Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== input_1 (InputLayer) [(None, None, None, 0 [] 3)] zero_padding2d (ZeroPadding2D) (None, None, None, 0 ['input_1[0][0]'] 3) conv1/conv (Conv2D) (None, None, None, 9408 ['zero_padding2d[0][0]'] 64) conv1/bn (BatchNormalization) (None, None, None, 256 ['conv1/conv[0][0]'] 64) conv1/relu (Activation) (None, None, None, 0 ['conv1/bn[0][0]'] 64) zero_padding2d_1 (ZeroPadding2 (None, None, None, 0 ['conv1/relu[0][0]'] D) 64) pool1 (MaxPooling2D) (None, None, None, 0 ['zero_padding2d_1[0][0]'] 64) conv2_block1_0_bn (BatchNormal (None, None, None, 256 ['pool1[0][0]'] ization) 64) conv2_block1_0_relu (Activatio (None, None, None, 0 ['conv2_block1_0_bn[0][0]'] n) 64) conv2_block1_1_conv (Conv2D) (None, None, None, 8192 ['conv2_block1_0_relu[0][0]'] 128) conv2_block1_1_bn (BatchNormal (None, None, None, 512 ['conv2_block1_1_conv[0][0]'] ization) 128) conv2_block1_1_relu (Activatio (None, None, None, 0 ['conv2_block1_1_bn[0][0]'] n) 128) conv2_block1_2_conv (Conv2D) (None, None, None, 36864 ['conv2_block1_1_relu[0][0]'] 32) conv2_block1_concat (Concatena (None, None, None, 0 ['pool1[0][0]', te) 96) 'conv2_block1_2_conv[0][0]'] conv2_block2_0_bn (BatchNormal (None, None, None, 384 ['conv2_block1_concat[0][0]'] ization) 96) conv2_block2_0_relu (Activatio (None, None, None, 0 ['conv2_block2_0_bn[0][0]'] n) 96) conv2_block2_1_conv (Conv2D) (None, None, None, 12288 ['conv2_block2_0_relu[0][0]'] 128) conv2_block2_1_bn (BatchNormal (None, None, None, 512 ['conv2_block2_1_conv[0][0]'] ization) 128) conv2_block2_1_relu (Activatio (None, None, None, 0 ['conv2_block2_1_bn[0][0]'] n) 128) conv2_block2_2_conv (Conv2D) (None, None, None, 36864 ['conv2_block2_1_relu[0][0]'] 32) conv2_block2_concat (Concatena (None, None, None, 0 ['conv2_block1_concat[0][0]', te) 128) 'conv2_block2_2_conv[0][0]'] conv2_block3_0_bn (BatchNormal (None, None, None, 512 ['conv2_block2_concat[0][0]'] ization) 128) conv2_block3_0_relu (Activatio (None, None, None, 0 ['conv2_block3_0_bn[0][0]'] n) 128) conv2_block3_1_conv (Conv2D) (None, None, None, 16384 ['conv2_block3_0_relu[0][0]'] 128) conv2_block3_1_bn (BatchNormal (None, None, None, 512 ['conv2_block3_1_conv[0][0]'] ization) 128) conv2_block3_1_relu (Activatio (None, None, None, 0 ['conv2_block3_1_bn[0][0]'] n) 128) conv2_block3_2_conv (Conv2D) (None, None, None, 36864 ['conv2_block3_1_relu[0][0]'] 32) conv2_block3_concat (Concatena (None, None, None, 0 ['conv2_block2_concat[0][0]', te) 160) 'conv2_block3_2_conv[0][0]'] conv2_block4_0_bn (BatchNormal (None, None, None, 640 ['conv2_block3_concat[0][0]'] ization) 160) conv2_block4_0_relu (Activatio (None, None, None, 0 ['conv2_block4_0_bn[0][0]'] n) 160) conv2_block4_1_conv (Conv2D) (None, None, None, 20480 ['conv2_block4_0_relu[0][0]'] 128) conv2_block4_1_bn (BatchNormal (None, None, None, 512 ['conv2_block4_1_conv[0][0]'] ization) 128) conv2_block4_1_relu (Activatio (None, None, None, 0 ['conv2_block4_1_bn[0][0]'] n) 128) conv2_block4_2_conv (Conv2D) (None, None, None, 36864 ['conv2_block4_1_relu[0][0]'] 32) conv2_block4_concat (Concatena (None, None, None, 0 ['conv2_block3_concat[0][0]', te) 192) 'conv2_block4_2_conv[0][0]'] conv2_block5_0_bn (BatchNormal (None, None, None, 768 ['conv2_block4_concat[0][0]'] ization) 192) conv2_block5_0_relu (Activatio (None, None, None, 0 ['conv2_block5_0_bn[0][0]'] n) 192) conv2_block5_1_conv (Conv2D) (None, None, None, 24576 ['conv2_block5_0_relu[0][0]'] 128) conv2_block5_1_bn (BatchNormal (None, None, None, 512 ['conv2_block5_1_conv[0][0]'] ization) 128) conv2_block5_1_relu (Activatio (None, None, None, 0 ['conv2_block5_1_bn[0][0]'] n) 128) conv2_block5_2_conv (Conv2D) (None, None, None, 36864 ['conv2_block5_1_relu[0][0]'] 32) conv2_block5_concat (Concatena (None, None, None, 0 ['conv2_block4_concat[0][0]', te) 224) 'conv2_block5_2_conv[0][0]'] conv2_block6_0_bn (BatchNormal (None, None, None, 896 ['conv2_block5_concat[0][0]'] ization) 224) conv2_block6_0_relu (Activatio (None, None, None, 0 ['conv2_block6_0_bn[0][0]'] n) 224) conv2_block6_1_conv (Conv2D) (None, None, None, 28672 ['conv2_block6_0_relu[0][0]'] 128) conv2_block6_1_bn (BatchNormal (None, None, None, 512 ['conv2_block6_1_conv[0][0]'] ization) 128) conv2_block6_1_relu (Activatio (None, None, None, 0 ['conv2_block6_1_bn[0][0]'] n) 128) conv2_block6_2_conv (Conv2D) (None, None, None, 36864 ['conv2_block6_1_relu[0][0]'] 32) conv2_block6_concat (Concatena (None, None, None, 0 ['conv2_block5_concat[0][0]', te) 256) 'conv2_block6_2_conv[0][0]'] pool2_bn (BatchNormalization) (None, None, None, 1024 ['conv2_block6_concat[0][0]'] 256) pool2_relu (Activation) (None, None, None, 0 ['pool2_bn[0][0]'] 256) pool2_conv (Conv2D) (None, None, None, 32768 ['pool2_relu[0][0]'] 128) pool2_pool (AveragePooling2D) (None, None, None, 0 ['pool2_conv[0][0]'] 128) conv3_block1_0_bn (BatchNormal (None, None, None, 512 ['pool2_pool[0][0]'] ization) 128) conv3_block1_0_relu (Activatio (None, None, None, 0 ['conv3_block1_0_bn[0][0]'] n) 128) conv3_block1_1_conv (Conv2D) (None, None, None, 16384 ['conv3_block1_0_relu[0][0]'] 128) conv3_block1_1_bn (BatchNormal (None, None, None, 512 ['conv3_block1_1_conv[0][0]'] ization) 128) conv3_block1_1_relu (Activatio (None, None, None, 0 ['conv3_block1_1_bn[0][0]'] n) 128) conv3_block1_2_conv (Conv2D) (None, None, None, 36864 ['conv3_block1_1_relu[0][0]'] 32) conv3_block1_concat (Concatena (None, None, None, 0 ['pool2_pool[0][0]', te) 160) 'conv3_block1_2_conv[0][0]'] conv3_block2_0_bn (BatchNormal (None, None, None, 640 ['conv3_block1_concat[0][0]'] ization) 160) conv3_block2_0_relu (Activatio (None, None, None, 0 ['conv3_block2_0_bn[0][0]'] n) 160) conv3_block2_1_conv (Conv2D) (None, None, None, 20480 ['conv3_block2_0_relu[0][0]'] 128) conv3_block2_1_bn (BatchNormal (None, None, None, 512 ['conv3_block2_1_conv[0][0]'] ization) 128) conv3_block2_1_relu (Activatio (None, None, None, 0 ['conv3_block2_1_bn[0][0]'] n) 128) conv3_block2_2_conv (Conv2D) (None, None, None, 36864 ['conv3_block2_1_relu[0][0]'] 32) conv3_block2_concat (Concatena (None, None, None, 0 ['conv3_block1_concat[0][0]', te) 192) 'conv3_block2_2_conv[0][0]'] conv3_block3_0_bn (BatchNormal (None, None, None, 768 ['conv3_block2_concat[0][0]'] ization) 192) conv3_block3_0_relu (Activatio (None, None, None, 0 ['conv3_block3_0_bn[0][0]'] n) 192) conv3_block3_1_conv (Conv2D) (None, None, None, 24576 ['conv3_block3_0_relu[0][0]'] 128) conv3_block3_1_bn (BatchNormal (None, None, None, 512 ['conv3_block3_1_conv[0][0]'] ization) 128) conv3_block3_1_relu (Activatio (None, None, None, 0 ['conv3_block3_1_bn[0][0]'] n) 128) conv3_block3_2_conv (Conv2D) (None, None, None, 36864 ['conv3_block3_1_relu[0][0]'] 32) conv3_block3_concat (Concatena (None, None, None, 0 ['conv3_block2_concat[0][0]', te) 224) 'conv3_block3_2_conv[0][0]'] conv3_block4_0_bn (BatchNormal (None, None, None, 896 ['conv3_block3_concat[0][0]'] ization) 224) conv3_block4_0_relu (Activatio (None, None, None, 0 ['conv3_block4_0_bn[0][0]'] n) 224) conv3_block4_1_conv (Conv2D) (None, None, None, 28672 ['conv3_block4_0_relu[0][0]'] 128) conv3_block4_1_bn (BatchNormal (None, None, None, 512 ['conv3_block4_1_conv[0][0]'] ization) 128) conv3_block4_1_relu (Activatio (None, None, None, 0 ['conv3_block4_1_bn[0][0]'] n) 128) conv3_block4_2_conv (Conv2D) (None, None, None, 36864 ['conv3_block4_1_relu[0][0]'] 32) conv3_block4_concat (Concatena (None, None, None, 0 ['conv3_block3_concat[0][0]', te) 256) 'conv3_block4_2_conv[0][0]'] conv3_block5_0_bn (BatchNormal (None, None, None, 1024 ['conv3_block4_concat[0][0]'] ization) 256) conv3_block5_0_relu (Activatio (None, None, None, 0 ['conv3_block5_0_bn[0][0]'] n) 256) conv3_block5_1_conv (Conv2D) (None, None, None, 32768 ['conv3_block5_0_relu[0][0]'] 128) conv3_block5_1_bn (BatchNormal (None, None, None, 512 ['conv3_block5_1_conv[0][0]'] ization) 128) conv3_block5_1_relu (Activatio (None, None, None, 0 ['conv3_block5_1_bn[0][0]'] n) 128) conv3_block5_2_conv (Conv2D) (None, None, None, 36864 ['conv3_block5_1_relu[0][0]'] 32) conv3_block5_concat (Concatena (None, None, None, 0 ['conv3_block4_concat[0][0]', te) 288) 'conv3_block5_2_conv[0][0]'] conv3_block6_0_bn (BatchNormal (None, None, None, 1152 ['conv3_block5_concat[0][0]'] ization) 288) conv3_block6_0_relu (Activatio (None, None, None, 0 ['conv3_block6_0_bn[0][0]'] n) 288) conv3_block6_1_conv (Conv2D) (None, None, None, 36864 ['conv3_block6_0_relu[0][0]'] 128) conv3_block6_1_bn (BatchNormal (None, None, None, 512 ['conv3_block6_1_conv[0][0]'] ization) 128) conv3_block6_1_relu (Activatio (None, None, None, 0 ['conv3_block6_1_bn[0][0]'] n) 128) conv3_block6_2_conv (Conv2D) (None, None, None, 36864 ['conv3_block6_1_relu[0][0]'] 32) conv3_block6_concat (Concatena (None, None, None, 0 ['conv3_block5_concat[0][0]', te) 320) 'conv3_block6_2_conv[0][0]'] conv3_block7_0_bn (BatchNormal (None, None, None, 1280 ['conv3_block6_concat[0][0]'] ization) 320) conv3_block7_0_relu (Activatio (None, None, None, 0 ['conv3_block7_0_bn[0][0]'] n) 320) conv3_block7_1_conv (Conv2D) (None, None, None, 40960 ['conv3_block7_0_relu[0][0]'] 128) conv3_block7_1_bn (BatchNormal (None, None, None, 512 ['conv3_block7_1_conv[0][0]'] ization) 128) conv3_block7_1_relu (Activatio (None, None, None, 0 ['conv3_block7_1_bn[0][0]'] n) 128) conv3_block7_2_conv (Conv2D) (None, None, None, 36864 ['conv3_block7_1_relu[0][0]'] 32) conv3_block7_concat (Concatena (None, None, None, 0 ['conv3_block6_concat[0][0]', te) 352) 'conv3_block7_2_conv[0][0]'] conv3_block8_0_bn (BatchNormal (None, None, None, 1408 ['conv3_block7_concat[0][0]'] ization) 352) conv3_block8_0_relu (Activatio (None, None, None, 0 ['conv3_block8_0_bn[0][0]'] n) 352) conv3_block8_1_conv (Conv2D) (None, None, None, 45056 ['conv3_block8_0_relu[0][0]'] 128) conv3_block8_1_bn (BatchNormal (None, None, None, 512 ['conv3_block8_1_conv[0][0]'] ization) 128) conv3_block8_1_relu (Activatio (None, None, None, 0 ['conv3_block8_1_bn[0][0]'] n) 128) conv3_block8_2_conv (Conv2D) (None, None, None, 36864 ['conv3_block8_1_relu[0][0]'] 32) conv3_block8_concat (Concatena (None, None, None, 0 ['conv3_block7_concat[0][0]', te) 384) 'conv3_block8_2_conv[0][0]'] conv3_block9_0_bn (BatchNormal (None, None, None, 1536 ['conv3_block8_concat[0][0]'] ization) 384) conv3_block9_0_relu (Activatio (None, None, None, 0 ['conv3_block9_0_bn[0][0]'] n) 384) conv3_block9_1_conv (Conv2D) (None, None, None, 49152 ['conv3_block9_0_relu[0][0]'] 128) conv3_block9_1_bn (BatchNormal (None, None, None, 512 ['conv3_block9_1_conv[0][0]'] ization) 128) conv3_block9_1_relu (Activatio (None, None, None, 0 ['conv3_block9_1_bn[0][0]'] n) 128) conv3_block9_2_conv (Conv2D) (None, None, None, 36864 ['conv3_block9_1_relu[0][0]'] 32) conv3_block9_concat (Concatena (None, None, None, 0 ['conv3_block8_concat[0][0]', te) 416) 'conv3_block9_2_conv[0][0]'] conv3_block10_0_bn (BatchNorma (None, None, None, 1664 ['conv3_block9_concat[0][0]'] lization) 416) conv3_block10_0_relu (Activati (None, None, None, 0 ['conv3_block10_0_bn[0][0]'] on) 416) conv3_block10_1_conv (Conv2D) (None, None, None, 53248 ['conv3_block10_0_relu[0][0]'] 128) conv3_block10_1_bn (BatchNorma (None, None, None, 512 ['conv3_block10_1_conv[0][0]'] lization) 128) conv3_block10_1_relu (Activati (None, None, None, 0 ['conv3_block10_1_bn[0][0]'] on) 128) conv3_block10_2_conv (Conv2D) (None, None, None, 36864 ['conv3_block10_1_relu[0][0]'] 32) conv3_block10_concat (Concaten (None, None, None, 0 ['conv3_block9_concat[0][0]', ate) 448) 'conv3_block10_2_conv[0][0]'] conv3_block11_0_bn (BatchNorma (None, None, None, 1792 ['conv3_block10_concat[0][0]'] lization) 448) conv3_block11_0_relu (Activati (None, None, None, 0 ['conv3_block11_0_bn[0][0]'] on) 448) conv3_block11_1_conv (Conv2D) (None, None, None, 57344 ['conv3_block11_0_relu[0][0]'] 128) conv3_block11_1_bn (BatchNorma (None, None, None, 512 ['conv3_block11_1_conv[0][0]'] lization) 128) conv3_block11_1_relu (Activati (None, None, None, 0 ['conv3_block11_1_bn[0][0]'] on) 128) conv3_block11_2_conv (Conv2D) (None, None, None, 36864 ['conv3_block11_1_relu[0][0]'] 32) conv3_block11_concat (Concaten (None, None, None, 0 ['conv3_block10_concat[0][0]', ate) 480) 'conv3_block11_2_conv[0][0]'] conv3_block12_0_bn (BatchNorma (None, None, None, 1920 ['conv3_block11_concat[0][0]'] lization) 480) conv3_block12_0_relu (Activati (None, None, None, 0 ['conv3_block12_0_bn[0][0]'] on) 480) conv3_block12_1_conv (Conv2D) (None, None, None, 61440 ['conv3_block12_0_relu[0][0]'] 128) conv3_block12_1_bn (BatchNorma (None, None, None, 512 ['conv3_block12_1_conv[0][0]'] lization) 128) conv3_block12_1_relu (Activati (None, None, None, 0 ['conv3_block12_1_bn[0][0]'] on) 128) conv3_block12_2_conv (Conv2D) (None, None, None, 36864 ['conv3_block12_1_relu[0][0]'] 32) conv3_block12_concat (Concaten (None, None, None, 0 ['conv3_block11_concat[0][0]', ate) 512) 'conv3_block12_2_conv[0][0]'] pool3_bn (BatchNormalization) (None, None, None, 2048 ['conv3_block12_concat[0][0]'] 512) pool3_relu (Activation) (None, None, None, 0 ['pool3_bn[0][0]'] 512) pool3_conv (Conv2D) (None, None, None, 131072 ['pool3_relu[0][0]'] 256) pool3_pool (AveragePooling2D) (None, None, None, 0 ['pool3_conv[0][0]'] 256) conv4_block1_0_bn (BatchNormal (None, None, None, 1024 ['pool3_pool[0][0]'] ization) 256) conv4_block1_0_relu (Activatio (None, None, None, 0 ['conv4_block1_0_bn[0][0]'] n) 256) conv4_block1_1_conv (Conv2D) (None, None, None, 32768 ['conv4_block1_0_relu[0][0]'] 128) conv4_block1_1_bn (BatchNormal (None, None, None, 512 ['conv4_block1_1_conv[0][0]'] ization) 128) conv4_block1_1_relu (Activatio (None, None, None, 0 ['conv4_block1_1_bn[0][0]'] n) 128) conv4_block1_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block1_1_relu[0][0]'] 32) conv4_block1_concat (Concatena (None, None, None, 0 ['pool3_pool[0][0]', te) 288) 'conv4_block1_2_conv[0][0]'] conv4_block2_0_bn (BatchNormal (None, None, None, 1152 ['conv4_block1_concat[0][0]'] ization) 288) conv4_block2_0_relu (Activatio (None, None, None, 0 ['conv4_block2_0_bn[0][0]'] n) 288) conv4_block2_1_conv (Conv2D) (None, None, None, 36864 ['conv4_block2_0_relu[0][0]'] 128) conv4_block2_1_bn (BatchNormal (None, None, None, 512 ['conv4_block2_1_conv[0][0]'] ization) 128) conv4_block2_1_relu (Activatio (None, None, None, 0 ['conv4_block2_1_bn[0][0]'] n) 128) conv4_block2_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block2_1_relu[0][0]'] 32) conv4_block2_concat (Concatena (None, None, None, 0 ['conv4_block1_concat[0][0]', te) 320) 'conv4_block2_2_conv[0][0]'] conv4_block3_0_bn (BatchNormal (None, None, None, 1280 ['conv4_block2_concat[0][0]'] ization) 320) conv4_block3_0_relu (Activatio (None, None, None, 0 ['conv4_block3_0_bn[0][0]'] n) 320) conv4_block3_1_conv (Conv2D) (None, None, None, 40960 ['conv4_block3_0_relu[0][0]'] 128) conv4_block3_1_bn (BatchNormal (None, None, None, 512 ['conv4_block3_1_conv[0][0]'] ization) 128) conv4_block3_1_relu (Activatio (None, None, None, 0 ['conv4_block3_1_bn[0][0]'] n) 128) conv4_block3_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block3_1_relu[0][0]'] 32) conv4_block3_concat (Concatena (None, None, None, 0 ['conv4_block2_concat[0][0]', te) 352) 'conv4_block3_2_conv[0][0]'] conv4_block4_0_bn (BatchNormal (None, None, None, 1408 ['conv4_block3_concat[0][0]'] ization) 352) conv4_block4_0_relu (Activatio (None, None, None, 0 ['conv4_block4_0_bn[0][0]'] n) 352) conv4_block4_1_conv (Conv2D) (None, None, None, 45056 ['conv4_block4_0_relu[0][0]'] 128) conv4_block4_1_bn (BatchNormal (None, None, None, 512 ['conv4_block4_1_conv[0][0]'] ization) 128) conv4_block4_1_relu (Activatio (None, None, None, 0 ['conv4_block4_1_bn[0][0]'] n) 128) conv4_block4_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block4_1_relu[0][0]'] 32) conv4_block4_concat (Concatena (None, None, None, 0 ['conv4_block3_concat[0][0]', te) 384) 'conv4_block4_2_conv[0][0]'] conv4_block5_0_bn (BatchNormal (None, None, None, 1536 ['conv4_block4_concat[0][0]'] ization) 384) conv4_block5_0_relu (Activatio (None, None, None, 0 ['conv4_block5_0_bn[0][0]'] n) 384) conv4_block5_1_conv (Conv2D) (None, None, None, 49152 ['conv4_block5_0_relu[0][0]'] 128) conv4_block5_1_bn (BatchNormal (None, None, None, 512 ['conv4_block5_1_conv[0][0]'] ization) 128) conv4_block5_1_relu (Activatio (None, None, None, 0 ['conv4_block5_1_bn[0][0]'] n) 128) conv4_block5_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block5_1_relu[0][0]'] 32) conv4_block5_concat (Concatena (None, None, None, 0 ['conv4_block4_concat[0][0]', te) 416) 'conv4_block5_2_conv[0][0]'] conv4_block6_0_bn (BatchNormal (None, None, None, 1664 ['conv4_block5_concat[0][0]'] ization) 416) conv4_block6_0_relu (Activatio (None, None, None, 0 ['conv4_block6_0_bn[0][0]'] n) 416) conv4_block6_1_conv (Conv2D) (None, None, None, 53248 ['conv4_block6_0_relu[0][0]'] 128) conv4_block6_1_bn (BatchNormal (None, None, None, 512 ['conv4_block6_1_conv[0][0]'] ization) 128) conv4_block6_1_relu (Activatio (None, None, None, 0 ['conv4_block6_1_bn[0][0]'] n) 128) conv4_block6_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block6_1_relu[0][0]'] 32) conv4_block6_concat (Concatena (None, None, None, 0 ['conv4_block5_concat[0][0]', te) 448) 'conv4_block6_2_conv[0][0]'] conv4_block7_0_bn (BatchNormal (None, None, None, 1792 ['conv4_block6_concat[0][0]'] ization) 448) conv4_block7_0_relu (Activatio (None, None, None, 0 ['conv4_block7_0_bn[0][0]'] n) 448) conv4_block7_1_conv (Conv2D) (None, None, None, 57344 ['conv4_block7_0_relu[0][0]'] 128) conv4_block7_1_bn (BatchNormal (None, None, None, 512 ['conv4_block7_1_conv[0][0]'] ization) 128) conv4_block7_1_relu (Activatio (None, None, None, 0 ['conv4_block7_1_bn[0][0]'] n) 128) conv4_block7_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block7_1_relu[0][0]'] 