dadebarr@dadebarr-lambda:~/imagenet$ time python imagenet-transfer.py.txt 2022-10-30 12:55:34.213587: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1532] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 46692 MB memory: -> device: 0, name: NVIDIA RTX A6000, pci bus id: 0000:21:00.0, compute capability: 8.6 Model: "transfer_model" _______________________________________________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ======================================================================================================================================= input_1 (InputLayer) [(None, 64, 64, 3)] 0 [] resizing (Resizing) (None, 504, 504, 3) 0 ['input_1[0][0]'] random_crop (RandomCrop) (None, 480, 480, 3) 0 ['resizing[0][0]'] random_flip (RandomFlip) (None, 480, 480, 3) 0 ['random_crop[0][0]'] rescaling (Rescaling) (None, 480, 480, 3) 0 ['random_flip[0][0]'] stem_conv (Conv2D) (None, 240, 240, 32) 864 ['rescaling[0][0]'] stem_bn (BatchNormalization) (None, 240, 240, 32) 128 ['stem_conv[0][0]'] stem_activation (Activation) (None, 240, 240, 32) 0 ['stem_bn[0][0]'] block1a_project_conv (Conv2D) (None, 240, 240, 32) 9216 ['stem_activation[0][0]'] block1a_project_bn (BatchNormalization) (None, 240, 240, 32) 128 ['block1a_project_conv[0][0]'] block1a_project_activation (Activation) (None, 240, 240, 32) 0 ['block1a_project_bn[0][0]'] block1a_add (Add) (None, 240, 240, 32) 0 ['block1a_project_activation[0][0]', 'stem_activation[0][0]'] block1b_project_conv (Conv2D) (None, 240, 240, 32) 9216 ['block1a_add[0][0]'] block1b_project_bn (BatchNormalization) (None, 240, 240, 32) 128 ['block1b_project_conv[0][0]'] block1b_project_activation (Activation) (None, 240, 240, 32) 0 ['block1b_project_bn[0][0]'] block1b_drop (Dropout) (None, 240, 240, 32) 0 ['block1b_project_activation[0][0]'] block1b_add (Add) (None, 240, 240, 32) 0 ['block1b_drop[0][0]', 'block1a_add[0][0]'] block1c_project_conv (Conv2D) (None, 240, 240, 32) 9216 ['block1b_add[0][0]'] block1c_project_bn (BatchNormalization) (None, 240, 240, 32) 128 ['block1c_project_conv[0][0]'] block1c_project_activation (Activation) (None, 240, 240, 32) 0 ['block1c_project_bn[0][0]'] block1c_drop (Dropout) (None, 240, 240, 32) 0 ['block1c_project_activation[0][0]'] block1c_add (Add) (None, 240, 240, 32) 0 ['block1c_drop[0][0]', 'block1b_add[0][0]'] block1d_project_conv (Conv2D) (None, 240, 240, 32) 9216 ['block1c_add[0][0]'] block1d_project_bn (BatchNormalization) (None, 240, 240, 32) 128 ['block1d_project_conv[0][0]'] block1d_project_activation (Activation) (None, 240, 240, 32) 0 ['block1d_project_bn[0][0]'] block1d_drop (Dropout) (None, 240, 240, 32) 0 ['block1d_project_activation[0][0]'] block1d_add (Add) (None, 240, 240, 32) 0 ['block1d_drop[0][0]', 'block1c_add[0][0]'] block2a_expand_conv (Conv2D) (None, 120, 120, 128) 36864 ['block1d_add[0][0]'] block2a_expand_bn (BatchNormalization) (None, 120, 120, 128) 512 ['block2a_expand_conv[0][0]'] block2a_expand_activation (Activation) (None, 120, 120, 128) 0 ['block2a_expand_bn[0][0]'] block2a_project_conv (Conv2D) (None, 120, 120, 64) 8192 ['block2a_expand_activation[0][0]'] block2a_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2a_project_conv[0][0]'] block2b_expand_conv (Conv2D) (None, 120, 120, 256) 147456 ['block2a_project_bn[0][0]'] block2b_expand_bn (BatchNormalization) (None, 120, 120, 256) 1024 ['block2b_expand_conv[0][0]'] block2b_expand_activation (Activation) (None, 120, 120, 256) 0 ['block2b_expand_bn[0][0]'] block2b_project_conv (Conv2D) (None, 120, 120, 64) 16384 ['block2b_expand_activation[0][0]'] block2b_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2b_project_conv[0][0]'] block2b_drop (Dropout) (None, 120, 120, 64) 0 ['block2b_project_bn[0][0]'] block2b_add (Add) (None, 120, 120, 64) 0 ['block2b_drop[0][0]', 'block2a_project_bn[0][0]'] block2c_expand_conv (Conv2D) (None, 120, 120, 256) 147456 ['block2b_add[0][0]'] block2c_expand_bn (BatchNormalization) (None, 120, 120, 256) 1024 ['block2c_expand_conv[0][0]'] block2c_expand_activation (Activation) (None, 120, 120, 256) 0 ['block2c_expand_bn[0][0]'] block2c_project_conv (Conv2D) (None, 120, 120, 64) 16384 ['block2c_expand_activation[0][0]'] block2c_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2c_project_conv[0][0]'] block2c_drop (Dropout) (None, 120, 120, 64) 0 ['block2c_project_bn[0][0]'] block2c_add (Add) (None, 120, 120, 64) 0 ['block2c_drop[0][0]', 'block2b_add[0][0]'] block2d_expand_conv (Conv2D) (None, 120, 120, 256) 147456 ['block2c_add[0][0]'] block2d_expand_bn (BatchNormalization) (None, 120, 120, 256) 1024 ['block2d_expand_conv[0][0]'] block2d_expand_activation (Activation) (None, 120, 120, 256) 0 ['block2d_expand_bn[0][0]'] block2d_project_conv (Conv2D) (None, 120, 120, 64) 16384 ['block2d_expand_activation[0][0]'] block2d_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2d_project_conv[0][0]'] block2d_drop (Dropout) (None, 120, 120, 64) 0 ['block2d_project_bn[0][0]'] block2d_add (Add) (None, 120, 120, 64) 0 ['block2d_drop[0][0]', 'block2c_add[0][0]'] block2e_expand_conv (Conv2D) (None, 120, 120, 256) 147456 ['block2d_add[0][0]'] block2e_expand_bn (BatchNormalization) (None, 120, 120, 256) 1024 ['block2e_expand_conv[0][0]'] block2e_expand_activation (Activation) (None, 120, 120, 256) 0 ['block2e_expand_bn[0][0]'] block2e_project_conv (Conv2D) (None, 120, 120, 64) 16384 ['block2e_expand_activation[0][0]'] block2e_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2e_project_conv[0][0]'] block2e_drop (Dropout) (None, 120, 120, 64) 0 ['block2e_project_bn[0][0]'] block2e_add (Add) (None, 120, 120, 64) 0 ['block2e_drop[0][0]', 'block2d_add[0][0]'] block2f_expand_conv (Conv2D) (None, 120, 120, 256) 147456 ['block2e_add[0][0]'] block2f_expand_bn (BatchNormalization) (None, 120, 120, 256) 1024 ['block2f_expand_conv[0][0]'] block2f_expand_activation (Activation) (None, 120, 120, 256) 0 ['block2f_expand_bn[0][0]'] block2f_project_conv (Conv2D) (None, 120, 120, 64) 16384 ['block2f_expand_activation[0][0]'] block2f_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2f_project_conv[0][0]'] block2f_drop (Dropout) (None, 120, 120, 64) 0 ['block2f_project_bn[0][0]'] block2f_add (Add) (None, 120, 120, 64) 0 ['block2f_drop[0][0]', 'block2e_add[0][0]'] block2g_expand_conv (Conv2D) (None, 120, 120, 256) 147456 ['block2f_add[0][0]'] block2g_expand_bn (BatchNormalization) (None, 120, 120, 256) 1024 ['block2g_expand_conv[0][0]'] block2g_expand_activation (Activation) (None, 120, 120, 256) 0 ['block2g_expand_bn[0][0]'] block2g_project_conv (Conv2D) (None, 120, 120, 64) 16384 ['block2g_expand_activation[0][0]'] block2g_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2g_project_conv[0][0]'] block2g_drop (Dropout) (None, 120, 120, 64) 0 ['block2g_project_bn[0][0]'] block2g_add (Add) (None, 120, 120, 64) 0 ['block2g_drop[0][0]', 'block2f_add[0][0]'] block3a_expand_conv (Conv2D) (None, 60, 60, 256) 147456 ['block2g_add[0][0]'] block3a_expand_bn (BatchNormalization) (None, 60, 60, 256) 1024 ['block3a_expand_conv[0][0]'] block3a_expand_activation (Activation) (None, 60, 60, 256) 0 ['block3a_expand_bn[0][0]'] block3a_project_conv (Conv2D) (None, 60, 60, 96) 24576 ['block3a_expand_activation[0][0]'] block3a_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3a_project_conv[0][0]'] block3b_expand_conv (Conv2D) (None, 60, 60, 384) 331776 ['block3a_project_bn[0][0]'] block3b_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block3b_expand_conv[0][0]'] block3b_expand_activation (Activation) (None, 60, 60, 384) 0 ['block3b_expand_bn[0][0]'] block3b_project_conv (Conv2D) (None, 60, 60, 96) 36864 ['block3b_expand_activation[0][0]'] block3b_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3b_project_conv[0][0]'] block3b_drop (Dropout) (None, 60, 60, 96) 0 ['block3b_project_bn[0][0]'] block3b_add (Add) (None, 60, 60, 96) 0 ['block3b_drop[0][0]', 'block3a_project_bn[0][0]'] block3c_expand_conv (Conv2D) (None, 60, 60, 384) 331776 ['block3b_add[0][0]'] block3c_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block3c_expand_conv[0][0]'] block3c_expand_activation (Activation) (None, 60, 60, 384) 0 ['block3c_expand_bn[0][0]'] block3c_project_conv (Conv2D) (None, 60, 60, 96) 36864 ['block3c_expand_activation[0][0]'] block3c_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3c_project_conv[0][0]'] block3c_drop (Dropout) (None, 60, 60, 96) 0 ['block3c_project_bn[0][0]'] block3c_add (Add) (None, 60, 60, 96) 0 ['block3c_drop[0][0]', 'block3b_add[0][0]'] block3d_expand_conv (Conv2D) (None, 60, 60, 384) 331776 ['block3c_add[0][0]'] block3d_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block3d_expand_conv[0][0]'] block3d_expand_activation (Activation) (None, 60, 60, 384) 0 ['block3d_expand_bn[0][0]'] block3d_project_conv (Conv2D) (None, 60, 60, 96) 36864 ['block3d_expand_activation[0][0]'] block3d_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3d_project_conv[0][0]'] block3d_drop (Dropout) (None, 60, 60, 96) 0 ['block3d_project_bn[0][0]'] block3d_add (Add) (None, 60, 60, 96) 0 ['block3d_drop[0][0]', 'block3c_add[0][0]'] block3e_expand_conv (Conv2D) (None, 60, 60, 384) 331776 ['block3d_add[0][0]'] block3e_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block3e_expand_conv[0][0]'] block3e_expand_activation (Activation) (None, 60, 60, 384) 0 ['block3e_expand_bn[0][0]'] block3e_project_conv (Conv2D) (None, 60, 60, 96) 36864 ['block3e_expand_activation[0][0]'] block3e_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3e_project_conv[0][0]'] block3e_drop (Dropout) (None, 60, 60, 96) 0 ['block3e_project_bn[0][0]'] block3e_add (Add) (None, 60, 60, 96) 0 ['block3e_drop[0][0]', 'block3d_add[0][0]'] block3f_expand_conv (Conv2D) (None, 60, 60, 384) 331776 ['block3e_add[0][0]'] block3f_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block3f_expand_conv[0][0]'] block3f_expand_activation (Activation) (None, 60, 60, 384) 0 ['block3f_expand_bn[0][0]'] block3f_project_conv (Conv2D) (None, 60, 60, 96) 36864 ['block3f_expand_activation[0][0]'] block3f_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3f_project_conv[0][0]'] block3f_drop (Dropout) (None, 60, 60, 96) 0 ['block3f_project_bn[0][0]'] block3f_add (Add) (None, 60, 60, 96) 0 ['block3f_drop[0][0]', 'block3e_add[0][0]'] block3g_expand_conv (Conv2D) (None, 60, 60, 384) 331776 ['block3f_add[0][0]'] block3g_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block3g_expand_conv[0][0]'] block3g_expand_activation (Activation) (None, 60, 60, 384) 0 ['block3g_expand_bn[0][0]'] block3g_project_conv (Conv2D) (None, 60, 60, 96) 36864 ['block3g_expand_activation[0][0]'] block3g_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3g_project_conv[0][0]'] block3g_drop (Dropout) (None, 60, 60, 96) 0 ['block3g_project_bn[0][0]'] block3g_add (Add) (None, 60, 60, 96) 0 ['block3g_drop[0][0]', 'block3f_add[0][0]'] block4a_expand_conv (Conv2D) (None, 60, 60, 384) 36864 ['block3g_add[0][0]'] block4a_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block4a_expand_conv[0][0]'] block4a_expand_activation (Activation) (None, 60, 60, 384) 0 ['block4a_expand_bn[0][0]'] block4a_dwconv2 (DepthwiseConv2D) (None, 30, 30, 384) 3456 ['block4a_expand_activation[0][0]'] block4a_bn (BatchNormalization) (None, 30, 30, 384) 1536 ['block4a_dwconv2[0][0]'] block4a_activation (Activation) (None, 30, 30, 384) 0 ['block4a_bn[0][0]'] block4a_se_squeeze (GlobalAveragePooling2D (None, 384) 0 ['block4a_activation[0][0]'] ) block4a_se_reshape (Reshape) (None, 1, 1, 384) 0 ['block4a_se_squeeze[0][0]'] block4a_se_reduce (Conv2D) (None, 1, 1, 24) 9240 ['block4a_se_reshape[0][0]'] block4a_se_expand (Conv2D) (None, 1, 1, 384) 9600 ['block4a_se_reduce[0][0]'] block4a_se_excite (Multiply) (None, 30, 30, 384) 0 ['block4a_activation[0][0]', 'block4a_se_expand[0][0]'] block4a_project_conv (Conv2D) (None, 30, 30, 192) 73728 ['block4a_se_excite[0][0]'] block4a_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4a_project_conv[0][0]'] block4b_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4a_project_bn[0][0]'] block4b_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4b_expand_conv[0][0]'] block4b_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4b_expand_bn[0][0]'] block4b_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4b_expand_activation[0][0]'] block4b_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4b_dwconv2[0][0]'] block4b_activation (Activation) (None, 30, 30, 768) 0 ['block4b_bn[0][0]'] block4b_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4b_activation[0][0]'] ) block4b_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4b_se_squeeze[0][0]'] block4b_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4b_se_reshape[0][0]'] block4b_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4b_se_reduce[0][0]'] block4b_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4b_activation[0][0]', 