: 20,013,928
Non-trainable params: 229,056
__________________________________________________________________________________________________
モデル一覧
https://keras.io/ja/applicationsより
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