32) conv4_block7_concat (Concatena (None, None, None, 0 ['conv4_block6_concat[0][0]', te) 480) 'conv4_block7_2_conv[0][0]'] conv4_block8_0_bn (BatchNormal (None, None, None, 1920 ['conv4_block7_concat[0][0]'] ization) 480) conv4_block8_0_relu (Activatio (None, None, None, 0 ['conv4_block8_0_bn[0][0]'] n) 480) conv4_block8_1_conv (Conv2D) (None, None, None, 61440 ['conv4_block8_0_relu[0][0]'] 128) conv4_block8_1_bn (BatchNormal (None, None, None, 512 ['conv4_block8_1_conv[0][0]'] ization) 128) conv4_block8_1_relu (Activatio (None, None, None, 0 ['conv4_block8_1_bn[0][0]'] n) 128) conv4_block8_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block8_1_relu[0][0]'] 32) conv4_block8_concat (Concatena (None, None, None, 0 ['conv4_block7_concat[0][0]', te) 512) 'conv4_block8_2_conv[0][0]'] conv4_block9_0_bn (BatchNormal (None, None, None, 2048 ['conv4_block8_concat[0][0]'] ization) 512) conv4_block9_0_relu (Activatio (None, None, None, 0 ['conv4_block9_0_bn[0][0]'] n) 512) conv4_block9_1_conv (Conv2D) (None, None, None, 65536 ['conv4_block9_0_relu[0][0]'] 128) conv4_block9_1_bn (BatchNormal (None, None, None, 512 ['conv4_block9_1_conv[0][0]'] ization) 128) conv4_block9_1_relu (Activatio (None, None, None, 0 ['conv4_block9_1_bn[0][0]'] n) 128) conv4_block9_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block9_1_relu[0][0]'] 32) conv4_block9_concat (Concatena (None, None, None, 0 ['conv4_block8_concat[0][0]', te) 544) 'conv4_block9_2_conv[0][0]'] conv4_block10_0_bn (BatchNorma (None, None, None, 2176 ['conv4_block9_concat[0][0]'] lization) 544) conv4_block10_0_relu (Activati (None, None, None, 0 ['conv4_block10_0_bn[0][0]'] on) 544) conv4_block10_1_conv (Conv2D) (None, None, None, 69632 ['conv4_block10_0_relu[0][0]'] 128) conv4_block10_1_bn (BatchNorma (None, None, None, 512 ['conv4_block10_1_conv[0][0]'] lization) 128) conv4_block10_1_relu (Activati (None, None, None, 0 ['conv4_block10_1_bn[0][0]'] on) 128) conv4_block10_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block10_1_relu[0][0]'] 32) conv4_block10_concat (Concaten (None, None, None, 0 ['conv4_block9_concat[0][0]', ate) 576) 'conv4_block10_2_conv[0][0]'] conv4_block11_0_bn (BatchNorma (None, None, None, 2304 ['conv4_block10_concat[0][0]'] lization) 576) conv4_block11_0_relu (Activati (None, None, None, 0 ['conv4_block11_0_bn[0][0]'] on) 576) conv4_block11_1_conv (Conv2D) (None, None, None, 73728 ['conv4_block11_0_relu[0][0]'] 128) conv4_block11_1_bn (BatchNorma (None, None, None, 512 ['conv4_block11_1_conv[0][0]'] lization) 128) conv4_block11_1_relu (Activati (None, None, None, 0 ['conv4_block11_1_bn[0][0]'] on) 128) conv4_block11_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block11_1_relu[0][0]'] 32) conv4_block11_concat (Concaten (None, None, None, 0 ['conv4_block10_concat[0][0]', ate) 608) 'conv4_block11_2_conv[0][0]'] conv4_block12_0_bn (BatchNorma (None, None, None, 2432 ['conv4_block11_concat[0][0]'] lization) 608) conv4_block12_0_relu (Activati (None, None, None, 0 ['conv4_block12_0_bn[0][0]'] on) 608) conv4_block12_1_conv (Conv2D) (None, None, None, 77824 ['conv4_block12_0_relu[0][0]'] 128) conv4_block12_1_bn (BatchNorma (None, None, None, 512 ['conv4_block12_1_conv[0][0]'] lization) 128) conv4_block12_1_relu (Activati (None, None, None, 0 ['conv4_block12_1_bn[0][0]'] on) 128) conv4_block12_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block12_1_relu[0][0]'] 32) conv4_block12_concat (Concaten (None, None, None, 0 ['conv4_block11_concat[0][0]', ate) 640) 'conv4_block12_2_conv[0][0]'] conv4_block13_0_bn (BatchNorma (None, None, None, 2560 ['conv4_block12_concat[0][0]'] lization) 640) conv4_block13_0_relu (Activati (None, None, None, 0 ['conv4_block13_0_bn[0][0]'] on) 640) conv4_block13_1_conv (Conv2D) (None, None, None, 81920 ['conv4_block13_0_relu[0][0]'] 128) conv4_block13_1_bn (BatchNorma (None, None, None, 512 ['conv4_block13_1_conv[0][0]'] lization) 128) conv4_block13_1_relu (Activati (None, None, None, 0 ['conv4_block13_1_bn[0][0]'] on) 128) conv4_block13_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block13_1_relu[0][0]'] 32) conv4_block13_concat (Concaten (None, None, None, 0 ['conv4_block12_concat[0][0]', ate) 672) 'conv4_block13_2_conv[0][0]'] conv4_block14_0_bn (BatchNorma (None, None, None, 2688 ['conv4_block13_concat[0][0]'] lization) 672) conv4_block14_0_relu (Activati (None, None, None, 0 ['conv4_block14_0_bn[0][0]'] on) 672) conv4_block14_1_conv (Conv2D) (None, None, None, 86016 ['conv4_block14_0_relu[0][0]'] 128) conv4_block14_1_bn (BatchNorma (None, None, None, 512 ['conv4_block14_1_conv[0][0]'] lization) 128) conv4_block14_1_relu (Activati (None, None, None, 0 ['conv4_block14_1_bn[0][0]'] on) 128) conv4_block14_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block14_1_relu[0][0]'] 32) conv4_block14_concat (Concaten (None, None, None, 0 ['conv4_block13_concat[0][0]', ate) 704) 'conv4_block14_2_conv[0][0]'] conv4_block15_0_bn (BatchNorma (None, None, None, 2816 ['conv4_block14_concat[0][0]'] lization) 704) conv4_block15_0_relu (Activati (None, None, None, 0 ['conv4_block15_0_bn[0][0]'] on) 704) conv4_block15_1_conv (Conv2D) (None, None, None, 90112 ['conv4_block15_0_relu[0][0]'] 128) conv4_block15_1_bn (BatchNorma (None, None, None, 512 ['conv4_block15_1_conv[0][0]'] lization) 128) conv4_block15_1_relu (Activati (None, None, None, 0 ['conv4_block15_1_bn[0][0]'] on) 128) conv4_block15_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block15_1_relu[0][0]'] 32) conv4_block15_concat (Concaten (None, None, None, 0 ['conv4_block14_concat[0][0]', ate) 736) 'conv4_block15_2_conv[0][0]'] conv4_block16_0_bn (BatchNorma (None, None, None, 2944 ['conv4_block15_concat[0][0]'] lization) 736) conv4_block16_0_relu (Activati (None, None, None, 0 ['conv4_block16_0_bn[0][0]'] on) 736) conv4_block16_1_conv (Conv2D) (None, None, None, 94208 ['conv4_block16_0_relu[0][0]'] 128) conv4_block16_1_bn (BatchNorma (None, None, None, 512 ['conv4_block16_1_conv[0][0]'] lization) 128) conv4_block16_1_relu (Activati (None, None, None, 0 ['conv4_block16_1_bn[0][0]'] on) 128) conv4_block16_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block16_1_relu[0][0]'] 32) conv4_block16_concat (Concaten (None, None, None, 0 ['conv4_block15_concat[0][0]', ate) 768) 'conv4_block16_2_conv[0][0]'] conv4_block17_0_bn (BatchNorma (None, None, None, 3072 ['conv4_block16_concat[0][0]'] lization) 768) conv4_block17_0_relu (Activati (None, None, None, 0 ['conv4_block17_0_bn[0][0]'] on) 768) conv4_block17_1_conv (Conv2D) (None, None, None, 98304 ['conv4_block17_0_relu[0][0]'] 128) conv4_block17_1_bn (BatchNorma (None, None, None, 512 ['conv4_block17_1_conv[0][0]'] lization) 128) conv4_block17_1_relu (Activati (None, None, None, 0 ['conv4_block17_1_bn[0][0]'] on) 128) conv4_block17_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block17_1_relu[0][0]'] 32) conv4_block17_concat (Concaten (None, None, None, 0 ['conv4_block16_concat[0][0]', ate) 800) 'conv4_block17_2_conv[0][0]'] conv4_block18_0_bn (BatchNorma (None, None, None, 3200 ['conv4_block17_concat[0][0]'] lization) 800) conv4_block18_0_relu (Activati (None, None, None, 0 ['conv4_block18_0_bn[0][0]'] on) 800) conv4_block18_1_conv (Conv2D) (None, None, None, 102400 ['conv4_block18_0_relu[0][0]'] 128) conv4_block18_1_bn (BatchNorma (None, None, None, 512 ['conv4_block18_1_conv[0][0]'] lization) 128) conv4_block18_1_relu (Activati (None, None, None, 0 ['conv4_block18_1_bn[0][0]'] on) 128) conv4_block18_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block18_1_relu[0][0]'] 32) conv4_block18_concat (Concaten (None, None, None, 0 ['conv4_block17_concat[0][0]', ate) 832) 'conv4_block18_2_conv[0][0]'] conv4_block19_0_bn (BatchNorma (None, None, None, 3328 ['conv4_block18_concat[0][0]'] lization) 832) conv4_block19_0_relu (Activati (None, None, None, 0 ['conv4_block19_0_bn[0][0]'] on) 832) conv4_block19_1_conv (Conv2D) (None, None, None, 106496 ['conv4_block19_0_relu[0][0]'] 128) conv4_block19_1_bn (BatchNorma (None, None, None, 512 ['conv4_block19_1_conv[0][0]'] lization) 128) conv4_block19_1_relu (Activati (None, None, None, 0 ['conv4_block19_1_bn[0][0]'] on) 128) conv4_block19_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block19_1_relu[0][0]'] 32) conv4_block19_concat (Concaten (None, None, None, 0 ['conv4_block18_concat[0][0]', ate) 864) 'conv4_block19_2_conv[0][0]'] conv4_block20_0_bn (BatchNorma (None, None, None, 3456 ['conv4_block19_concat[0][0]'] lization) 864) conv4_block20_0_relu (Activati (None, None, None, 0 ['conv4_block20_0_bn[0][0]'] on) 864) conv4_block20_1_conv (Conv2D) (None, None, None, 110592 ['conv4_block20_0_relu[0][0]'] 128) conv4_block20_1_bn (BatchNorma (None, None, None, 512 ['conv4_block20_1_conv[0][0]'] lization) 128) conv4_block20_1_relu (Activati (None, None, None, 0 ['conv4_block20_1_bn[0][0]'] on) 