'block4b_se_expand[0][0]'] block4b_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4b_se_excite[0][0]'] block4b_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4b_project_conv[0][0]'] block4b_drop (Dropout) (None, 30, 30, 192) 0 ['block4b_project_bn[0][0]'] block4b_add (Add) (None, 30, 30, 192) 0 ['block4b_drop[0][0]', 'block4a_project_bn[0][0]'] block4c_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4b_add[0][0]'] block4c_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4c_expand_conv[0][0]'] block4c_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4c_expand_bn[0][0]'] block4c_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4c_expand_activation[0][0]'] block4c_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4c_dwconv2[0][0]'] block4c_activation (Activation) (None, 30, 30, 768) 0 ['block4c_bn[0][0]'] block4c_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4c_activation[0][0]'] ) block4c_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4c_se_squeeze[0][0]'] block4c_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4c_se_reshape[0][0]'] block4c_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4c_se_reduce[0][0]'] block4c_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4c_activation[0][0]', 'block4c_se_expand[0][0]'] block4c_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4c_se_excite[0][0]'] block4c_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4c_project_conv[0][0]'] block4c_drop (Dropout) (None, 30, 30, 192) 0 ['block4c_project_bn[0][0]'] block4c_add (Add) (None, 30, 30, 192) 0 ['block4c_drop[0][0]', 'block4b_add[0][0]'] block4d_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4c_add[0][0]'] block4d_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4d_expand_conv[0][0]'] block4d_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4d_expand_bn[0][0]'] block4d_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4d_expand_activation[0][0]'] block4d_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4d_dwconv2[0][0]'] block4d_activation (Activation) (None, 30, 30, 768) 0 ['block4d_bn[0][0]'] block4d_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4d_activation[0][0]'] ) block4d_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4d_se_squeeze[0][0]'] block4d_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4d_se_reshape[0][0]'] block4d_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4d_se_reduce[0][0]'] block4d_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4d_activation[0][0]', 'block4d_se_expand[0][0]'] block4d_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4d_se_excite[0][0]'] block4d_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4d_project_conv[0][0]'] block4d_drop (Dropout) (None, 30, 30, 192) 0 ['block4d_project_bn[0][0]'] block4d_add (Add) (None, 30, 30, 192) 0 ['block4d_drop[0][0]', 'block4c_add[0][0]'] block4e_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4d_add[0][0]'] block4e_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4e_expand_conv[0][0]'] block4e_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4e_expand_bn[0][0]'] block4e_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4e_expand_activation[0][0]'] block4e_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4e_dwconv2[0][0]'] block4e_activation (Activation) (None, 30, 30, 768) 0 ['block4e_bn[0][0]'] block4e_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4e_activation[0][0]'] ) block4e_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4e_se_squeeze[0][0]'] block4e_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4e_se_reshape[0][0]'] block4e_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4e_se_reduce[0][0]'] block4e_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4e_activation[0][0]', 'block4e_se_expand[0][0]'] block4e_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4e_se_excite[0][0]'] block4e_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4e_project_conv[0][0]'] block4e_drop (Dropout) (None, 30, 30, 192) 0 ['block4e_project_bn[0][0]'] block4e_add (Add) (None, 30, 30, 192) 0 ['block4e_drop[0][0]', 'block4d_add[0][0]'] block4f_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4e_add[0][0]'] block4f_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4f_expand_conv[0][0]'] block4f_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4f_expand_bn[0][0]'] block4f_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4f_expand_activation[0][0]'] block4f_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4f_dwconv2[0][0]'] block4f_activation (Activation) (None, 30, 30, 768) 0 ['block4f_bn[0][0]'] block4f_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4f_activation[0][0]'] ) block4f_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4f_se_squeeze[0][0]'] block4f_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4f_se_reshape[0][0]'] block4f_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4f_se_reduce[0][0]'] block4f_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4f_activation[0][0]', 'block4f_se_expand[0][0]'] block4f_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4f_se_excite[0][0]'] block4f_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4f_project_conv[0][0]'] block4f_drop (Dropout) (None, 30, 30, 192) 0 ['block4f_project_bn[0][0]'] block4f_add (Add) (None, 30, 30, 192) 0 ['block4f_drop[0][0]', 'block4e_add[0][0]'] block4g_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4f_add[0][0]'] block4g_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4g_expand_conv[0][0]'] block4g_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4g_expand_bn[0][0]'] block4g_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4g_expand_activation[0][0]'] block4g_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4g_dwconv2[0][0]'] block4g_activation (Activation) (None, 30, 30, 768) 0 ['block4g_bn[0][0]'] block4g_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4g_activation[0][0]'] ) block4g_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4g_se_squeeze[0][0]'] block4g_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4g_se_reshape[0][0]'] block4g_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4g_se_reduce[0][0]'] block4g_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4g_activation[0][0]', 'block4g_se_expand[0][0]'] block4g_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4g_se_excite[0][0]'] block4g_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4g_project_conv[0][0]'] block4g_drop (Dropout) (None, 30, 30, 192) 0 ['block4g_project_bn[0][0]'] block4g_add (Add) (None, 30, 30, 192) 0 ['block4g_drop[0][0]', 'block4f_add[0][0]'] block4h_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4g_add[0][0]'] block4h_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4h_expand_conv[0][0]'] block4h_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4h_expand_bn[0][0]'] block4h_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4h_expand_activation[0][0]'] block4h_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4h_dwconv2[0][0]'] block4h_activation (Activation) (None, 30, 30, 768) 0 ['block4h_bn[0][0]'] block4h_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4h_activation[0][0]'] ) block4h_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4h_se_squeeze[0][0]'] block4h_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4h_se_reshape[0][0]'] block4h_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4h_se_reduce[0][0]'] block4h_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4h_activation[0][0]', 'block4h_se_expand[0][0]'] block4h_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4h_se_excite[0][0]'] block4h_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4h_project_conv[0][0]'] block4h_drop (Dropout) (None, 30, 30, 192) 0 ['block4h_project_bn[0][0]'] block4h_add (Add) (None, 30, 30, 192) 0 ['block4h_drop[0][0]', 'block4g_add[0][0]'] block4i_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4h_add[0][0]'] block4i_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4i_expand_conv[0][0]'] block4i_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4i_expand_bn[0][0]'] block4i_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4i_expand_activation[0][0]'] block4i_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4i_dwconv2[0][0]'] block4i_activation (Activation) (None, 30, 30, 768) 0 ['block4i_bn[0][0]'] block4i_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4i_activation[0][0]'] ) block4i_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4i_se_squeeze[0][0]'] block4i_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4i_se_reshape[0][0]'] block4i_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4i_se_reduce[0][0]'] block4i_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4i_activation[0][0]', 'block4i_se_expand[0][0]'] block4i_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4i_se_excite[0][0]'] block4i_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4i_project_conv[0][0]'] block4i_drop (Dropout) (None, 30, 30, 192) 0 ['block4i_project_bn[0][0]'] block4i_add (Add) (None, 30, 30, 192) 0 ['block4i_drop[0][0]', 'block4h_add[0][0]'] block4j_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4i_add[0][0]'] block4j_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4j_expand_conv[0][0]'] block4j_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4j_expand_bn[0][0]'] block4j_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4j_expand_activation[0][0]'] block4j_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4j_dwconv2[0][0]'] block4j_activation (Activation) (None, 30, 30, 768) 0 ['block4j_bn[0][0]'] block4j_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4j_activation[0][0]'] ) block4j_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4j_se_squeeze[0][0]'] block4j_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4j_se_reshape[0][0]'] block4j_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4j_se_reduce[0][0]'] block4j_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4j_activation[0][0]', 'block4j_se_expand[0][0]'] block4j_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4j_se_excite[0][0]'] block4j_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4j_project_conv[0][0]'] block4j_drop (Dropout) (None, 30, 30, 192) 0 ['block4j_project_bn[0][0]'] block4j_add (Add) (None, 30, 30, 192) 0 ['block4j_drop[0][0]', 'block4i_add[0][0]'] block5a_expand_conv (Conv2D) (None, 30, 30, 1152) 221184 ['block4j_add[0][0]'] block5a_expand_bn (BatchNormalization) (None, 30, 30, 1152) 4608 ['block5a_expand_conv[0][0]'] block5a_expand_activation (Activation) (None, 30, 30, 1152) 0 ['block5a_expand_bn[0][0]'] block5a_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1152) 10368 ['block5a_expand_activation[0][0]'] block5a_bn (BatchNormalization) (None, 30, 30, 1152) 4608 ['block5a_dwconv2[0][0]'] block5a_activation (Activation) (None, 30, 30, 1152) 0 ['block5a_bn[0][0]'] block5a_se_squeeze (GlobalAveragePooling2D (None, 1152) 0 ['block5a_activation[0][0]'] ) block5a_se_reshape (Reshape) (None, 1, 1, 1152) 0 ['block5a_se_squeeze[0][0]'] block5a_se_reduce (Conv2D) (None, 1, 1, 48) 55344 ['block5a_se_reshape[0][0]'] block5a_se_expand (Conv2D) (None, 1, 1, 1152) 56448 ['block5a_se_reduce[0][0]'] block5a_se_excite (Multiply) (None, 30, 30, 1152) 0 ['block5a_activation[0][0]', 'block5a_se_expand[0][0]'] block5a_project_conv (Conv2D) (None, 30, 30, 224) 258048 ['block5a_se_excite[0][0]'] block5a_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5a_project_conv[0][0]'] block5b_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5a_project_bn[0][0]'] block5b_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5b_expand_conv[0][0]'] block5b_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5b_expand_bn[0][0]'] block5b_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5b_expand_activation[0][0]'] block5b_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5b_dwconv2[0][0]'] block5b_activation (Activation) (None, 30, 30, 1344) 0 ['block5b_bn[0][0]'] block5b_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5b_activation[0][0]'] ) block5b_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5b_se_squeeze[0][0]'] block5b_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5b_se_reshape[0][0]'] block5b_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5b_se_reduce[0][0]'] block5b_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5b_activation[0][0]', 'block5b_se_expand[0][0]'] block5b_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5b_se_excite[0][0]'] block5b_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5b_project_conv[0][0]'] block5b_drop (Dropout) (None, 30, 30, 224) 0 ['block5b_project_bn[0][0]'] block5b_add (Add) (None, 30, 30, 224) 0 ['block5b_drop[0][0]', 