128) conv4_block20_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block20_1_relu[0][0]'] 32) conv4_block20_concat (Concaten (None, None, None, 0 ['conv4_block19_concat[0][0]', ate) 896) 'conv4_block20_2_conv[0][0]'] conv4_block21_0_bn (BatchNorma (None, None, None, 3584 ['conv4_block20_concat[0][0]'] lization) 896) conv4_block21_0_relu (Activati (None, None, None, 0 ['conv4_block21_0_bn[0][0]'] on) 896) conv4_block21_1_conv (Conv2D) (None, None, None, 114688 ['conv4_block21_0_relu[0][0]'] 128) conv4_block21_1_bn (BatchNorma (None, None, None, 512 ['conv4_block21_1_conv[0][0]'] lization) 128) conv4_block21_1_relu (Activati (None, None, None, 0 ['conv4_block21_1_bn[0][0]'] on) 128) conv4_block21_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block21_1_relu[0][0]'] 32) conv4_block21_concat (Concaten (None, None, None, 0 ['conv4_block20_concat[0][0]', ate) 928) 'conv4_block21_2_conv[0][0]'] conv4_block22_0_bn (BatchNorma (None, None, None, 3712 ['conv4_block21_concat[0][0]'] lization) 928) conv4_block22_0_relu (Activati (None, None, None, 0 ['conv4_block22_0_bn[0][0]'] on) 928) conv4_block22_1_conv (Conv2D) (None, None, None, 118784 ['conv4_block22_0_relu[0][0]'] 128) conv4_block22_1_bn (BatchNorma (None, None, None, 512 ['conv4_block22_1_conv[0][0]'] lization) 128) conv4_block22_1_relu (Activati (None, None, None, 0 ['conv4_block22_1_bn[0][0]'] on) 128) conv4_block22_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block22_1_relu[0][0]'] 32) conv4_block22_concat (Concaten (None, None, None, 0 ['conv4_block21_concat[0][0]', ate) 960) 'conv4_block22_2_conv[0][0]'] conv4_block23_0_bn (BatchNorma (None, None, None, 3840 ['conv4_block22_concat[0][0]'] lization) 960) conv4_block23_0_relu (Activati (None, None, None, 0 ['conv4_block23_0_bn[0][0]'] on) 960) conv4_block23_1_conv (Conv2D) (None, None, None, 122880 ['conv4_block23_0_relu[0][0]'] 128) conv4_block23_1_bn (BatchNorma (None, None, None, 512 ['conv4_block23_1_conv[0][0]'] lization) 128) conv4_block23_1_relu (Activati (None, None, None, 0 ['conv4_block23_1_bn[0][0]'] on) 128) conv4_block23_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block23_1_relu[0][0]'] 32) conv4_block23_concat (Concaten (None, None, None, 0 ['conv4_block22_concat[0][0]', ate) 992) 'conv4_block23_2_conv[0][0]'] conv4_block24_0_bn (BatchNorma (None, None, None, 3968 ['conv4_block23_concat[0][0]'] lization) 992) conv4_block24_0_relu (Activati (None, None, None, 0 ['conv4_block24_0_bn[0][0]'] on) 992) conv4_block24_1_conv (Conv2D) (None, None, None, 126976 ['conv4_block24_0_relu[0][0]'] 128) conv4_block24_1_bn (BatchNorma (None, None, None, 512 ['conv4_block24_1_conv[0][0]'] lization) 128) conv4_block24_1_relu (Activati (None, None, None, 0 ['conv4_block24_1_bn[0][0]'] on) 128) conv4_block24_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block24_1_relu[0][0]'] 32) conv4_block24_concat (Concaten (None, None, None, 0 ['conv4_block23_concat[0][0]', ate) 1024) 'conv4_block24_2_conv[0][0]'] conv4_block25_0_bn (BatchNorma (None, None, None, 4096 ['conv4_block24_concat[0][0]'] lization) 1024) conv4_block25_0_relu (Activati (None, None, None, 0 ['conv4_block25_0_bn[0][0]'] on) 1024) conv4_block25_1_conv (Conv2D) (None, None, None, 131072 ['conv4_block25_0_relu[0][0]'] 128) conv4_block25_1_bn (BatchNorma (None, None, None, 512 ['conv4_block25_1_conv[0][0]'] lization) 128) conv4_block25_1_relu (Activati (None, None, None, 0 ['conv4_block25_1_bn[0][0]'] on) 128) conv4_block25_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block25_1_relu[0][0]'] 32) conv4_block25_concat (Concaten (None, None, None, 0 ['conv4_block24_concat[0][0]', ate) 1056) 'conv4_block25_2_conv[0][0]'] conv4_block26_0_bn (BatchNorma (None, None, None, 4224 ['conv4_block25_concat[0][0]'] lization) 1056) conv4_block26_0_relu (Activati (None, None, None, 0 ['conv4_block26_0_bn[0][0]'] on) 1056) conv4_block26_1_conv (Conv2D) (None, None, None, 135168 ['conv4_block26_0_relu[0][0]'] 128) conv4_block26_1_bn (BatchNorma (None, None, None, 512 ['conv4_block26_1_conv[0][0]'] lization) 128) conv4_block26_1_relu (Activati (None, None, None, 0 ['conv4_block26_1_bn[0][0]'] on) 128) conv4_block26_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block26_1_relu[0][0]'] 32) conv4_block26_concat (Concaten (None, None, None, 0 ['conv4_block25_concat[0][0]', ate) 1088) 'conv4_block26_2_conv[0][0]'] conv4_block27_0_bn (BatchNorma (None, None, None, 4352 ['conv4_block26_concat[0][0]'] lization) 1088) conv4_block27_0_relu (Activati (None, None, None, 0 ['conv4_block27_0_bn[0][0]'] on) 1088) conv4_block27_1_conv (Conv2D) (None, None, None, 139264 ['conv4_block27_0_relu[0][0]'] 128) conv4_block27_1_bn (BatchNorma (None, None, None, 512 ['conv4_block27_1_conv[0][0]'] lization) 128) conv4_block27_1_relu (Activati (None, None, None, 0 ['conv4_block27_1_bn[0][0]'] on) 128) conv4_block27_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block27_1_relu[0][0]'] 32) conv4_block27_concat (Concaten (None, None, None, 0 ['conv4_block26_concat[0][0]', ate) 1120) 'conv4_block27_2_conv[0][0]'] conv4_block28_0_bn (BatchNorma (None, None, None, 4480 ['conv4_block27_concat[0][0]'] lization) 1120) conv4_block28_0_relu (Activati (None, None, None, 0 ['conv4_block28_0_bn[0][0]'] on) 1120) conv4_block28_1_conv (Conv2D) (None, None, None, 143360 ['conv4_block28_0_relu[0][0]'] 128) conv4_block28_1_bn (BatchNorma (None, None, None, 512 ['conv4_block28_1_conv[0][0]'] lization) 128) conv4_block28_1_relu (Activati (None, None, None, 0 ['conv4_block28_1_bn[0][0]'] on) 128) conv4_block28_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block28_1_relu[0][0]'] 32) conv4_block28_concat (Concaten (None, None, None, 0 ['conv4_block27_concat[0][0]', ate) 1152) 'conv4_block28_2_conv[0][0]'] conv4_block29_0_bn (BatchNorma (None, None, None, 4608 ['conv4_block28_concat[0][0]'] lization) 1152) conv4_block29_0_relu (Activati (None, None, None, 0 ['conv4_block29_0_bn[0][0]'] on) 1152) conv4_block29_1_conv (Conv2D) (None, None, None, 147456 ['conv4_block29_0_relu[0][0]'] 128) conv4_block29_1_bn (BatchNorma (None, None, None, 512 ['conv4_block29_1_conv[0][0]'] lization) 128) conv4_block29_1_relu (Activati (None, None, None, 0 ['conv4_block29_1_bn[0][0]'] on) 128) conv4_block29_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block29_1_relu[0][0]'] 32) conv4_block29_concat (Concaten (None, None, None, 0 ['conv4_block28_concat[0][0]', ate) 1184) 'conv4_block29_2_conv[0][0]'] conv4_block30_0_bn (BatchNorma (None, None, None, 4736 ['conv4_block29_concat[0][0]'] lization) 1184) conv4_block30_0_relu (Activati (None, None, None, 0 ['conv4_block30_0_bn[0][0]'] on) 1184) conv4_block30_1_conv (Conv2D) (None, None, None, 151552 ['conv4_block30_0_relu[0][0]'] 128) conv4_block30_1_bn (BatchNorma (None, None, None, 512 ['conv4_block30_1_conv[0][0]'] lization) 128) conv4_block30_1_relu (Activati (None, None, None, 0 ['conv4_block30_1_bn[0][0]'] on) 128) conv4_block30_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block30_1_relu[0][0]'] 32) conv4_block30_concat (Concaten (None, None, None, 0 ['conv4_block29_concat[0][0]', ate) 1216) 'conv4_block30_2_conv[0][0]'] conv4_block31_0_bn (BatchNorma (None, None, None, 4864 ['conv4_block30_concat[0][0]'] lization) 1216) conv4_block31_0_relu (Activati (None, None, None, 0 ['conv4_block31_0_bn[0][0]'] on) 1216) conv4_block31_1_conv (Conv2D) (None, None, None, 155648 ['conv4_block31_0_relu[0][0]'] 128) conv4_block31_1_bn (BatchNorma (None, None, None, 512 ['conv4_block31_1_conv[0][0]'] lization) 128) conv4_block31_1_relu (Activati (None, None, None, 0 ['conv4_block31_1_bn[0][0]'] on) 128) conv4_block31_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block31_1_relu[0][0]'] 32) conv4_block31_concat (Concaten (None, None, None, 0 ['conv4_block30_concat[0][0]', ate) 1248) 'conv4_block31_2_conv[0][0]'] conv4_block32_0_bn (BatchNorma (None, None, None, 4992 ['conv4_block31_concat[0][0]'] lization) 1248) conv4_block32_0_relu (Activati (None, None, None, 0 ['conv4_block32_0_bn[0][0]'] on) 1248) conv4_block32_1_conv (Conv2D) (None, None, None, 159744 ['conv4_block32_0_relu[0][0]'] 128) conv4_block32_1_bn (BatchNorma (None, None, None, 512 ['conv4_block32_1_conv[0][0]'] lization) 128) conv4_block32_1_relu (Activati (None, None, None, 0 ['conv4_block32_1_bn[0][0]'] on) 128) conv4_block32_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block32_1_relu[0][0]'] 32) conv4_block32_concat (Concaten (None, None, None, 0 ['conv4_block31_concat[0][0]', ate) 1280) 'conv4_block32_2_conv[0][0]'] conv4_block33_0_bn (BatchNorma (None, None, None, 5120 ['conv4_block32_concat[0][0]'] lization) 1280) conv4_block33_0_relu (Activati (None, None, None, 0 ['conv4_block33_0_bn[0][0]'] on) 1280) conv4_block33_1_conv (Conv2D) (None, None, None, 163840 ['conv4_block33_0_relu[0][0]'] 128) conv4_block33_1_bn (BatchNorma (None, None, None, 512 ['conv4_block33_1_conv[0][0]'] lization) 128) conv4_block33_1_relu (Activati (None, None, None, 0 ['conv4_block33_1_bn[0][0]'] on) 128) conv4_block33_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block33_1_relu[0][0]'] 32) conv4_block33_concat (Concaten (None, None, None, 0 ['conv4_block32_concat[0][0]', ate) 1312) 'conv4_block33_2_conv[0][0]'] conv4_block34_0_bn (BatchNorma (None, None, None, 5248 ['conv4_block33_concat[0][0]'] lization) 1312) conv4_block34_0_relu (Activati (None, None, None, 0 ['conv4_block34_0_bn[0][0]'] on) 1312) conv4_block34_1_conv (Conv2D) (None, None, None, 167936 ['conv4_block34_0_relu[0][0]'] 128) conv4_block34_1_bn (BatchNorma (None, None, None, 512 ['conv4_block34_1_conv[0][0]'] lization) 128) conv4_block34_1_relu (Activati (None, None, None, 0 ['conv4_block34_1_bn[0][0]'] on) 128) conv4_block34_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block34_1_relu[0][0]'] 32) conv4_block34_concat (Concaten (None, None, None, 0 ['conv4_block33_concat[0][0]', ate) 1344) 'conv4_block34_2_conv[0][0]'] conv4_block35_0_bn (BatchNorma (None, None, None, 5376 ['conv4_block34_concat[0][0]'] lization) 1344) conv4_block35_0_relu (Activati (None, None, None, 0 ['conv4_block35_0_bn[0][0]'] on) 1344) conv4_block35_1_conv (Conv2D) (None, None, None, 172032 ['conv4_block35_0_relu[0][0]'] 128) conv4_block35_1_bn (BatchNorma (None, None, None, 512 ['conv4_block35_1_conv[0][0]'] lization) 128) conv4_block35_1_relu (Activati (None, None, None, 0 ['conv4_block35_1_bn[0][0]'] on) 128) conv4_block35_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block35_1_relu[0][0]'] 32) conv4_block35_concat (Concaten (None, None, None, 0 ['conv4_block34_concat[0][0]', ate) 1376) 'conv4_block35_2_conv[0][0]'] conv4_block36_0_bn (BatchNorma (None, None, None, 5504 ['conv4_block35_concat[0][0]'] lization) 1376) conv4_block36_0_relu (Activati (None, None, None, 0 ['conv4_block36_0_bn[0][0]'] on) 1376) conv4_block36_1_conv (Conv2D) (None, None, None, 176128 ['conv4_block36_0_relu[0][0]'] 128) conv4_block36_1_bn (BatchNorma (None, None, None, 512 ['conv4_block36_1_conv[0][0]'] lization) 128) conv4_block36_1_relu (Activati (None, None, None, 0 ['conv4_block36_1_bn[0][0]'] on) 128) conv4_block36_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block36_1_relu[0][0]'] 32) conv4_block36_concat (Concaten (None, None, None, 0 ['conv4_block35_concat[0][0]', ate) 1408) 'conv4_block36_2_conv[0][0]'] conv4_block37_0_bn (BatchNorma (None, None, None, 5632 ['conv4_block36_concat[0][0]'] lization) 1408) conv4_block37_0_relu (Activati (None, None, None, 0 ['conv4_block37_0_bn[0][0]'] on) 1408) conv4_block37_1_conv (Conv2D) (None, None, None, 180224 ['conv4_block37_0_relu[0][0]'] 128) conv4_block37_1_bn (BatchNorma (None, None, None, 512 ['conv4_block37_1_conv[0][0]'] lization) 128) conv4_block37_1_relu (Activati (None, None, None, 0 ['conv4_block37_1_bn[0][0]'] on) 128) conv4_block37_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block37_1_relu[0][0]'] 32) conv4_block37_concat (Concaten (None, None, None, 0 ['conv4_block36_concat[0][0]', ate) 1440) 'conv4_block37_2_conv[0][0]'] conv4_block38_0_bn (BatchNorma (None, None, None, 5760 ['conv4_block37_concat[0][0]'] lization) 1440) conv4_block38_0_relu (Activati (None, None, None, 0 ['conv4_block38_0_bn[0][0]'] on) 1440) conv4_block38_1_conv (Conv2D) (None, None, None, 184320 ['conv4_block38_0_relu[0][0]'] 128) conv4_block38_1_bn (BatchNorma (None, None, None, 512 ['conv4_block38_1_conv[0][0]'] lization) 128) conv4_block38_1_relu (Activati (None, None, None, 0 ['conv4_block38_1_bn[0][0]'] on) 128) conv4_block38_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block38_1_relu[0][0]'] 32) conv4_block38_concat (Concaten (None, None, None, 0 ['conv4_block37_concat[0][0]', ate) 1472) 'conv4_block38_2_conv[0][0]'] conv4_block39_0_bn (BatchNorma (None, None, None, 5888 ['conv4_block38_concat[0][0]'] lization) 1472) conv4_block39_0_relu (Activati (None, None, None, 0 ['conv4_block39_0_bn[0][0]'] on) 1472) conv4_block39_1_conv (Conv2D) (None, None, None, 188416 ['conv4_block39_0_relu[0][0]'] 128) conv4_block39_1_bn (BatchNorma (None, None, None, 512 ['conv4_block39_1_conv[0][0]'] lization) 128) conv4_block39_1_relu (Activati (None, None, None, 0 ['conv4_block39_1_bn[0][0]'] on) 128) conv4_block39_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block39_1_relu[0][0]'] 32) conv4_block39_concat (Concaten (None, None, None, 0 ['conv4_block38_concat[0][0]', ate) 1504) 'conv4_block39_2_conv[0][0]'] conv4_block40_0_bn (BatchNorma (None, None, None, 6016 ['conv4_block39_concat[0][0]'] lization) 1504) conv4_block40_0_relu (Activati (None, None, None, 0 ['conv4_block40_0_bn[0][0]'] on) 1504) conv4_block40_1_conv (Conv2D) (None, None, None, 192512 ['conv4_block40_0_relu[0][0]'] 128) conv4_block40_1_bn (BatchNorma (None, None, None, 512 ['conv4_block40_1_conv[0][0]'] lization) 128) conv4_block40_1_relu (Activati (None, None, None, 0 ['conv4_block40_1_bn[0][0]'] on) 128) conv4_block40_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block40_1_relu[0][0]'] 32) conv4_block40_concat (Concaten (None, None, None, 0 ['conv4_block39_concat[0][0]', ate) 1536) 'conv4_block40_2_conv[0][0]'] conv4_block41_0_bn (BatchNorma (None, None, None, 6144 ['conv4_block40_concat[0][0]'] lization) 1536) conv4_block41_0_relu (Activati (None, None, None, 0 ['conv4_block41_0_bn[0][0]'] on) 1536) conv4_block41_1_conv (Conv2D) (None, None, None, 196608 ['conv4_block41_0_relu[0][0]'] 128) conv4_block41_1_bn (BatchNorma (None, None, None, 512 ['conv4_block41_1_conv[0][0]'] lization) 128) conv4_block41_1_relu (Activati (None, None, None, 0 ['conv4_block41_1_bn[0][0]'] on) 128) conv4_block41_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block41_1_relu[0][0]'] 32) conv4_block41_concat (Concaten (None, None, None, 0 ['conv4_block40_concat[0][0]', ate) 1568) 'conv4_block41_2_conv[0][0]'] conv4_block42_0_bn (BatchNorma (None, None, None, 6272 ['conv4_block41_concat[0][0]'] lization) 1568) conv4_block42_0_relu (Activati (None, None, None, 0 ['conv4_block42_0_bn[0][0]'] on) 1568) conv4_block42_1_conv (Conv2D) (None, None, None, 200704 ['conv4_block42_0_relu[0][0]'] 128) conv4_block42_1_bn (BatchNorma (None, None, None, 512 ['conv4_block42_1_conv[0][0]'] lization) 128) conv4_block42_1_relu (Activati (None, None, None, 0 ['conv4_block42_1_bn[0][0]'] on) 128) conv4_block42_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block42_1_relu[0][0]'] 32) conv4_block42_concat (Concaten (None, None, None, 0 ['conv4_block41_concat[0][0]', ate) 1600) 'conv4_block42_2_conv[0][0]'] conv4_block43_0_bn (BatchNorma (None, None, None, 6400 ['conv4_block42_concat[0][0]'] lization) 1600) conv4_block43_0_relu (Activati (None, None, None, 0 ['conv4_block43_0_bn[0][0]'] on) 1600) conv4_block43_1_conv (Conv2D) (None, None, None, 204800 ['conv4_block43_0_relu[0][0]'] 128) conv4_block43_1_bn (BatchNorma (None, None, None, 512 ['conv4_block43_1_conv[0][0]'] lization) 128) conv4_block43_1_relu (Activati (None, None, None, 0 ['conv4_block43_1_bn[0][0]'] on) 128) conv4_block43_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block43_1_relu[0][0]'] 32) conv4_block43_concat (Concaten (None, None, None, 0 ['conv4_block42_concat[0][0]', ate) 1632) 'conv4_block43_2_conv[0][0]'] conv4_block44_0_bn (BatchNorma (None, None, None, 6528 ['conv4_block43_concat[0][0]'] lization) 1632) conv4_block44_0_relu (Activati (None, None, None, 0 ['conv4_block44_0_bn[0][0]'] on) 1632) conv4_block44_1_conv (Conv2D) (None, None, None, 208896 ['conv4_block44_0_relu[0][0]'] 128) conv4_block44_1_bn (BatchNorma (None, None, None, 512 ['conv4_block44_1_conv[0][0]'] lization) 128) conv4_block44_1_relu (Activati (None, None, None, 0 ['conv4_block44_1_bn[0][0]'] on) 128) conv4_block44_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block44_1_relu[0][0]'] 32) conv4_block44_concat (Concaten (None, None, None, 0 ['conv4_block43_concat[0][0]', ate) 1664) 'conv4_block44_2_conv[0][0]'] conv4_block45_0_bn (BatchNorma (None, None, None, 6656 ['conv4_block44_concat[0][0]'] lization) 1664) conv4_block45_0_relu (Activati (None, None, None, 0 ['conv4_block45_0_bn[0][0]'] on) 1664) conv4_block45_1_conv (Conv2D) (None, None, None, 212992 ['conv4_block45_0_relu[0][0]'] 128) conv4_block45_1_bn (BatchNorma (None, None, None, 512 ['conv4_block45_1_conv[0][0]'] lization) 128) conv4_block45_1_relu (Activati (None, None, None, 0 ['conv4_block45_1_bn[0][0]'] on) 128) conv4_block45_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block45_1_relu[0][0]'] 32) conv4_block45_concat (Concaten (None, None, None, 0 ['conv4_block44_concat[0][0]', ate) 1696) 'conv4_block45_2_conv[0][0]'] conv4_block46_0_bn (BatchNorma (None, None, None, 6784 ['conv4_block45_concat[0][0]'] lization) 1696) conv4_block46_0_relu (Activati (None, None, None, 0 ['conv4_block46_0_bn[0][0]'] on) 1696) conv4_block46_1_conv (Conv2D) (None, None, None, 217088 ['conv4_block46_0_relu[0][0]'] 128) conv4_block46_1_bn (BatchNorma (None, None, None, 512 ['conv4_block46_1_conv[0][0]'] lization) 128) conv4_block46_1_relu (Activati (None, None, None, 0 ['conv4_block46_1_bn[0][0]'] on) 128) conv4_block46_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block46_1_relu[0][0]'] 32) conv4_block46_concat (Concaten (None, None, None, 0 ['conv4_block45_concat[0][0]', ate) 1728) 'conv4_block46_2_conv[0][0]'] conv4_block47_0_bn (BatchNorma (None, None, None, 6912 ['conv4_block46_concat[0][0]'] lization) 1728) conv4_block47_0_relu (Activati (None, None, None, 0 ['conv4_block47_0_bn[0][0]'] on) 1728) conv4_block47_1_conv (Conv2D) (None, None, None, 221184 ['conv4_block47_0_relu[0][0]'] 128) conv4_block47_1_bn (BatchNorma (None, None, None, 512 ['conv4_block47_1_conv[0][0]'] lization) 128) conv4_block47_1_relu (Activati (None, None, None, 0 ['conv4_block47_1_bn[0][0]'] on) 128) conv4_block47_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block47_1_relu[0][0]'] 32) conv4_block47_concat (Concaten (None, None, None, 0 ['conv4_block46_concat[0][0]', ate) 1760) 'conv4_block47_2_conv[0][0]'] conv4_block48_0_bn (BatchNorma (None, None, None, 7040 ['conv4_block47_concat[0][0]'] lization) 1760) conv4_block48_0_relu (Activati (None, None, None, 0 ['conv4_block48_0_bn[0][0]'] on) 1760) conv4_block48_1_conv (Conv2D) (None, None, None, 225280 ['conv4_block48_0_relu[0][0]'] 128) conv4_block48_1_bn (BatchNorma (None, None, None, 512 ['conv4_block48_1_conv[0][0]'] lization) 128) conv4_block48_1_relu (Activati (None, None, None, 0 ['conv4_block48_1_bn[0][0]'] on) 128) conv4_block48_2_conv (Conv2D) (None, None, None, 36864 ['conv4_block48_1_relu[0][0]'] 32) conv4_block48_concat (Concaten (None, None, None, 0 ['conv4_block47_concat[0][0]', ate) 1792) 'conv4_block48_2_conv[0][0]'] pool4_bn (BatchNormalization) (None, None, None, 7168 ['conv4_block48_concat[0][0]'] 1792) pool4_relu (Activation) (None, None, None, 0 ['pool4_bn[0][0]'] 1792) pool4_conv (Conv2D) (None, None, None, 1605632 ['pool4_relu[0][0]'] 896) pool4_pool (AveragePooling2D) (None, None, None, 0 ['pool4_conv[0][0]'] 896) conv5_block1_0_bn (BatchNormal (None, None, None, 3584 ['pool4_pool[0][0]'] ization) 896) conv5_block1_0_relu (Activatio (None, None, None, 0 ['conv5_block1_0_bn[0][0]'] n) 896) conv5_block1_1_conv (Conv2D) (None, None, None, 114688 ['conv5_block1_0_relu[0][0]'] 128) conv5_block1_1_bn (BatchNormal (None, None, None, 512 ['conv5_block1_1_conv[0][0]'] ization) 128) conv5_block1_1_relu (Activatio (None, None, None, 0 ['conv5_block1_1_bn[0][0]'] n) 128) conv5_block1_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block1_1_relu[0][0]'] 32) conv5_block1_concat (Concatena (None, None, None, 0 ['pool4_pool[0][0]', te) 928) 'conv5_block1_2_conv[0][0]'] conv5_block2_0_bn (BatchNormal (None, None, None, 3712 ['conv5_block1_concat[0][0]'] ization) 928) conv5_block2_0_relu (Activatio (None, None, None, 0 ['conv5_block2_0_bn[0][0]'] n) 928) conv5_block2_1_conv (Conv2D) (None, None, None, 118784 ['conv5_block2_0_relu[0][0]'] 128) conv5_block2_1_bn (BatchNormal (None, None, None, 512 ['conv5_block2_1_conv[0][0]'] ization) 128) conv5_block2_1_relu (Activatio (None, None, None, 0 ['conv5_block2_1_bn[0][0]'] n) 128) conv5_block2_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block2_1_relu[0][0]'] 32) conv5_block2_concat (Concatena (None, None, None, 0 ['conv5_block1_concat[0][0]', te) 960) 'conv5_block2_2_conv[0][0]'] conv5_block3_0_bn (BatchNormal (None, None, None, 3840 ['conv5_block2_concat[0][0]'] ization) 960) conv5_block3_0_relu (Activatio (None, None, None, 0 ['conv5_block3_0_bn[0][0]'] n) 960) conv5_block3_1_conv (Conv2D) (None, None, None, 122880 ['conv5_block3_0_relu[0][0]'] 128) conv5_block3_1_bn (BatchNormal (None, None, None, 512 ['conv5_block3_1_conv[0][0]'] ization) 128) conv5_block3_1_relu (Activatio (None, None, None, 0 ['conv5_block3_1_bn[0][0]'] n) 128) conv5_block3_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block3_1_relu[0][0]'] 32) conv5_block3_concat (Concatena (None, None, None, 0 ['conv5_block2_concat[0][0]', te) 992) 'conv5_block3_2_conv[0][0]'] conv5_block4_0_bn (BatchNormal (None, None, None, 3968 ['conv5_block3_concat[0][0]'] ization) 992) conv5_block4_0_relu (Activatio (None, None, None, 0 ['conv5_block4_0_bn[0][0]'] n) 992) conv5_block4_1_conv (Conv2D) (None, None, None, 126976 ['conv5_block4_0_relu[0][0]'] 128) conv5_block4_1_bn (BatchNormal (None, None, None, 512 ['conv5_block4_1_conv[0][0]'] ization) 128) conv5_block4_1_relu (Activatio (None, None, None, 0 ['conv5_block4_1_bn[0][0]'] n) 128) conv5_block4_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block4_1_relu[0][0]'] 32) conv5_block4_concat (Concatena (None, None, None, 0 ['conv5_block3_concat[0][0]', te) 1024) 'conv5_block4_2_conv[0][0]'] conv5_block5_0_bn (BatchNormal (None, None, None, 4096 ['conv5_block4_concat[0][0]'] ization) 1024) conv5_block5_0_relu (Activatio (None, None, None, 0 ['conv5_block5_0_bn[0][0]'] n) 1024) conv5_block5_1_conv (Conv2D) (None, None, None, 131072 ['conv5_block5_0_relu[0][0]'] 128) conv5_block5_1_bn (BatchNormal (None, None, None, 512 ['conv5_block5_1_conv[0][0]'] ization) 128) conv5_block5_1_relu (Activatio (None, None, None, 0 ['conv5_block5_1_bn[0][0]'] n) 128) conv5_block5_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block5_1_relu[0][0]'] 32) conv5_block5_concat (Concatena (None, None, None, 0 ['conv5_block4_concat[0][0]', te) 1056) 'conv5_block5_2_conv[0][0]'] conv5_block6_0_bn (BatchNormal (None, None, None, 4224 ['conv5_block5_concat[0][0]'] ization) 1056) conv5_block6_0_relu (Activatio (None, None, None, 0 ['conv5_block6_0_bn[0][0]'] n) 1056) conv5_block6_1_conv (Conv2D) (None, None, None, 135168 ['conv5_block6_0_relu[0][0]'] 128) conv5_block6_1_bn (BatchNormal (None, None, None, 512 ['conv5_block6_1_conv[0][0]'] ization) 128) conv5_block6_1_relu (Activatio (None, None, None, 0 ['conv5_block6_1_bn[0][0]'] n) 128) conv5_block6_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block6_1_relu[0][0]'] 32) conv5_block6_concat (Concatena (None, None, None, 0 ['conv5_block5_concat[0][0]', te) 1088) 'conv5_block6_2_conv[0][0]'] conv5_block7_0_bn (BatchNormal (None, None, None, 4352 ['conv5_block6_concat[0][0]'] ization) 1088) conv5_block7_0_relu (Activatio (None, None, None, 0 ['conv5_block7_0_bn[0][0]'] n) 1088) conv5_block7_1_conv (Conv2D) (None, None, None, 139264 ['conv5_block7_0_relu[0][0]'] 128) conv5_block7_1_bn (BatchNormal (None, None, None, 512 ['conv5_block7_1_conv[0][0]'] ization) 128) conv5_block7_1_relu (Activatio (None, None, None, 0 ['conv5_block7_1_bn[0][0]'] n) 128) conv5_block7_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block7_1_relu[0][0]'] 32) conv5_block7_concat (Concatena (None, None, None, 0 ['conv5_block6_concat[0][0]', te) 1120) 'conv5_block7_2_conv[0][0]'] conv5_block8_0_bn (BatchNormal (None, None, None, 4480 ['conv5_block7_concat[0][0]'] ization) 1120) conv5_block8_0_relu (Activatio (None, None, None, 0 ['conv5_block8_0_bn[0][0]'] n) 1120) conv5_block8_1_conv (Conv2D) (None, None, None, 143360 ['conv5_block8_0_relu[0][0]'] 128) conv5_block8_1_bn (BatchNormal (None, None, None, 512 ['conv5_block8_1_conv[0][0]'] ization) 128) conv5_block8_1_relu (Activatio (None, None, None, 0 ['conv5_block8_1_bn[0][0]'] n) 128) conv5_block8_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block8_1_relu[0][0]'] 32) conv5_block8_concat (Concatena (None, None, None, 0 ['conv5_block7_concat[0][0]', te) 1152) 'conv5_block8_2_conv[0][0]'] conv5_block9_0_bn (BatchNormal (None, None, None, 4608 ['conv5_block8_concat[0][0]'] ization) 1152) conv5_block9_0_relu (Activatio (None, None, None, 0 ['conv5_block9_0_bn[0][0]'] n) 1152) conv5_block9_1_conv (Conv2D) (None, None, None, 147456 ['conv5_block9_0_relu[0][0]'] 128) conv5_block9_1_bn (BatchNormal (None, None, None, 512 ['conv5_block9_1_conv[0][0]'] ization) 128) conv5_block9_1_relu (Activatio (None, None, None, 0 ['conv5_block9_1_bn[0][0]'] n) 128) conv5_block9_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block9_1_relu[0][0]'] 32) conv5_block9_concat (Concatena (None, None, None, 0 ['conv5_block8_concat[0][0]', te) 1184) 'conv5_block9_2_conv[0][0]'] conv5_block10_0_bn (BatchNorma (None, None, None, 4736 ['conv5_block9_concat[0][0]'] lization) 1184) conv5_block10_0_relu (Activati (None, None, None, 0 ['conv5_block10_0_bn[0][0]'] on) 1184) conv5_block10_1_conv (Conv2D) (None, None, None, 151552 ['conv5_block10_0_relu[0][0]'] 128) conv5_block10_1_bn (BatchNorma (None, None, None, 512 ['conv5_block10_1_conv[0][0]'] lization) 128) conv5_block10_1_relu (Activati (None, None, None, 0 ['conv5_block10_1_bn[0][0]'] on) 128) conv5_block10_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block10_1_relu[0][0]'] 32) conv5_block10_concat (Concaten (None, None, None, 0 ['conv5_block9_concat[0][0]', ate) 1216) 'conv5_block10_2_conv[0][0]'] conv5_block11_0_bn (BatchNorma (None, None, None, 4864 ['conv5_block10_concat[0][0]'] lization) 1216) conv5_block11_0_relu (Activati (None, None, None, 0 ['conv5_block11_0_bn[0][0]'] on) 1216) conv5_block11_1_conv (Conv2D) (None, None, None, 155648 ['conv5_block11_0_relu[0][0]'] 128) conv5_block11_1_bn (BatchNorma (None, None, None, 512 ['conv5_block11_1_conv[0][0]'] lization) 128) conv5_block11_1_relu (Activati (None, None, None, 0 ['conv5_block11_1_bn[0][0]'] on) 128) conv5_block11_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block11_1_relu[0][0]'] 32) conv5_block11_concat (Concaten (None, None, None, 0 ['conv5_block10_concat[0][0]', ate) 1248) 'conv5_block11_2_conv[0][0]'] conv5_block12_0_bn (BatchNorma (None, None, None, 4992 ['conv5_block11_concat[0][0]'] lization) 1248) conv5_block12_0_relu (Activati (None, None, None, 0 ['conv5_block12_0_bn[0][0]'] on) 1248) conv5_block12_1_conv (Conv2D) (None, None, None, 159744 ['conv5_block12_0_relu[0][0]'] 128) conv5_block12_1_bn (BatchNorma (None, None, None, 512 ['conv5_block12_1_conv[0][0]'] lization) 128) conv5_block12_1_relu (Activati (None, None, None, 0 ['conv5_block12_1_bn[0][0]'] on) 128) conv5_block12_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block12_1_relu[0][0]'] 32) conv5_block12_concat (Concaten (None, None, None, 0 ['conv5_block11_concat[0][0]', ate) 1280) 'conv5_block12_2_conv[0][0]'] conv5_block13_0_bn (BatchNorma (None, None, None, 5120 ['conv5_block12_concat[0][0]'] lization) 1280) conv5_block13_0_relu (Activati (None, None, None, 0 ['conv5_block13_0_bn[0][0]'] on) 1280) conv5_block13_1_conv (Conv2D) (None, None, None, 163840 ['conv5_block13_0_relu[0][0]'] 128) conv5_block13_1_bn (BatchNorma (None, None, None, 512 ['conv5_block13_1_conv[0][0]'] lization) 128) conv5_block13_1_relu (Activati (None, None, None, 0 ['conv5_block13_1_bn[0][0]'] on) 128) conv5_block13_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block13_1_relu[0][0]'] 32) conv5_block13_concat (Concaten (None, None, None, 0 ['conv5_block12_concat[0][0]', ate) 1312) 'conv5_block13_2_conv[0][0]'] conv5_block14_0_bn (BatchNorma (None, None, None, 5248 ['conv5_block13_concat[0][0]'] lization) 1312) conv5_block14_0_relu (Activati (None, None, None, 0 ['conv5_block14_0_bn[0][0]'] on) 1312) conv5_block14_1_conv (Conv2D) (None, None, None, 167936 ['conv5_block14_0_relu[0][0]'] 128) conv5_block14_1_bn (BatchNorma (None, None, None, 512 ['conv5_block14_1_conv[0][0]'] lization) 128) conv5_block14_1_relu (Activati (None, None, None, 0 ['conv5_block14_1_bn[0][0]'] on) 128) conv5_block14_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block14_1_relu[0][0]'] 32) conv5_block14_concat (Concaten (None, None, None, 0 ['conv5_block13_concat[0][0]', ate) 1344) 'conv5_block14_2_conv[0][0]'] conv5_block15_0_bn (BatchNorma (None, None, None, 5376 ['conv5_block14_concat[0][0]'] lization) 1344) conv5_block15_0_relu (Activati (None, None, None, 0 ['conv5_block15_0_bn[0][0]'] on) 1344) conv5_block15_1_conv (Conv2D) (None, None, None, 172032 ['conv5_block15_0_relu[0][0]'] 128) conv5_block15_1_bn (BatchNorma (None, None, None, 512 ['conv5_block15_1_conv[0][0]'] lization) 128) conv5_block15_1_relu (Activati (None, None, None, 0 ['conv5_block15_1_bn[0][0]'] on) 128) conv5_block15_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block15_1_relu[0][0]'] 32) conv5_block15_concat (Concaten (None, None, None, 0 ['conv5_block14_concat[0][0]', ate) 1376) 'conv5_block15_2_conv[0][0]'] conv5_block16_0_bn (BatchNorma (None, None, None, 5504 ['conv5_block15_concat[0][0]'] lization) 1376) conv5_block16_0_relu (Activati (None, None, None, 0 ['conv5_block16_0_bn[0][0]'] on) 1376) conv5_block16_1_conv (Conv2D) (None, None, None, 176128 ['conv5_block16_0_relu[0][0]'] 128) conv5_block16_1_bn (BatchNorma (None, None, None, 512 ['conv5_block16_1_conv[0][0]'] lization) 128) conv5_block16_1_relu (Activati (None, None, None, 0 ['conv5_block16_1_bn[0][0]'] on) 128) conv5_block16_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block16_1_relu[0][0]'] 32) conv5_block16_concat (Concaten (None, None, None, 0 ['conv5_block15_concat[0][0]', ate) 1408) 'conv5_block16_2_conv[0][0]'] conv5_block17_0_bn (BatchNorma (None, None, None, 5632 ['conv5_block16_concat[0][0]'] lization) 1408) conv5_block17_0_relu (Activati (None, None, None, 0 ['conv5_block17_0_bn[0][0]'] on) 1408) conv5_block17_1_conv (Conv2D) (None, None, None, 180224 ['conv5_block17_0_relu[0][0]'] 128) conv5_block17_1_bn (BatchNorma (None, None, None, 512 ['conv5_block17_1_conv[0][0]'] lization) 128) conv5_block17_1_relu (Activati (None, None, None, 0 ['conv5_block17_1_bn[0][0]'] on) 128) conv5_block17_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block17_1_relu[0][0]'] 32) conv5_block17_concat (Concaten (None, None, None, 0 ['conv5_block16_concat[0][0]', ate) 1440) 'conv5_block17_2_conv[0][0]'] conv5_block18_0_bn (BatchNorma (None, None, None, 5760 ['conv5_block17_concat[0][0]'] lization) 1440) conv5_block18_0_relu (Activati (None, None, None, 0 ['conv5_block18_0_bn[0][0]'] on) 1440) conv5_block18_1_conv (Conv2D) (None, None, None, 184320 ['conv5_block18_0_relu[0][0]'] 128) conv5_block18_1_bn (BatchNorma (None, None, None, 512 ['conv5_block18_1_conv[0][0]'] lization) 128) conv5_block18_1_relu (Activati (None, None, None, 0 ['conv5_block18_1_bn[0][0]'] on) 128) conv5_block18_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block18_1_relu[0][0]'] 32) conv5_block18_concat (Concaten (None, None, None, 0 ['conv5_block17_concat[0][0]', ate) 1472) 'conv5_block18_2_conv[0][0]'] conv5_block19_0_bn (BatchNorma (None, None, None, 5888 ['conv5_block18_concat[0][0]'] lization) 1472) conv5_block19_0_relu (Activati (None, None, None, 0 ['conv5_block19_0_bn[0][0]'] on) 1472) conv5_block19_1_conv (Conv2D) (None, None, None, 188416 ['conv5_block19_0_relu[0][0]'] 128) conv5_block19_1_bn (BatchNorma (None, None, None, 512 ['conv5_block19_1_conv[0][0]'] lization) 128) conv5_block19_1_relu (Activati (None, None, None, 0 ['conv5_block19_1_bn[0][0]'] on) 128) conv5_block19_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block19_1_relu[0][0]'] 32) conv5_block19_concat (Concaten (None, None, None, 0 ['conv5_block18_concat[0][0]', ate) 1504) 'conv5_block19_2_conv[0][0]'] conv5_block20_0_bn (BatchNorma (None, None, None, 6016 ['conv5_block19_concat[0][0]'] lization) 1504) conv5_block20_0_relu (Activati (None, None, None, 0 ['conv5_block20_0_bn[0][0]'] on) 1504) conv5_block20_1_conv (Conv2D) (None, None, None, 192512 ['conv5_block20_0_relu[0][0]'] 128) conv5_block20_1_bn (BatchNorma (None, None, None, 512 ['conv5_block20_1_conv[0][0]'] lization) 128) conv5_block20_1_relu (Activati (None, None, None, 0 ['conv5_block20_1_bn[0][0]'] on) 128) conv5_block20_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block20_1_relu[0][0]'] 32) conv5_block20_concat (Concaten (None, None, None, 0 ['conv5_block19_concat[0][0]', ate) 1536) 'conv5_block20_2_conv[0][0]'] conv5_block21_0_bn (BatchNorma (None, None, None, 6144 ['conv5_block20_concat[0][0]'] lization) 1536) conv5_block21_0_relu (Activati (None, None, None, 0 ['conv5_block21_0_bn[0][0]'] on) 1536) conv5_block21_1_conv (Conv2D) (None, None, None, 196608 ['conv5_block21_0_relu[0][0]'] 128) conv5_block21_1_bn (BatchNorma (None, None, None, 512 ['conv5_block21_1_conv[0][0]'] lization) 128) conv5_block21_1_relu (Activati (None, None, None, 0 ['conv5_block21_1_bn[0][0]'] on) 128) conv5_block21_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block21_1_relu[0][0]'] 32) conv5_block21_concat (Concaten (None, None, None, 0 ['conv5_block20_concat[0][0]', ate) 1568) 'conv5_block21_2_conv[0][0]'] conv5_block22_0_bn (BatchNorma (None, None, None, 6272 ['conv5_block21_concat[0][0]'] lization) 1568) conv5_block22_0_relu (Activati (None, None, None, 0 ['conv5_block22_0_bn[0][0]'] on) 1568) conv5_block22_1_conv (Conv2D) (None, None, None, 200704 ['conv5_block22_0_relu[0][0]'] 128) conv5_block22_1_bn (BatchNorma (None, None, None, 512 ['conv5_block22_1_conv[0][0]'] lization) 128) conv5_block22_1_relu (Activati (None, None, None, 0 ['conv5_block22_1_bn[0][0]'] on) 128) conv5_block22_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block22_1_relu[0][0]'] 32) conv5_block22_concat (Concaten (None, None, None, 0 ['conv5_block21_concat[0][0]', ate) 1600) 'conv5_block22_2_conv[0][0]'] conv5_block23_0_bn (BatchNorma (None, None, None, 6400 ['conv5_block22_concat[0][0]'] lization) 1600) conv5_block23_0_relu (Activati (None, None, None, 0 ['conv5_block23_0_bn[0][0]'] on) 1600) conv5_block23_1_conv (Conv2D) (None, None, None, 204800 ['conv5_block23_0_relu[0][0]'] 128) conv5_block23_1_bn (BatchNorma (None, None, None, 512 ['conv5_block23_1_conv[0][0]'] lization) 128) conv5_block23_1_relu (Activati (None, None, None, 0 ['conv5_block23_1_bn[0][0]'] on) 