'block5a_project_bn[0][0]'] block5c_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5b_add[0][0]'] block5c_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5c_expand_conv[0][0]'] block5c_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5c_expand_bn[0][0]'] block5c_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5c_expand_activation[0][0]'] block5c_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5c_dwconv2[0][0]'] block5c_activation (Activation) (None, 30, 30, 1344) 0 ['block5c_bn[0][0]'] block5c_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5c_activation[0][0]'] ) block5c_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5c_se_squeeze[0][0]'] block5c_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5c_se_reshape[0][0]'] block5c_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5c_se_reduce[0][0]'] block5c_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5c_activation[0][0]', 'block5c_se_expand[0][0]'] block5c_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5c_se_excite[0][0]'] block5c_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5c_project_conv[0][0]'] block5c_drop (Dropout) (None, 30, 30, 224) 0 ['block5c_project_bn[0][0]'] block5c_add (Add) (None, 30, 30, 224) 0 ['block5c_drop[0][0]', 'block5b_add[0][0]'] block5d_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5c_add[0][0]'] block5d_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5d_expand_conv[0][0]'] block5d_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5d_expand_bn[0][0]'] block5d_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5d_expand_activation[0][0]'] block5d_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5d_dwconv2[0][0]'] block5d_activation (Activation) (None, 30, 30, 1344) 0 ['block5d_bn[0][0]'] block5d_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5d_activation[0][0]'] ) block5d_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5d_se_squeeze[0][0]'] block5d_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5d_se_reshape[0][0]'] block5d_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5d_se_reduce[0][0]'] block5d_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5d_activation[0][0]', 'block5d_se_expand[0][0]'] block5d_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5d_se_excite[0][0]'] block5d_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5d_project_conv[0][0]'] block5d_drop (Dropout) (None, 30, 30, 224) 0 ['block5d_project_bn[0][0]'] block5d_add (Add) (None, 30, 30, 224) 0 ['block5d_drop[0][0]', 'block5c_add[0][0]'] block5e_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5d_add[0][0]'] block5e_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5e_expand_conv[0][0]'] block5e_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5e_expand_bn[0][0]'] block5e_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5e_expand_activation[0][0]'] block5e_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5e_dwconv2[0][0]'] block5e_activation (Activation) (None, 30, 30, 1344) 0 ['block5e_bn[0][0]'] block5e_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5e_activation[0][0]'] ) block5e_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5e_se_squeeze[0][0]'] block5e_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5e_se_reshape[0][0]'] block5e_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5e_se_reduce[0][0]'] block5e_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5e_activation[0][0]', 'block5e_se_expand[0][0]'] block5e_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5e_se_excite[0][0]'] block5e_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5e_project_conv[0][0]'] block5e_drop (Dropout) (None, 30, 30, 224) 0 ['block5e_project_bn[0][0]'] block5e_add (Add) (None, 30, 30, 224) 0 ['block5e_drop[0][0]', 'block5d_add[0][0]'] block5f_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5e_add[0][0]'] block5f_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5f_expand_conv[0][0]'] block5f_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5f_expand_bn[0][0]'] block5f_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5f_expand_activation[0][0]'] block5f_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5f_dwconv2[0][0]'] block5f_activation (Activation) (None, 30, 30, 1344) 0 ['block5f_bn[0][0]'] block5f_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5f_activation[0][0]'] ) block5f_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5f_se_squeeze[0][0]'] block5f_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5f_se_reshape[0][0]'] block5f_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5f_se_reduce[0][0]'] block5f_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5f_activation[0][0]', 'block5f_se_expand[0][0]'] block5f_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5f_se_excite[0][0]'] block5f_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5f_project_conv[0][0]'] block5f_drop (Dropout) (None, 30, 30, 224) 0 ['block5f_project_bn[0][0]'] block5f_add (Add) (None, 30, 30, 224) 0 ['block5f_drop[0][0]', 'block5e_add[0][0]'] block5g_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5f_add[0][0]'] block5g_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5g_expand_conv[0][0]'] block5g_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5g_expand_bn[0][0]'] block5g_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5g_expand_activation[0][0]'] block5g_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5g_dwconv2[0][0]'] block5g_activation (Activation) (None, 30, 30, 1344) 0 ['block5g_bn[0][0]'] block5g_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5g_activation[0][0]'] ) block5g_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5g_se_squeeze[0][0]'] block5g_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5g_se_reshape[0][0]'] block5g_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5g_se_reduce[0][0]'] block5g_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5g_activation[0][0]', 'block5g_se_expand[0][0]'] block5g_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5g_se_excite[0][0]'] block5g_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5g_project_conv[0][0]'] block5g_drop (Dropout) (None, 30, 30, 224) 0 ['block5g_project_bn[0][0]'] block5g_add (Add) (None, 30, 30, 224) 0 ['block5g_drop[0][0]', 'block5f_add[0][0]'] block5h_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5g_add[0][0]'] block5h_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5h_expand_conv[0][0]'] block5h_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5h_expand_bn[0][0]'] block5h_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5h_expand_activation[0][0]'] block5h_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5h_dwconv2[0][0]'] block5h_activation (Activation) (None, 30, 30, 1344) 0 ['block5h_bn[0][0]'] block5h_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5h_activation[0][0]'] ) block5h_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5h_se_squeeze[0][0]'] block5h_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5h_se_reshape[0][0]'] block5h_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5h_se_reduce[0][0]'] block5h_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5h_activation[0][0]', 'block5h_se_expand[0][0]'] block5h_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5h_se_excite[0][0]'] block5h_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5h_project_conv[0][0]'] block5h_drop (Dropout) (None, 30, 30, 224) 0 ['block5h_project_bn[0][0]'] block5h_add (Add) (None, 30, 30, 224) 0 ['block5h_drop[0][0]', 'block5g_add[0][0]'] block5i_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5h_add[0][0]'] block5i_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5i_expand_conv[0][0]'] block5i_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5i_expand_bn[0][0]'] block5i_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5i_expand_activation[0][0]'] block5i_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5i_dwconv2[0][0]'] block5i_activation (Activation) (None, 30, 30, 1344) 0 ['block5i_bn[0][0]'] block5i_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5i_activation[0][0]'] ) block5i_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5i_se_squeeze[0][0]'] block5i_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5i_se_reshape[0][0]'] block5i_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5i_se_reduce[0][0]'] block5i_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5i_activation[0][0]', 'block5i_se_expand[0][0]'] block5i_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5i_se_excite[0][0]'] block5i_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5i_project_conv[0][0]'] block5i_drop (Dropout) (None, 30, 30, 224) 0 ['block5i_project_bn[0][0]'] block5i_add (Add) (None, 30, 30, 224) 0 ['block5i_drop[0][0]', 'block5h_add[0][0]'] block5j_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5i_add[0][0]'] block5j_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5j_expand_conv[0][0]'] block5j_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5j_expand_bn[0][0]'] block5j_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5j_expand_activation[0][0]'] block5j_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5j_dwconv2[0][0]'] block5j_activation (Activation) (None, 30, 30, 1344) 0 ['block5j_bn[0][0]'] block5j_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5j_activation[0][0]'] ) block5j_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5j_se_squeeze[0][0]'] block5j_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5j_se_reshape[0][0]'] block5j_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5j_se_reduce[0][0]'] block5j_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5j_activation[0][0]', 'block5j_se_expand[0][0]'] block5j_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5j_se_excite[0][0]'] block5j_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5j_project_conv[0][0]'] block5j_drop (Dropout) (None, 30, 30, 224) 0 ['block5j_project_bn[0][0]'] block5j_add (Add) (None, 30, 30, 224) 0 ['block5j_drop[0][0]', 'block5i_add[0][0]'] block5k_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5j_add[0][0]'] block5k_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5k_expand_conv[0][0]'] block5k_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5k_expand_bn[0][0]'] block5k_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5k_expand_activation[0][0]'] block5k_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5k_dwconv2[0][0]'] block5k_activation (Activation) (None, 30, 30, 1344) 0 ['block5k_bn[0][0]'] block5k_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5k_activation[0][0]'] ) block5k_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5k_se_squeeze[0][0]'] block5k_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5k_se_reshape[0][0]'] block5k_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5k_se_reduce[0][0]'] block5k_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5k_activation[0][0]', 'block5k_se_expand[0][0]'] block5k_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5k_se_excite[0][0]'] block5k_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5k_project_conv[0][0]'] block5k_drop (Dropout) (None, 30, 30, 224) 0 ['block5k_project_bn[0][0]'] block5k_add (Add) (None, 30, 30, 224) 0 ['block5k_drop[0][0]', 'block5j_add[0][0]'] block5l_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5k_add[0][0]'] block5l_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5l_expand_conv[0][0]'] block5l_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5l_expand_bn[0][0]'] block5l_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5l_expand_activation[0][0]'] block5l_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5l_dwconv2[0][0]'] block5l_activation (Activation) (None, 30, 30, 1344) 0 ['block5l_bn[0][0]'] block5l_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5l_activation[0][0]'] ) block5l_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5l_se_squeeze[0][0]'] block5l_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5l_se_reshape[0][0]'] block5l_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5l_se_reduce[0][0]'] block5l_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5l_activation[0][0]', 'block5l_se_expand[0][0]'] block5l_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5l_se_excite[0][0]'] block5l_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5l_project_conv[0][0]'] block5l_drop (Dropout) (None, 30, 30, 224) 0 ['block5l_project_bn[0][0]'] block5l_add (Add) (None, 30, 30, 224) 0 ['block5l_drop[0][0]', 'block5k_add[0][0]'] block5m_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5l_add[0][0]'] block5m_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5m_expand_conv[0][0]'] block5m_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5m_expand_bn[0][0]'] block5m_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5m_expand_activation[0][0]'] block5m_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5m_dwconv2[0][0]'] block5m_activation (Activation) (None, 30, 30, 1344) 0 ['block5m_bn[0][0]'] block5m_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5m_activation[0][0]'] ) block5m_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5m_se_squeeze[0][0]'] block5m_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5m_se_reshape[0][0]'] block5m_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5m_se_reduce[0][0]'] block5m_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5m_activation[0][0]', 'block5m_se_expand[0][0]'] block5m_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5m_se_excite[0][0]'] block5m_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5m_project_conv[0][0]'] block5m_drop (Dropout) (None, 30, 30, 224) 0 ['block5m_project_bn[0][0]'] block5m_add (Add) (None, 30, 30, 224) 0 ['block5m_drop[0][0]', 'block5l_add[0][0]'] block5n_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5m_add[0][0]'] block5n_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5n_expand_conv[0][0]'] block5n_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5n_expand_bn[0][0]'] block5n_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5n_expand_activation[0][0]'] block5n_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5n_dwconv2[0][0]'] block5n_activation (Activation) (None, 30, 30, 1344) 0 ['block5n_bn[0][0]'] block5n_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5n_activation[0][0]'] ) block5n_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5n_se_squeeze[0][0]'] block5n_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5n_se_reshape[0][0]'] block5n_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5n_se_reduce[0][0]'] block5n_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5n_activation[0][0]', 'block5n_se_expand[0][0]'] block5n_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5n_se_excite[0][0]'] block5n_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5n_project_conv[0][0]'] block5n_drop (Dropout) (None, 30, 30, 224) 0 ['block5n_project_bn[0][0]'] block5n_add (Add) (None, 30, 30, 224) 0 ['block5n_drop[0][0]', 'block5m_add[0][0]'] block5o_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5n_add[0][0]'] block5o_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5o_expand_conv[0][0]'] block5o_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5o_expand_bn[0][0]'] block5o_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5o_expand_activation[0][0]'] block5o_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5o_dwconv2[0][0]'] block5o_activation (Activation) (None, 30, 30, 1344) 0 ['block5o_bn[0][0]'] block5o_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5o_activation[0][0]'] ) block5o_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5o_se_squeeze[0][0]'] block5o_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5o_se_reshape[0][0]'] block5o_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5o_se_reduce[0][0]'] block5o_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5o_activation[0][0]', 'block5o_se_expand[0][0]'] block5o_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5o_se_excite[0][0]'] block5o_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5o_project_conv[0][0]'] block5o_drop (Dropout) (None, 30, 30, 224) 0 ['block5o_project_bn[0][0]'] block5o_add (Add) (None, 30, 30, 224) 0 ['block5o_drop[0][0]', 'block5n_add[0][0]'] block5p_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5o_add[0][0]'] block5p_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5p_expand_conv[0][0]'] block5p_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5p_expand_bn[0][0]'] block5p_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5p_expand_activation[0][0]'] block5p_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5p_dwconv2[0][0]'] block5p_activation (Activation) (None, 30, 30, 1344) 0 ['block5p_bn[0][0]'] block5p_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5p_activation[0][0]'] ) block5p_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5p_se_squeeze[0][0]'] block5p_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5p_se_reshape[0][0]'] block5p_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5p_se_reduce[0][0]'] block5p_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5p_activation[0][0]', 'block5p_se_expand[0][0]'] block5p_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5p_se_excite[0][0]'] block5p_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5p_project_conv[0][0]'] block5p_drop (Dropout) (None, 30, 30, 224) 0 ['block5p_project_bn[0][0]'] block5p_add (Add) (None, 30, 30, 224) 0 ['block5p_drop[0][0]', 'block5o_add[0][0]'] block5q_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5p_add[0][0]'] block5q_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5q_expand_conv[0][0]'] block5q_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5q_expand_bn[0][0]'] block5q_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5q_expand_activation[0][0]'] block5q_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5q_dwconv2[0][0]'] block5q_activation (Activation) (None, 30, 30, 1344) 0 ['block5q_bn[0][0]'] block5q_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5q_activation[0][0]'] ) block5q_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5q_se_squeeze[0][0]'] block5q_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5q_se_reshape[0][0]'] block5q_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5q_se_reduce[0][0]'] block5q_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5q_activation[0][0]', 'block5q_se_expand[0][0]'] block5q_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5q_se_excite[0][0]'] block5q_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5q_project_conv[0][0]'] block5q_drop (Dropout) (None, 30, 30, 224) 0 ['block5q_project_bn[0][0]'] block5q_add (Add) (None, 30, 30, 224) 0 ['block5q_drop[0][0]', 'block5p_add[0][0]'] block5r_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5q_add[0][0]'] block5r_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5r_expand_conv[0][0]'] block5r_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5r_expand_bn[0][0]'] block5r_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5r_expand_activation[0][0]'] block5r_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5r_dwconv2[0][0]'] block5r_activation (Activation) (None, 30, 30, 1344) 0 ['block5r_bn[0][0]'] block5r_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5r_activation[0][0]'] ) block5r_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5r_se_squeeze[0][0]'] block5r_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5r_se_reshape[0][0]'] block5r_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5r_se_reduce[0][0]'] block5r_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5r_activation[0][0]', 'block5r_se_expand[0][0]'] block5r_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5r_se_excite[0][0]'] block5r_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5r_project_conv[0][0]'] block5r_drop (Dropout) (None, 30, 30, 224) 0 ['block5r_project_bn[0][0]'] block5r_add (Add) (None, 30, 30, 224) 0 ['block5r_drop[0][0]', 'block5q_add[0][0]'] block5s_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5r_add[0][0]'] block5s_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5s_expand_conv[0][0]'] block5s_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5s_expand_bn[0][0]'] block5s_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5s_expand_activation[0][0]'] block5s_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5s_dwconv2[0][0]'] block5s_activation (Activation) (None, 30, 30, 1344) 0 ['block5s_bn[0][0]'] block5s_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5s_activation[0][0]'] ) block5s_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5s_se_squeeze[0][0]'] block5s_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5s_se_reshape[0][0]'] block5s_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5s_se_reduce[0][0]'] block5s_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5s_activation[0][0]', 'block5s_se_expand[0][0]'] block5s_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5s_se_excite[0][0]'] block5s_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5s_project_conv[0][0]'] block5s_drop (Dropout) (None, 30, 30, 224) 0 ['block5s_project_bn[0][0]'] block5s_add (Add) (None, 30, 30, 224) 0 ['block5s_drop[0][0]', 'block5r_add[0][0]'] block6a_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5s_add[0][0]'] block6a_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block6a_expand_conv[0][0]'] block6a_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block6a_expand_bn[0][0]'] block6a_dwconv2 (DepthwiseConv2D) (None, 15, 15, 1344) 12096 ['block6a_expand_activation[0][0]'] block6a_bn (BatchNormalization) (None, 15, 15, 1344) 5376 ['block6a_dwconv2[0][0]'] block6a_activation (Activation) (None, 15, 15, 1344) 0 ['block6a_bn[0][0]'] block6a_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block6a_activation[0][0]'] ) block6a_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block6a_se_squeeze[0][0]'] block6a_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block6a_se_reshape[0][0]'] block6a_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block6a_se_reduce[0][0]'] block6a_se_excite (Multiply) (None, 15, 15, 1344) 0 ['block6a_activation[0][0]', 'block6a_se_expand[0][0]'] block6a_project_conv (Conv2D) (None, 15, 15, 384) 516096 ['block6a_se_excite[0][0]'] block6a_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6a_project_conv[0][0]'] block6b_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6a_project_bn[0][0]'] block6b_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6b_expand_conv[0][0]'] block6b_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6b_expand_bn[0][0]'] block6b_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6b_expand_activation[0][0]'] block6b_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6b_dwconv2[0][0]'] block6b_activation (Activation) (None, 15, 15, 2304) 0 ['block6b_bn[0][0]'] block6b_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6b_activation[0][0]'] ) block6b_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6b_se_squeeze[0][0]'] block6b_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6b_se_reshape[0][0]'] block6b_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6b_se_reduce[0][0]'] block6b_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6b_activation[0][0]', 'block6b_se_expand[0][0]'] block6b_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6b_se_excite[0][0]'] block6b_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6b_project_conv[0][0]'] block6b_drop (Dropout) (None, 15, 15, 384) 0 ['block6b_project_bn[0][0]'] block6b_add (Add) (None, 15, 15, 384) 0 ['block6b_drop[0][0]', 'block6a_project_bn[0][0]'] block6c_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6b_add[0][0]'] block6c_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6c_expand_conv[0][0]'] block6c_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6c_expand_bn[0][0]'] block6c_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6c_expand_activation[0][0]'] block6c_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6c_dwconv2[0][0]'] block6c_activation (Activation) (None, 15, 15, 2304) 0 ['block6c_bn[0][0]'] block6c_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6c_activation[0][0]'] ) block6c_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6c_se_squeeze[0][0]'] block6c_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6c_se_reshape[0][0]'] block6c_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6c_se_reduce[0][0]'] block6c_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6c_activation[0][0]', 'block6c_se_expand[0][0]'] block6c_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6c_se_excite[0][0]'] block6c_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6c_project_conv[0][0]'] block6c_drop (Dropout) (None, 15, 15, 384) 0 ['block6c_project_bn[0][0]'] block6c_add (Add) (None, 15, 15, 384) 0 ['block6c_drop[0][0]', 'block6b_add[0][0]'] block6d_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6c_add[0][0]'] block6d_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6d_expand_conv[0][0]'] block6d_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6d_expand_bn[0][0]'] block6d_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6d_expand_activation[0][0]'] block6d_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6d_dwconv2[0][0]'] block6d_activation (Activation) (None, 15, 15, 2304) 0 ['block6d_bn[0][0]'] block6d_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6d_activation[0][0]'] ) block6d_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6d_se_squeeze[0][0]'] block6d_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6d_se_reshape[0][0]'] block6d_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6d_se_reduce[0][0]'] block6d_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6d_activation[0][0]', 'block6d_se_expand[0][0]'] block6d_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6d_se_excite[0][0]'] block6d_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6d_project_conv[0][0]'] block6d_drop (Dropout) (None, 15, 15, 384) 0 ['block6d_project_bn[0][0]'] block6d_add (Add) (None, 15, 15, 384) 0 ['block6d_drop[0][0]', 'block6c_add[0][0]'] block6e_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6d_add[0][0]'] block6e_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6e_expand_conv[0][0]'] block6e_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6e_expand_bn[0][0]'] block6e_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6e_expand_activation[0][0]'] block6e_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6e_dwconv2[0][0]'] block6e_activation (Activation) (None, 15, 15, 2304) 0 ['block6e_bn[0][0]'] block6e_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6e_activation[0][0]'] ) block6e_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6e_se_squeeze[0][0]'] block6e_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6e_se_reshape[0][0]'] block6e_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6e_se_reduce[0][0]'] block6e_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6e_activation[0][0]', 'block6e_se_expand[0][0]'] block6e_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6e_se_excite[0][0]'] block6e_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6e_project_conv[0][0]'] block6e_drop (Dropout) (None, 15, 15, 384) 0 ['block6e_project_bn[0][0]'] block6e_add (Add) (None, 15, 15, 384) 0 ['block6e_drop[0][0]', 'block6d_add[0][0]'] block6f_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6e_add[0][0]'] block6f_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6f_expand_conv[0][0]'] block6f_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6f_expand_bn[0][0]'] block6f_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6f_expand_activation[0][0]'] block6f_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6f_dwconv2[0][0]'] block6f_activation (Activation) (None, 15, 15, 2304) 0 ['block6f_bn[0][0]'] block6f_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6f_activation[0][0]'] ) block6f_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6f_se_squeeze[0][0]'] block6f_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6f_se_reshape[0][0]'] block6f_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6f_se_reduce[0][0]'] block6f_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6f_activation[0][0]', 'block6f_se_expand[0][0]'] block6f_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6f_se_excite[0][0]'] block6f_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6f_project_conv[0][0]'] block6f_drop (Dropout) (None, 15, 15, 384) 0 ['block6f_project_bn[0][0]'] block6f_add (Add) (None, 15, 15, 384) 0 ['block6f_drop[0][0]', 'block6e_add[0][0]'] block6g_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6f_add[0][0]'] block6g_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6g_expand_conv[0][0]'] block6g_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6g_expand_bn[0][0]'] block6g_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6g_expand_activation[0][0]'] block6g_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6g_dwconv2[0][0]'] block6g_activation (Activation) (None, 15, 15, 2304) 0 ['block6g_bn[0][0]'] block6g_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6g_activation[0][0]'] ) block6g_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6g_se_squeeze[0][0]'] block6g_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6g_se_reshape[0][0]'] block6g_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6g_se_reduce[0][0]'] block6g_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6g_activation[0][0]', 'block6g_se_expand[0][0]'] block6g_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6g_se_excite[0][0]'] block6g_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6g_project_conv[0][0]'] block6g_drop (Dropout) (None, 15, 15, 384) 0 ['block6g_project_bn[0][0]'] block6g_add (Add) (None, 15, 15, 384) 0 ['block6g_drop[0][0]', 'block6f_add[0][0]'] block6h_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6g_add[0][0]'] block6h_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6h_expand_conv[0][0]'] block6h_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6h_expand_bn[0][0]'] block6h_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6h_expand_activation[0][0]'] block6h_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6h_dwconv2[0][0]'] block6h_activation (Activation) (None, 15, 15, 2304) 0 ['block6h_bn[0][0]'] block6h_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6h_activation[0][0]'] ) block6h_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6h_se_squeeze[0][0]'] block6h_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6h_se_reshape[0][0]'] block6h_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6h_se_reduce[0][0]'] block6h_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6h_activation[0][0]', 'block6h_se_expand[0][0]'] block6h_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6h_se_excite[0][0]'] block6h_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6h_project_conv[0][0]'] block6h_drop (Dropout) (None, 15, 15, 384) 0 ['block6h_project_bn[0][0]'] block6h_add (Add) (None, 15, 15, 384) 0 ['block6h_drop[0][0]', 'block6g_add[0][0]'] block6i_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6h_add[0][0]'] block6i_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6i_expand_conv[0][0]'] block6i_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6i_expand_bn[0][0]'] block6i_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6i_expand_activation[0][0]'] block6i_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6i_dwconv2[0][0]'] block6i_activation (Activation) (None, 15, 15, 2304) 0 ['block6i_bn[0][0]'] block6i_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6i_activation[0][0]'] ) block6i_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6i_se_squeeze[0][0]'] block6i_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6i_se_reshape[0][0]'] block6i_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6i_se_reduce[0][0]'] block6i_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6i_activation[0][0]', 'block6i_se_expand[0][0]'] block6i_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6i_se_excite[0][0]'] block6i_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6i_project_conv[0][0]'] block6i_drop (Dropout) (None, 15, 15, 384) 0 ['block6i_project_bn[0][0]'] block6i_add (Add) (None, 15, 15, 384) 0 ['block6i_drop[0][0]', 'block6h_add[0][0]'] block6j_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6i_add[0][0]'] block6j_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6j_expand_conv[0][0]'] block6j_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6j_expand_bn[0][0]'] block6j_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6j_expand_activation[0][0]'] block6j_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6j_dwconv2[0][0]'] block6j_activation (Activation) (None, 15, 15, 2304) 0 ['block6j_bn[0][0]'] block6j_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6j_activation[0][0]'] ) block6j_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6j_se_squeeze[0][0]'] block6j_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6j_se_reshape[0][0]'] block6j_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6j_se_reduce[0][0]'] block6j_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6j_activation[0][0]', 'block6j_se_expand[0][0]'] block6j_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6j_se_excite[0][0]'] block6j_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6j_project_conv[0][0]'] block6j_drop (Dropout) (None, 15, 15, 384) 0 ['block6j_project_bn[0][0]'] block6j_add (Add) (None, 15, 15, 384) 0 ['block6j_drop[0][0]', 'block6i_add[0][0]'] block6k_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6j_add[0][0]'] block6k_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6k_expand_conv[0][0]'] block6k_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6k_expand_bn[0][0]'] block6k_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6k_expand_activation[0][0]'] block6k_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6k_dwconv2[0][0]'] block6k_activation (Activation) (None, 15, 15, 2304) 0 ['block6k_bn[0][0]'] block6k_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6k_activation[0][0]'] ) block6k_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6k_se_squeeze[0][0]'] block6k_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6k_se_reshape[0][0]'] block6k_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6k_se_reduce[0][0]'] block6k_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6k_activation[0][0]', 'block6k_se_expand[0][0]'] block6k_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6k_se_excite[0][0]'] block6k_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6k_project_conv[0][0]'] block6k_drop (Dropout) (None, 15, 15, 384) 0 ['block6k_project_bn[0][0]'] block6k_add (Add) (None, 15, 15, 384) 0 ['block6k_drop[0][0]', 'block6j_add[0][0]'] block6l_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6k_add[0][0]'] block6l_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6l_expand_conv[0][0]'] block6l_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6l_expand_bn[0][0]'] block6l_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6l_expand_activation[0][0]'] block6l_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6l_dwconv2[0][0]'] block6l_activation (Activation) (None, 15, 15, 2304) 0 ['block6l_bn[0][0]'] block6l_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6l_activation[0][0]'] ) block6l_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6l_se_squeeze[0][0]'] block6l_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6l_se_reshape[0][0]'] block6l_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6l_se_reduce[0][0]'] block6l_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6l_activation[0][0]', 'block6l_se_expand[0][0]'] block6l_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6l_se_excite[0][0]'] block6l_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6l_project_conv[0][0]'] block6l_drop (Dropout) (None, 15, 15, 384) 0 ['block6l_project_bn[0][0]'] block6l_add (Add) (None, 15, 15, 384) 0 ['block6l_drop[0][0]', 'block6k_add[0][0]'] block6m_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6l_add[0][0]'] block6m_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6m_expand_conv[0][0]'] block6m_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6m_expand_bn[0][0]'] block6m_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6m_expand_activation[0][0]'] block6m_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6m_dwconv2[0][0]'] block6m_activation (Activation) (None, 15, 15, 2304) 0 ['block6m_bn[0][0]'] block6m_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6m_activation[0][0]'] ) block6m_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6m_se_squeeze[0][0]'] block6m_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6m_se_reshape[0][0]'] block6m_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6m_se_reduce[0][0]'] block6m_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6m_activation[0][0]', 'block6m_se_expand[0][0]'] block6m_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6m_se_excite[0][0]'] block6m_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6m_project_conv[0][0]'] block6m_drop (Dropout) (None, 15, 15, 384) 0 ['block6m_project_bn[0][0]'] block6m_add (Add) (None, 15, 15, 384) 0 ['block6m_drop[0][0]', 'block6l_add[0][0]'] block6n_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6m_add[0][0]'] block6n_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6n_expand_conv[0][0]'] block6n_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6n_expand_bn[0][0]'] block6n_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6n_expand_activation[0][0]'] block6n_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6n_dwconv2[0][0]'] block6n_activation (Activation) (None, 15, 15, 2304) 0 ['block6n_bn[0][0]'] block6n_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6n_activation[0][0]'] ) block6n_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6n_se_squeeze[0][0]'] block6n_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6n_se_reshape[0][0]'] block6n_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6n_se_reduce[0][0]'] block6n_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6n_activation[0][0]', 'block6n_se_expand[0][0]'] block6n_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6n_se_excite[0][0]'] block6n_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6n_project_conv[0][0]'] block6n_drop (Dropout) (None, 15, 15, 384) 0 ['block6n_project_bn[0][0]'] block6n_add (Add) (None, 15, 15, 384) 0 ['block6n_drop[0][0]', 'block6m_add[0][0]'] block6o_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6n_add[0][0]'] block6o_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6o_expand_conv[0][0]'] block6o_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6o_expand_bn[0][0]'] block6o_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6o_expand_activation[0][0]'] block6o_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6o_dwconv2[0][0]'] block6o_activation (Activation) (None, 15, 15, 2304) 0 ['block6o_bn[0][0]'] block6o_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6o_activation[0][0]'] ) block6o_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6o_se_squeeze[0][0]'] block6o_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6o_se_reshape[0][0]'] block6o_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6o_se_reduce[0][0]'] block6o_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6o_activation[0][0]', 'block6o_se_expand[0][0]'] block6o_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6o_se_excite[0][0]'] block6o_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6o_project_conv[0][0]'] block6o_drop (Dropout) (None, 15, 15, 384) 0 ['block6o_project_bn[0][0]'] block6o_add (Add) (None, 15, 15, 384) 0 ['block6o_drop[0][0]', 'block6n_add[0][0]'] block6p_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6o_add[0][0]'] block6p_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6p_expand_conv[0][0]'] block6p_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6p_expand_bn[0][0]'] block6p_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6p_expand_activation[0][0]'] block6p_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6p_dwconv2[0][0]'] block6p_activation (Activation) (None, 15, 15, 2304) 0 ['block6p_bn[0][0]'] block6p_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6p_activation[0][0]'] ) block6p_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6p_se_squeeze[0][0]'] block6p_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6p_se_reshape[0][0]'] block6p_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6p_se_reduce[0][0]'] block6p_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6p_activation[0][0]', 'block6p_se_expand[0][0]'] block6p_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6p_se_excite[0][0]'] block6p_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6p_project_conv[0][0]'] block6p_drop (Dropout) (None, 15, 15, 384) 0 ['block6p_project_bn[0][0]'] block6p_add (Add) (None, 15, 15, 384) 0 ['block6p_drop[0][0]', 'block6o_add[0][0]'] block6q_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6p_add[0][0]'] block6q_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6q_expand_conv[0][0]'] block6q_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6q_expand_bn[0][0]'] block6q_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6q_expand_activation[0][0]'] block6q_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6q_dwconv2[0][0]'] block6q_activation (Activation) (None, 15, 15, 2304) 0 ['block6q_bn[0][0]'] block6q_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6q_activation[0][0]'] ) block6q_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6q_se_squeeze[0][0]'] block6q_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6q_se_reshape[0][0]'] block6q_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6q_se_reduce[0][0]'] block6q_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6q_activation[0][0]', 'block6q_se_expand[0][0]'] block6q_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6q_se_excite[0][0]'] block6q_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6q_project_conv[0][0]'] block6q_drop (Dropout) (None, 15, 15, 384) 0 ['block6q_project_bn[0][0]'] block6q_add (Add) (None, 15, 15, 384) 0 ['block6q_drop[0][0]', 'block6p_add[0][0]'] block6r_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6q_add[0][0]'] block6r_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6r_expand_conv[0][0]'] block6r_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6r_expand_bn[0][0]'] block6r_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6r_expand_activation[0][0]'] block6r_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6r_dwconv2[0][0]'] block6r_activation (Activation) (None, 15, 15, 2304) 0 ['block6r_bn[0][0]'] block6r_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6r_activation[0][0]'] ) block6r_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6r_se_squeeze[0][0]'] block6r_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6r_se_reshape[0][0]'] block6r_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6r_se_reduce[0][0]'] block6r_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6r_activation[0][0]', 'block6r_se_expand[0][0]'] block6r_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6r_se_excite[0][0]'] block6r_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6r_project_conv[0][0]'] block6r_drop (Dropout) (None, 15, 15, 384) 0 ['block6r_project_bn[0][0]'] block6r_add (Add) (None, 15, 15, 384) 0 ['block6r_drop[0][0]', 'block6q_add[0][0]'] block6s_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6r_add[0][0]'] block6s_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6s_expand_conv[0][0]'] block6s_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6s_expand_bn[0][0]'] block6s_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6s_expand_activation[0][0]'] block6s_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6s_dwconv2[0][0]'] block6s_activation (Activation) (None, 15, 15, 2304) 0 ['block6s_bn[0][0]'] block6s_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6s_activation[0][0]'] ) block6s_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6s_se_squeeze[0][0]'] block6s_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6s_se_reshape[0][0]'] block6s_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6s_se_reduce[0][0]'] block6s_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6s_activation[0][0]', 'block6s_se_expand[0][0]'] block6s_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6s_se_excite[0][0]'] block6s_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6s_project_conv[0][0]'] block6s_drop (Dropout) (None, 15, 15, 384) 0 ['block6s_project_bn[0][0]'] block6s_add (Add) (None, 15, 15, 384) 0 ['block6s_drop[0][0]', 'block6r_add[0][0]'] block6t_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6s_add[0][0]'] block6t_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6t_expand_conv[0][0]'] block6t_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6t_expand_bn[0][0]'] block6t_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6t_expand_activation[0][0]'] block6t_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6t_dwconv2[0][0]'] block6t_activation (Activation) (None, 15, 15, 2304) 0 ['block6t_bn[0][0]'] block6t_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6t_activation[0][0]'] ) block6t_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6t_se_squeeze[0][0]'] block6t_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6t_se_reshape[0][0]'] block6t_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6t_se_reduce[0][0]'] block6t_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6t_activation[0][0]', 'block6t_se_expand[0][0]'] block6t_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6t_se_excite[0][0]'] block6t_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6t_project_conv[0][0]'] block6t_drop (Dropout) (None, 15, 15, 384) 0 ['block6t_project_bn[0][0]'] block6t_add (Add) (None, 15, 15, 384) 0 ['block6t_drop[0][0]', 'block6s_add[0][0]'] block6u_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6t_add[0][0]'] block6u_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6u_expand_conv[0][0]'] block6u_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6u_expand_bn[0][0]'] block6u_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6u_expand_activation[0][0]'] block6u_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6u_dwconv2[0][0]'] block6u_activation (Activation) (None, 15, 15, 2304) 0 ['block6u_bn[0][0]'] block6u_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6u_activation[0][0]'] ) block6u_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6u_se_squeeze[0][0]'] block6u_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6u_se_reshape[0][0]'] block6u_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6u_se_reduce[0][0]'] block6u_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6u_activation[0][0]', 'block6u_se_expand[0][0]'] block6u_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6u_se_excite[0][0]'] block6u_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6u_project_conv[0][0]'] block6u_drop (Dropout) (None, 15, 15, 384) 0 ['block6u_project_bn[0][0]'] block6u_add (Add) (None, 15, 15, 384) 0 ['block6u_drop[0][0]', 'block6t_add[0][0]'] block6v_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6u_add[0][0]'] block6v_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6v_expand_conv[0][0]'] block6v_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6v_expand_bn[0][0]'] block6v_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6v_expand_activation[0][0]'] block6v_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6v_dwconv2[0][0]'] block6v_activation (Activation) (None, 15, 15, 2304) 0 ['block6v_bn[0][0]'] block6v_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6v_activation[0][0]'] ) block6v_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6v_se_squeeze[0][0]'] block6v_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6v_se_reshape[0][0]'] block6v_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6v_se_reduce[0][0]'] block6v_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6v_activation[0][0]', 'block6v_se_expand[0][0]'] block6v_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6v_se_excite[0][0]'] block6v_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6v_project_conv[0][0]'] block6v_drop (Dropout) (None, 15, 15, 384) 0 ['block6v_project_bn[0][0]'] block6v_add (Add) (None, 15, 15, 384) 0 ['block6v_drop[0][0]', 'block6u_add[0][0]'] block6w_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6v_add[0][0]'] block6w_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6w_expand_conv[0][0]'] block6w_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6w_expand_bn[0][0]'] block6w_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6w_expand_activation[0][0]'] block6w_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6w_dwconv2[0][0]'] block6w_activation (Activation) (None, 15, 15, 2304) 0 ['block6w_bn[0][0]'] block6w_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6w_activation[0][0]'] ) block6w_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6w_se_squeeze[0][0]'] block6w_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6w_se_reshape[0][0]'] block6w_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6w_se_reduce[0][0]'] block6w_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6w_activation[0][0]', 'block6w_se_expand[0][0]'] block6w_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6w_se_excite[0][0]'] block6w_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6w_project_conv[0][0]'] block6w_drop (Dropout) (None, 15, 15, 384) 0 ['block6w_project_bn[0][0]'] block6w_add (Add) (None, 15, 15, 384) 0 ['block6w_drop[0][0]', 'block6v_add[0][0]'] block6x_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6w_add[0][0]'] block6x_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6x_expand_conv[0][0]'] block6x_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6x_expand_bn[0][0]'] block6x_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6x_expand_activation[0][0]'] block6x_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6x_dwconv2[0][0]'] block6x_activation (Activation) (None, 15, 15, 2304) 0 ['block6x_bn[0][0]'] block6x_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6x_activation[0][0]'] ) block6x_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6x_se_squeeze[0][0]'] block6x_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6x_se_reshape[0][0]'] block6x_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6x_se_reduce[0][0]'] block6x_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6x_activation[0][0]', 'block6x_se_expand[0][0]'] block6x_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6x_se_excite[0][0]'] block6x_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6x_project_conv[0][0]'] block6x_drop (Dropout) (None, 15, 15, 384) 0 ['block6x_project_bn[0][0]'] block6x_add (Add) (None, 15, 15, 384) 0 ['block6x_drop[0][0]', 