128) conv5_block23_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block23_1_relu[0][0]'] 32) conv5_block23_concat (Concaten (None, None, None, 0 ['conv5_block22_concat[0][0]', ate) 1632) 'conv5_block23_2_conv[0][0]'] conv5_block24_0_bn (BatchNorma (None, None, None, 6528 ['conv5_block23_concat[0][0]'] lization) 1632) conv5_block24_0_relu (Activati (None, None, None, 0 ['conv5_block24_0_bn[0][0]'] on) 1632) conv5_block24_1_conv (Conv2D) (None, None, None, 208896 ['conv5_block24_0_relu[0][0]'] 128) conv5_block24_1_bn (BatchNorma (None, None, None, 512 ['conv5_block24_1_conv[0][0]'] lization) 128) conv5_block24_1_relu (Activati (None, None, None, 0 ['conv5_block24_1_bn[0][0]'] on) 128) conv5_block24_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block24_1_relu[0][0]'] 32) conv5_block24_concat (Concaten (None, None, None, 0 ['conv5_block23_concat[0][0]', ate) 1664) 'conv5_block24_2_conv[0][0]'] conv5_block25_0_bn (BatchNorma (None, None, None, 6656 ['conv5_block24_concat[0][0]'] lization) 1664) conv5_block25_0_relu (Activati (None, None, None, 0 ['conv5_block25_0_bn[0][0]'] on) 1664) conv5_block25_1_conv (Conv2D) (None, None, None, 212992 ['conv5_block25_0_relu[0][0]'] 128) conv5_block25_1_bn (BatchNorma (None, None, None, 512 ['conv5_block25_1_conv[0][0]'] lization) 128) conv5_block25_1_relu (Activati (None, None, None, 0 ['conv5_block25_1_bn[0][0]'] on) 128) conv5_block25_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block25_1_relu[0][0]'] 32) conv5_block25_concat (Concaten (None, None, None, 0 ['conv5_block24_concat[0][0]', ate) 1696) 'conv5_block25_2_conv[0][0]'] conv5_block26_0_bn (BatchNorma (None, None, None, 6784 ['conv5_block25_concat[0][0]'] lization) 1696) conv5_block26_0_relu (Activati (None, None, None, 0 ['conv5_block26_0_bn[0][0]'] on) 1696) conv5_block26_1_conv (Conv2D) (None, None, None, 217088 ['conv5_block26_0_relu[0][0]'] 128) conv5_block26_1_bn (BatchNorma (None, None, None, 512 ['conv5_block26_1_conv[0][0]'] lization) 128) conv5_block26_1_relu (Activati (None, None, None, 0 ['conv5_block26_1_bn[0][0]'] on) 128) conv5_block26_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block26_1_relu[0][0]'] 32) conv5_block26_concat (Concaten (None, None, None, 0 ['conv5_block25_concat[0][0]', ate) 1728) 'conv5_block26_2_conv[0][0]'] conv5_block27_0_bn (BatchNorma (None, None, None, 6912 ['conv5_block26_concat[0][0]'] lization) 1728) conv5_block27_0_relu (Activati (None, None, None, 0 ['conv5_block27_0_bn[0][0]'] on) 1728) conv5_block27_1_conv (Conv2D) (None, None, None, 221184 ['conv5_block27_0_relu[0][0]'] 128) conv5_block27_1_bn (BatchNorma (None, None, None, 512 ['conv5_block27_1_conv[0][0]'] lization) 128) conv5_block27_1_relu (Activati (None, None, None, 0 ['conv5_block27_1_bn[0][0]'] on) 128) conv5_block27_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block27_1_relu[0][0]'] 32) conv5_block27_concat (Concaten (None, None, None, 0 ['conv5_block26_concat[0][0]', ate) 1760) 'conv5_block27_2_conv[0][0]'] conv5_block28_0_bn (BatchNorma (None, None, None, 7040 ['conv5_block27_concat[0][0]'] lization) 1760) conv5_block28_0_relu (Activati (None, None, None, 0 ['conv5_block28_0_bn[0][0]'] on) 1760) conv5_block28_1_conv (Conv2D) (None, None, None, 225280 ['conv5_block28_0_relu[0][0]'] 128) conv5_block28_1_bn (BatchNorma (None, None, None, 512 ['conv5_block28_1_conv[0][0]'] lization) 128) conv5_block28_1_relu (Activati (None, None, None, 0 ['conv5_block28_1_bn[0][0]'] on) 128) conv5_block28_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block28_1_relu[0][0]'] 32) conv5_block28_concat (Concaten (None, None, None, 0 ['conv5_block27_concat[0][0]', ate) 1792) 'conv5_block28_2_conv[0][0]'] conv5_block29_0_bn (BatchNorma (None, None, None, 7168 ['conv5_block28_concat[0][0]'] lization) 1792) conv5_block29_0_relu (Activati (None, None, None, 0 ['conv5_block29_0_bn[0][0]'] on) 1792) conv5_block29_1_conv (Conv2D) (None, None, None, 229376 ['conv5_block29_0_relu[0][0]'] 128) conv5_block29_1_bn (BatchNorma (None, None, None, 512 ['conv5_block29_1_conv[0][0]'] lization) 128) conv5_block29_1_relu (Activati (None, None, None, 0 ['conv5_block29_1_bn[0][0]'] on) 128) conv5_block29_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block29_1_relu[0][0]'] 32) conv5_block29_concat (Concaten (None, None, None, 0 ['conv5_block28_concat[0][0]', ate) 1824) 'conv5_block29_2_conv[0][0]'] conv5_block30_0_bn (BatchNorma (None, None, None, 7296 ['conv5_block29_concat[0][0]'] lization) 1824) conv5_block30_0_relu (Activati (None, None, None, 0 ['conv5_block30_0_bn[0][0]'] on) 1824) conv5_block30_1_conv (Conv2D) (None, None, None, 233472 ['conv5_block30_0_relu[0][0]'] 128) conv5_block30_1_bn (BatchNorma (None, None, None, 512 ['conv5_block30_1_conv[0][0]'] lization) 128) conv5_block30_1_relu (Activati (None, None, None, 0 ['conv5_block30_1_bn[0][0]'] on) 128) conv5_block30_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block30_1_relu[0][0]'] 32) conv5_block30_concat (Concaten (None, None, None, 0 ['conv5_block29_concat[0][0]', ate) 1856) 'conv5_block30_2_conv[0][0]'] conv5_block31_0_bn (BatchNorma (None, None, None, 7424 ['conv5_block30_concat[0][0]'] lization) 1856) conv5_block31_0_relu (Activati (None, None, None, 0 ['conv5_block31_0_bn[0][0]'] on) 1856) conv5_block31_1_conv (Conv2D) (None, None, None, 237568 ['conv5_block31_0_relu[0][0]'] 128) conv5_block31_1_bn (BatchNorma (None, None, None, 512 ['conv5_block31_1_conv[0][0]'] lization) 128) conv5_block31_1_relu (Activati (None, None, None, 0 ['conv5_block31_1_bn[0][0]'] on) 128) conv5_block31_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block31_1_relu[0][0]'] 32) conv5_block31_concat (Concaten (None, None, None, 0 ['conv5_block30_concat[0][0]', ate) 1888) 'conv5_block31_2_conv[0][0]'] conv5_block32_0_bn (BatchNorma (None, None, None, 7552 ['conv5_block31_concat[0][0]'] lization) 1888) conv5_block32_0_relu (Activati (None, None, None, 0 ['conv5_block32_0_bn[0][0]'] on) 1888) conv5_block32_1_conv (Conv2D) (None, None, None, 241664 ['conv5_block32_0_relu[0][0]'] 128) conv5_block32_1_bn (BatchNorma (None, None, None, 512 ['conv5_block32_1_conv[0][0]'] lization) 128) conv5_block32_1_relu (Activati (None, None, None, 0 ['conv5_block32_1_bn[0][0]'] on) 128) conv5_block32_2_conv (Conv2D) (None, None, None, 36864 ['conv5_block32_1_relu[0][0]'] 32) conv5_block32_concat (Concaten (None, None, None, 0 ['conv5_block31_concat[0][0]', ate) 1920) 'conv5_block32_2_conv[0][0]'] bn (BatchNormalization) (None, None, None, 7680 ['conv5_block32_concat[0][0]'] 1920) relu (Activation) (None, None, None, 0 ['bn[0][0]'] 1920) conv2 (Conv2D) (None, None, None, 1844160 ['relu[0][0]'] 960) up1_upsampling2d (BilinearUpSa (None, None, None, 0 ['conv2[0][0]'] mpling2D) 960) up1_concat (Concatenate) (None, None, None, 0 ['up1_upsampling2d[0][0]', 1216) 'pool3_pool[0][0]'] up1_convA (Conv2D) (None, None, None, 5253600 ['up1_concat[0][0]'] 480) leaky_re_lu (LeakyReLU) (None, None, None, 0 ['up1_convA[0][0]'] 480) up1_convB (Conv2D) (None, None, None, 2074080 ['leaky_re_lu[0][0]'] 480) leaky_re_lu_1 (LeakyReLU) (None, None, None, 0 ['up1_convB[0][0]'] 480) up2_upsampling2d (BilinearUpSa (None, None, None, 0 ['leaky_re_lu_1[0][0]'] mpling2D) 480) up2_concat (Concatenate) (None, None, None, 0 ['up2_upsampling2d[0][0]', 608) 'pool2_pool[0][0]'] up2_convA (Conv2D) (None, None, None, 1313520 ['up2_concat[0][0]'] 240) leaky_re_lu_2 (LeakyReLU) (None, None, None, 0 ['up2_convA[0][0]'] 240) up2_convB (Conv2D) (None, None, None, 518640 ['leaky_re_lu_2[0][0]'] 240) leaky_re_lu_3 (LeakyReLU) (None, None, None, 0 ['up2_convB[0][0]'] 240) up3_upsampling2d (BilinearUpSa (None, None, None, 0 ['leaky_re_lu_3[0][0]'] mpling2D) 240) up3_concat (Concatenate) (None, None, None, 0 ['up3_upsampling2d[0][0]', 304) 'pool1[0][0]'] up3_convA (Conv2D) (None, None, None, 328440 ['up3_concat[0][0]'] 120) leaky_re_lu_4 (LeakyReLU) (None, None, None, 0 ['up3_convA[0][0]'] 120) up3_convB (Conv2D) (None, None, None, 129720 ['leaky_re_lu_4[0][0]'] 120) leaky_re_lu_5 (LeakyReLU) (None, None, None, 0 ['up3_convB[0][0]'] 120) up4_upsampling2d (BilinearUpSa (None, None, None, 0 ['leaky_re_lu_5[0][0]'] mpling2D) 120) up4_concat (Concatenate) (None, None, None, 0 ['up4_upsampling2d[0][0]', 184) 'conv1/relu[0][0]'] up4_convA (Conv2D) (None, None, None, 99420 ['up4_concat[0][0]'] 60) leaky_re_lu_6 (LeakyReLU) (None, None, None, 0 ['up4_convA[0][0]'] 60) up4_convB (Conv2D) (None, None, None, 32460 ['leaky_re_lu_6[0][0]'] 60) leaky_re_lu_7 (LeakyReLU) (None, None, None, 0 ['up4_convB[0][0]'] 60) conv3 (Conv2D) (None, None, None, 541 ['leaky_re_lu_7[0][0]'] 1) ================================================================================================== Total params: 29,916,565 Trainable params: 29,687,509 Non-trainable params: 229,056 __________________________________________________________________________________________________