'block6w_add[0][0]'] block6y_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6x_add[0][0]'] block6y_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6y_expand_conv[0][0]'] block6y_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6y_expand_bn[0][0]'] block6y_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6y_expand_activation[0][0]'] block6y_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6y_dwconv2[0][0]'] block6y_activation (Activation) (None, 15, 15, 2304) 0 ['block6y_bn[0][0]'] block6y_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6y_activation[0][0]'] ) block6y_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6y_se_squeeze[0][0]'] block6y_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6y_se_reshape[0][0]'] block6y_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6y_se_reduce[0][0]'] block6y_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6y_activation[0][0]', 'block6y_se_expand[0][0]'] block6y_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6y_se_excite[0][0]'] block6y_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6y_project_conv[0][0]'] block6y_drop (Dropout) (None, 15, 15, 384) 0 ['block6y_project_bn[0][0]'] block6y_add (Add) (None, 15, 15, 384) 0 ['block6y_drop[0][0]', 'block6x_add[0][0]'] block7a_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6y_add[0][0]'] block7a_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block7a_expand_conv[0][0]'] block7a_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block7a_expand_bn[0][0]'] block7a_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block7a_expand_activation[0][0]'] block7a_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block7a_dwconv2[0][0]'] block7a_activation (Activation) (None, 15, 15, 2304) 0 ['block7a_bn[0][0]'] block7a_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block7a_activation[0][0]'] ) block7a_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block7a_se_squeeze[0][0]'] block7a_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block7a_se_reshape[0][0]'] block7a_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block7a_se_reduce[0][0]'] block7a_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block7a_activation[0][0]', 'block7a_se_expand[0][0]'] block7a_project_conv (Conv2D) (None, 15, 15, 640) 1474560 ['block7a_se_excite[0][0]'] block7a_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7a_project_conv[0][0]'] block7b_expand_conv (Conv2D) (None, 15, 15, 3840) 2457600 ['block7a_project_bn[0][0]'] block7b_expand_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7b_expand_conv[0][0]'] block7b_expand_activation (Activation) (None, 15, 15, 3840) 0 ['block7b_expand_bn[0][0]'] block7b_dwconv2 (DepthwiseConv2D) (None, 15, 15, 3840) 34560 ['block7b_expand_activation[0][0]'] block7b_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7b_dwconv2[0][0]'] block7b_activation (Activation) (None, 15, 15, 3840) 0 ['block7b_bn[0][0]'] block7b_se_squeeze (GlobalAveragePooling2D (None, 3840) 0 ['block7b_activation[0][0]'] ) block7b_se_reshape (Reshape) (None, 1, 1, 3840) 0 ['block7b_se_squeeze[0][0]'] block7b_se_reduce (Conv2D) (None, 1, 1, 160) 614560 ['block7b_se_reshape[0][0]'] block7b_se_expand (Conv2D) (None, 1, 1, 3840) 618240 ['block7b_se_reduce[0][0]'] block7b_se_excite (Multiply) (None, 15, 15, 3840) 0 ['block7b_activation[0][0]', 'block7b_se_expand[0][0]'] block7b_project_conv (Conv2D) (None, 15, 15, 640) 2457600 ['block7b_se_excite[0][0]'] block7b_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7b_project_conv[0][0]'] block7b_drop (Dropout) (None, 15, 15, 640) 0 ['block7b_project_bn[0][0]'] block7b_add (Add) (None, 15, 15, 640) 0 ['block7b_drop[0][0]', 'block7a_project_bn[0][0]'] block7c_expand_conv (Conv2D) (None, 15, 15, 3840) 2457600 ['block7b_add[0][0]'] block7c_expand_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7c_expand_conv[0][0]'] block7c_expand_activation (Activation) (None, 15, 15, 3840) 0 ['block7c_expand_bn[0][0]'] block7c_dwconv2 (DepthwiseConv2D) (None, 15, 15, 3840) 34560 ['block7c_expand_activation[0][0]'] block7c_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7c_dwconv2[0][0]'] block7c_activation (Activation) (None, 15, 15, 3840) 0 ['block7c_bn[0][0]'] block7c_se_squeeze (GlobalAveragePooling2D (None, 3840) 0 ['block7c_activation[0][0]'] ) block7c_se_reshape (Reshape) (None, 1, 1, 3840) 0 ['block7c_se_squeeze[0][0]'] block7c_se_reduce (Conv2D) (None, 1, 1, 160) 614560 ['block7c_se_reshape[0][0]'] block7c_se_expand (Conv2D) (None, 1, 1, 3840) 618240 ['block7c_se_reduce[0][0]'] block7c_se_excite (Multiply) (None, 15, 15, 3840) 0 ['block7c_activation[0][0]', 'block7c_se_expand[0][0]'] block7c_project_conv (Conv2D) (None, 15, 15, 640) 2457600 ['block7c_se_excite[0][0]'] block7c_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7c_project_conv[0][0]'] block7c_drop (Dropout) (None, 15, 15, 640) 0 ['block7c_project_bn[0][0]'] block7c_add (Add) (None, 15, 15, 640) 0 ['block7c_drop[0][0]', 'block7b_add[0][0]'] block7d_expand_conv (Conv2D) (None, 15, 15, 3840) 2457600 ['block7c_add[0][0]'] block7d_expand_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7d_expand_conv[0][0]'] block7d_expand_activation (Activation) (None, 15, 15, 3840) 0 ['block7d_expand_bn[0][0]'] block7d_dwconv2 (DepthwiseConv2D) (None, 15, 15, 3840) 34560 ['block7d_expand_activation[0][0]'] block7d_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7d_dwconv2[0][0]'] block7d_activation (Activation) (None, 15, 15, 3840) 0 ['block7d_bn[0][0]'] block7d_se_squeeze (GlobalAveragePooling2D (None, 3840) 0 ['block7d_activation[0][0]'] ) block7d_se_reshape (Reshape) (None, 1, 1, 3840) 0 ['block7d_se_squeeze[0][0]'] block7d_se_reduce (Conv2D) (None, 1, 1, 160) 614560 ['block7d_se_reshape[0][0]'] block7d_se_expand (Conv2D) (None, 1, 1, 3840) 618240 ['block7d_se_reduce[0][0]'] block7d_se_excite (Multiply) (None, 15, 15, 3840) 0 ['block7d_activation[0][0]', 'block7d_se_expand[0][0]'] block7d_project_conv (Conv2D) (None, 15, 15, 640) 2457600 ['block7d_se_excite[0][0]'] block7d_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7d_project_conv[0][0]'] block7d_drop (Dropout) (None, 15, 15, 640) 0 ['block7d_project_bn[0][0]'] block7d_add (Add) (None, 15, 15, 640) 0 ['block7d_drop[0][0]', 'block7c_add[0][0]'] block7e_expand_conv (Conv2D) (None, 15, 15, 3840) 2457600 ['block7d_add[0][0]'] block7e_expand_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7e_expand_conv[0][0]'] block7e_expand_activation (Activation) (None, 15, 15, 3840) 0 ['block7e_expand_bn[0][0]'] block7e_dwconv2 (DepthwiseConv2D) (None, 15, 15, 3840) 34560 ['block7e_expand_activation[0][0]'] block7e_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7e_dwconv2[0][0]'] block7e_activation (Activation) (None, 15, 15, 3840) 0 ['block7e_bn[0][0]'] block7e_se_squeeze (GlobalAveragePooling2D (None, 3840) 0 ['block7e_activation[0][0]'] ) block7e_se_reshape (Reshape) (None, 1, 1, 3840) 0 ['block7e_se_squeeze[0][0]'] block7e_se_reduce (Conv2D) (None, 1, 1, 160) 614560 ['block7e_se_reshape[0][0]'] block7e_se_expand (Conv2D) (None, 1, 1, 3840) 618240 ['block7e_se_reduce[0][0]'] block7e_se_excite (Multiply) (None, 15, 15, 3840) 0 ['block7e_activation[0][0]', 'block7e_se_expand[0][0]'] block7e_project_conv (Conv2D) (None, 15, 15, 640) 2457600 ['block7e_se_excite[0][0]'] block7e_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7e_project_conv[0][0]'] block7e_drop (Dropout) (None, 15, 15, 640) 0 ['block7e_project_bn[0][0]'] block7e_add (Add) (None, 15, 15, 640) 0 ['block7e_drop[0][0]', 'block7d_add[0][0]'] block7f_expand_conv (Conv2D) (None, 15, 15, 3840) 2457600 ['block7e_add[0][0]'] block7f_expand_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7f_expand_conv[0][0]'] block7f_expand_activation (Activation) (None, 15, 15, 3840) 0 ['block7f_expand_bn[0][0]'] block7f_dwconv2 (DepthwiseConv2D) (None, 15, 15, 3840) 34560 ['block7f_expand_activation[0][0]'] block7f_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7f_dwconv2[0][0]'] block7f_activation (Activation) (None, 15, 15, 3840) 0 ['block7f_bn[0][0]'] block7f_se_squeeze (GlobalAveragePooling2D (None, 3840) 0 ['block7f_activation[0][0]'] ) block7f_se_reshape (Reshape) (None, 1, 1, 3840) 0 ['block7f_se_squeeze[0][0]'] block7f_se_reduce (Conv2D) (None, 1, 1, 160) 614560 ['block7f_se_reshape[0][0]'] block7f_se_expand (Conv2D) (None, 1, 1, 3840) 618240 ['block7f_se_reduce[0][0]'] block7f_se_excite (Multiply) (None, 15, 15, 3840) 0 ['block7f_activation[0][0]', 'block7f_se_expand[0][0]'] block7f_project_conv (Conv2D) (None, 15, 15, 640) 2457600 ['block7f_se_excite[0][0]'] block7f_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7f_project_conv[0][0]'] block7f_drop (Dropout) (None, 15, 15, 640) 0 ['block7f_project_bn[0][0]'] block7f_add (Add) (None, 15, 15, 640) 0 ['block7f_drop[0][0]', 'block7e_add[0][0]'] block7g_expand_conv (Conv2D) (None, 15, 15, 3840) 2457600 ['block7f_add[0][0]'] block7g_expand_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7g_expand_conv[0][0]'] block7g_expand_activation (Activation) (None, 15, 15, 3840) 0 ['block7g_expand_bn[0][0]'] block7g_dwconv2 (DepthwiseConv2D) (None, 15, 15, 3840) 34560 ['block7g_expand_activation[0][0]'] block7g_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7g_dwconv2[0][0]'] block7g_activation (Activation) (None, 15, 15, 3840) 0 ['block7g_bn[0][0]'] block7g_se_squeeze (GlobalAveragePooling2D (None, 3840) 0 ['block7g_activation[0][0]'] ) block7g_se_reshape (Reshape) (None, 1, 1, 3840) 0 ['block7g_se_squeeze[0][0]'] block7g_se_reduce (Conv2D) (None, 1, 1, 160) 614560 ['block7g_se_reshape[0][0]'] block7g_se_expand (Conv2D) (None, 1, 1, 3840) 618240 ['block7g_se_reduce[0][0]'] block7g_se_excite (Multiply) (None, 15, 15, 3840) 0 ['block7g_activation[0][0]', 'block7g_se_expand[0][0]'] block7g_project_conv (Conv2D) (None, 15, 15, 640) 2457600 ['block7g_se_excite[0][0]'] block7g_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7g_project_conv[0][0]'] block7g_drop (Dropout) (None, 15, 15, 640) 0 ['block7g_project_bn[0][0]'] block7g_add (Add) (None, 15, 15, 640) 0 ['block7g_drop[0][0]', 'block7f_add[0][0]'] top_conv (Conv2D) (None, 15, 15, 1280) 819200 ['block7g_add[0][0]'] top_bn (BatchNormalization) (None, 15, 15, 1280) 5120 ['top_conv[0][0]'] top_activation (Activation) (None, 15, 15, 1280) 0 ['top_bn[0][0]'] avg_pool (GlobalAveragePooling2D) (None, 1280) 0 ['top_activation[0][0]'] pool_dropout (Dropout) (None, 1280) 0 ['avg_pool[0][0]'] dense_features (Dense) (None, 512) 655872 ['pool_dropout[0][0]'] dense_dropout (Dropout) (None, 512) 0 ['dense_features[0][0]'] classifier (Dense) (None, 200) 102600 ['dense_dropout[0][0]'] ======================================================================================================================================= Total params: 118,505,320 Trainable params: 758,472 Non-trainable params: 117,746,848 _______________________________________________________________________________________________________________________________________ Epoch 1/8 2022-10-30 12:55:52.688211: W tensorflow/core/grappler/optimizers/loop_optimizer.cc:907] Skipping loop optimization for Merge node with control input: transfer_model/random_crop/cond/branch_executed/_8 2022-10-30 12:55:54.618228: I tensorflow/stream_executor/cuda/cuda_dnn.cc:384] Loaded cuDNN version 8303 2022-10-30 12:55:57.208108: I tensorflow/stream_executor/cuda/cuda_blas.cc:1786] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once. 6250/6250 [==============================] - 1544s 245ms/step - loss: 0.6165 - accuracy: 0.8507 - map: 0.8922 - val_loss: 0.3890 - val_accuracy: 0.8978 - val_map: 0.9299 Epoch 2/8 6250/6250 [==============================] - 1527s 244ms/step - loss: 0.4640 - accuracy: 0.8783 - map: 0.9164 - val_loss: 0.3918 - val_accuracy: 0.8984 - val_map: 0.9309 Epoch 3/8 6250/6250 [==============================] - 1526s 244ms/step - loss: 0.4189 - accuracy: 0.8870 - map: 0.9240 - val_loss: 0.4025 - val_accuracy: 0.8964 - val_map: 0.9290 Epoch 4/8 6250/6250 [==============================] - 1525s 244ms/step - loss: 0.3898 - accuracy: 0.8929 - map: 0.9291 - val_loss: 0.4022 - val_accuracy: 0.8961 - val_map: 0.9287 Epoch 5/8 6250/6250 [==============================] - 1525s 244ms/step - loss: 0.3592 - accuracy: 0.9006 - map: 0.9350 - val_loss: 0.4114 - val_accuracy: 0.8975 - val_map: 0.9292 Epoch 6/8 6250/6250 [==============================] - 1526s 244ms/step - loss: 0.3409 - accuracy: 0.9035 - map: 0.9374 - val_loss: 0.4164 - val_accuracy: 0.8971 - val_map: 0.9290 Model: "transfer_model" _______________________________________________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ======================================================================================================================================= input_1 (InputLayer) [(None, 64, 64, 3)] 0 [] resizing (Resizing) (None, 504, 504, 3) 0 ['input_1[0][0]'] random_crop (RandomCrop) (None, 480, 480, 3) 0 ['resizing[0][0]'] random_flip (RandomFlip) (None, 480, 480, 3) 0 ['random_crop[0][0]'] rescaling (Rescaling) (None, 480, 480, 3) 0 ['random_flip[0][0]'] stem_conv (Conv2D) (None, 240, 240, 32) 864 ['rescaling[0][0]'] stem_bn (BatchNormalization) (None, 240, 240, 32) 128 ['stem_conv[0][0]'] stem_activation (Activation) (None, 240, 240, 32) 0 ['stem_bn[0][0]'] block1a_project_conv (Conv2D) (None, 240, 240, 32) 9216 ['stem_activation[0][0]'] block1a_project_bn (BatchNormalization) (None, 240, 240, 32) 128 ['block1a_project_conv[0][0]'] block1a_project_activation (Activation) (None, 240, 240, 32) 0 ['block1a_project_bn[0][0]'] block1a_add (Add) (None, 240, 240, 32) 0 ['block1a_project_activation[0][0]', 'stem_activation[0][0]'] block1b_project_conv (Conv2D) (None, 240, 240, 32) 9216 ['block1a_add[0][0]'] block1b_project_bn (BatchNormalization) (None, 240, 240, 32) 128 ['block1b_project_conv[0][0]'] block1b_project_activation (Activation) (None, 240, 240, 32) 0 ['block1b_project_bn[0][0]'] block1b_drop (Dropout) (None, 240, 240, 32) 0 ['block1b_project_activation[0][0]'] block1b_add (Add) (None, 240, 240, 32) 0 ['block1b_drop[0][0]', 'block1a_add[0][0]'] block1c_project_conv (Conv2D) (None, 240, 240, 32) 9216 ['block1b_add[0][0]'] block1c_project_bn (BatchNormalization) (None, 240, 240, 32) 128 ['block1c_project_conv[0][0]'] block1c_project_activation (Activation) (None, 240, 240, 32) 0 ['block1c_project_bn[0][0]'] block1c_drop (Dropout) (None, 240, 240, 32) 0 ['block1c_project_activation[0][0]'] block1c_add (Add) (None, 240, 240, 32) 0 ['block1c_drop[0][0]', 'block1b_add[0][0]'] block1d_project_conv (Conv2D) (None, 240, 240, 32) 9216 ['block1c_add[0][0]'] block1d_project_bn (BatchNormalization) (None, 240, 240, 32) 128 ['block1d_project_conv[0][0]'] block1d_project_activation (Activation) (None, 240, 240, 32) 0 ['block1d_project_bn[0][0]'] block1d_drop (Dropout) (None, 240, 240, 32) 0 ['block1d_project_activation[0][0]'] block1d_add (Add) (None, 240, 240, 32) 0 ['block1d_drop[0][0]', 'block1c_add[0][0]'] block2a_expand_conv (Conv2D) (None, 120, 120, 128) 36864 ['block1d_add[0][0]'] block2a_expand_bn (BatchNormalization) (None, 120, 120, 128) 512 ['block2a_expand_conv[0][0]'] block2a_expand_activation (Activation) (None, 120, 120, 128) 0 ['block2a_expand_bn[0][0]'] block2a_project_conv (Conv2D) (None, 120, 120, 64) 8192 ['block2a_expand_activation[0][0]'] block2a_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2a_project_conv[0][0]'] block2b_expand_conv (Conv2D) (None, 120, 120, 256) 147456 ['block2a_project_bn[0][0]'] block2b_expand_bn (BatchNormalization) (None, 120, 120, 256) 1024 ['block2b_expand_conv[0][0]'] block2b_expand_activation (Activation) (None, 120, 120, 256) 0 ['block2b_expand_bn[0][0]'] block2b_project_conv (Conv2D) (None, 120, 120, 64) 16384 ['block2b_expand_activation[0][0]'] block2b_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2b_project_conv[0][0]'] block2b_drop (Dropout) (None, 120, 120, 64) 0 ['block2b_project_bn[0][0]'] block2b_add (Add) (None, 120, 120, 64) 0 ['block2b_drop[0][0]', 'block2a_project_bn[0][0]'] block2c_expand_conv (Conv2D) (None, 120, 120, 256) 147456 ['block2b_add[0][0]'] block2c_expand_bn (BatchNormalization) (None, 120, 120, 256) 1024 ['block2c_expand_conv[0][0]'] block2c_expand_activation (Activation) (None, 120, 120, 256) 0 ['block2c_expand_bn[0][0]'] block2c_project_conv (Conv2D) (None, 120, 120, 64) 16384 ['block2c_expand_activation[0][0]'] block2c_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2c_project_conv[0][0]'] block2c_drop (Dropout) (None, 120, 120, 64) 0 ['block2c_project_bn[0][0]'] block2c_add (Add) (None, 120, 120, 64) 0 ['block2c_drop[0][0]', 'block2b_add[0][0]'] block2d_expand_conv (Conv2D) (None, 120, 120, 256) 147456 ['block2c_add[0][0]'] block2d_expand_bn (BatchNormalization) (None, 120, 120, 256) 1024 ['block2d_expand_conv[0][0]'] block2d_expand_activation (Activation) (None, 120, 120, 256) 0 ['block2d_expand_bn[0][0]'] block2d_project_conv (Conv2D) (None, 120, 120, 64) 16384 ['block2d_expand_activation[0][0]'] block2d_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2d_project_conv[0][0]'] block2d_drop (Dropout) (None, 120, 120, 64) 0 ['block2d_project_bn[0][0]'] block2d_add (Add) (None, 120, 120, 64) 0 ['block2d_drop[0][0]', 'block2c_add[0][0]'] block2e_expand_conv (Conv2D) (None, 120, 120, 256) 147456 ['block2d_add[0][0]'] block2e_expand_bn (BatchNormalization) (None, 120, 120, 256) 1024 ['block2e_expand_conv[0][0]'] block2e_expand_activation (Activation) (None, 120, 120, 256) 0 ['block2e_expand_bn[0][0]'] block2e_project_conv (Conv2D) (None, 120, 120, 64) 16384 ['block2e_expand_activation[0][0]'] block2e_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2e_project_conv[0][0]'] block2e_drop (Dropout) (None, 120, 120, 64) 0 ['block2e_project_bn[0][0]'] block2e_add (Add) (None, 120, 120, 64) 0 ['block2e_drop[0][0]', 'block2d_add[0][0]'] block2f_expand_conv (Conv2D) (None, 120, 120, 256) 147456 ['block2e_add[0][0]'] block2f_expand_bn (BatchNormalization) (None, 120, 120, 256) 1024 ['block2f_expand_conv[0][0]'] block2f_expand_activation (Activation) (None, 120, 120, 256) 0 ['block2f_expand_bn[0][0]'] block2f_project_conv (Conv2D) (None, 120, 120, 64) 16384 ['block2f_expand_activation[0][0]'] block2f_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2f_project_conv[0][0]'] block2f_drop (Dropout) (None, 120, 120, 64) 0 ['block2f_project_bn[0][0]'] block2f_add (Add) (None, 120, 120, 64) 0 ['block2f_drop[0][0]', 'block2e_add[0][0]'] block2g_expand_conv (Conv2D) (None, 120, 120, 256) 147456 ['block2f_add[0][0]'] block2g_expand_bn (BatchNormalization) (None, 120, 120, 256) 1024 ['block2g_expand_conv[0][0]'] block2g_expand_activation (Activation) (None, 120, 120, 256) 0 ['block2g_expand_bn[0][0]'] block2g_project_conv (Conv2D) (None, 120, 120, 64) 16384 ['block2g_expand_activation[0][0]'] block2g_project_bn (BatchNormalization) (None, 120, 120, 64) 256 ['block2g_project_conv[0][0]'] block2g_drop (Dropout) (None, 120, 120, 64) 0 ['block2g_project_bn[0][0]'] block2g_add (Add) (None, 120, 120, 64) 0 ['block2g_drop[0][0]', 'block2f_add[0][0]'] block3a_expand_conv (Conv2D) (None, 60, 60, 256) 147456 ['block2g_add[0][0]'] block3a_expand_bn (BatchNormalization) (None, 60, 60, 256) 1024 ['block3a_expand_conv[0][0]'] block3a_expand_activation (Activation) (None, 60, 60, 256) 0 ['block3a_expand_bn[0][0]'] block3a_project_conv (Conv2D) (None, 60, 60, 96) 24576 ['block3a_expand_activation[0][0]'] block3a_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3a_project_conv[0][0]'] block3b_expand_conv (Conv2D) (None, 60, 60, 384) 331776 ['block3a_project_bn[0][0]'] block3b_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block3b_expand_conv[0][0]'] block3b_expand_activation (Activation) (None, 60, 60, 384) 0 ['block3b_expand_bn[0][0]'] block3b_project_conv (Conv2D) (None, 60, 60, 96) 36864 ['block3b_expand_activation[0][0]'] block3b_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3b_project_conv[0][0]'] block3b_drop (Dropout) (None, 60, 60, 96) 0 ['block3b_project_bn[0][0]'] block3b_add (Add) (None, 60, 60, 96) 0 ['block3b_drop[0][0]', 'block3a_project_bn[0][0]'] block3c_expand_conv (Conv2D) (None, 60, 60, 384) 331776 ['block3b_add[0][0]'] block3c_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block3c_expand_conv[0][0]'] block3c_expand_activation (Activation) (None, 60, 60, 384) 0 ['block3c_expand_bn[0][0]'] block3c_project_conv (Conv2D) (None, 60, 60, 96) 36864 ['block3c_expand_activation[0][0]'] block3c_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3c_project_conv[0][0]'] block3c_drop (Dropout) (None, 60, 60, 96) 0 ['block3c_project_bn[0][0]'] block3c_add (Add) (None, 60, 60, 96) 0 ['block3c_drop[0][0]', 'block3b_add[0][0]'] block3d_expand_conv (Conv2D) (None, 60, 60, 384) 331776 ['block3c_add[0][0]'] block3d_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block3d_expand_conv[0][0]'] block3d_expand_activation (Activation) (None, 60, 60, 384) 0 ['block3d_expand_bn[0][0]'] block3d_project_conv (Conv2D) (None, 60, 60, 96) 36864 ['block3d_expand_activation[0][0]'] block3d_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3d_project_conv[0][0]'] block3d_drop (Dropout) (None, 60, 60, 96) 0 ['block3d_project_bn[0][0]'] block3d_add (Add) (None, 60, 60, 96) 0 ['block3d_drop[0][0]', 'block3c_add[0][0]'] block3e_expand_conv (Conv2D) (None, 60, 60, 384) 331776 ['block3d_add[0][0]'] block3e_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block3e_expand_conv[0][0]'] block3e_expand_activation (Activation) (None, 60, 60, 384) 0 ['block3e_expand_bn[0][0]'] block3e_project_conv (Conv2D) (None, 60, 60, 96) 36864 ['block3e_expand_activation[0][0]'] block3e_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3e_project_conv[0][0]'] block3e_drop (Dropout) (None, 60, 60, 96) 0 ['block3e_project_bn[0][0]'] block3e_add (Add) (None, 60, 60, 96) 0 ['block3e_drop[0][0]', 'block3d_add[0][0]'] block3f_expand_conv (Conv2D) (None, 60, 60, 384) 331776 ['block3e_add[0][0]'] block3f_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block3f_expand_conv[0][0]'] block3f_expand_activation (Activation) (None, 60, 60, 384) 0 ['block3f_expand_bn[0][0]'] block3f_project_conv (Conv2D) (None, 60, 60, 96) 36864 ['block3f_expand_activation[0][0]'] block3f_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3f_project_conv[0][0]'] block3f_drop (Dropout) (None, 60, 60, 96) 0 ['block3f_project_bn[0][0]'] block3f_add (Add) (None, 60, 60, 96) 0 ['block3f_drop[0][0]', 'block3e_add[0][0]'] block3g_expand_conv (Conv2D) (None, 60, 60, 384) 331776 ['block3f_add[0][0]'] block3g_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block3g_expand_conv[0][0]'] block3g_expand_activation (Activation) (None, 60, 60, 384) 0 ['block3g_expand_bn[0][0]'] block3g_project_conv (Conv2D) (None, 60, 60, 96) 36864 ['block3g_expand_activation[0][0]'] block3g_project_bn (BatchNormalization) (None, 60, 60, 96) 384 ['block3g_project_conv[0][0]'] block3g_drop (Dropout) (None, 60, 60, 96) 0 ['block3g_project_bn[0][0]'] block3g_add (Add) (None, 60, 60, 96) 0 ['block3g_drop[0][0]', 'block3f_add[0][0]'] block4a_expand_conv (Conv2D) (None, 60, 60, 384) 36864 ['block3g_add[0][0]'] block4a_expand_bn (BatchNormalization) (None, 60, 60, 384) 1536 ['block4a_expand_conv[0][0]'] block4a_expand_activation (Activation) (None, 60, 60, 384) 0 ['block4a_expand_bn[0][0]'] block4a_dwconv2 (DepthwiseConv2D) (None, 30, 30, 384) 3456 ['block4a_expand_activation[0][0]'] block4a_bn (BatchNormalization) (None, 30, 30, 384) 1536 ['block4a_dwconv2[0][0]'] block4a_activation (Activation) (None, 30, 30, 384) 0 ['block4a_bn[0][0]'] block4a_se_squeeze (GlobalAveragePooling2D (None, 384) 0 ['block4a_activation[0][0]'] ) block4a_se_reshape (Reshape) (None, 1, 1, 384) 0 ['block4a_se_squeeze[0][0]'] block4a_se_reduce (Conv2D) (None, 1, 1, 24) 9240 ['block4a_se_reshape[0][0]'] block4a_se_expand (Conv2D) (None, 1, 1, 384) 9600 ['block4a_se_reduce[0][0]'] block4a_se_excite (Multiply) (None, 30, 30, 384) 0 ['block4a_activation[0][0]', 'block4a_se_expand[0][0]'] block4a_project_conv (Conv2D) (None, 30, 30, 192) 73728 ['block4a_se_excite[0][0]'] block4a_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4a_project_conv[0][0]'] block4b_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4a_project_bn[0][0]'] block4b_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4b_expand_conv[0][0]'] block4b_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4b_expand_bn[0][0]'] block4b_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4b_expand_activation[0][0]'] block4b_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4b_dwconv2[0][0]'] block4b_activation (Activation) (None, 30, 30, 768) 0 ['block4b_bn[0][0]'] block4b_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4b_activation[0][0]'] ) block4b_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4b_se_squeeze[0][0]'] block4b_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4b_se_reshape[0][0]'] block4b_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4b_se_reduce[0][0]'] block4b_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4b_activation[0][0]', 'block4b_se_expand[0][0]'] block4b_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4b_se_excite[0][0]'] block4b_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4b_project_conv[0][0]'] block4b_drop (Dropout) (None, 30, 30, 192) 0 ['block4b_project_bn[0][0]'] block4b_add (Add) (None, 30, 30, 192) 0 ['block4b_drop[0][0]', 'block4a_project_bn[0][0]'] block4c_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4b_add[0][0]'] block4c_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4c_expand_conv[0][0]'] block4c_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4c_expand_bn[0][0]'] block4c_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4c_expand_activation[0][0]'] block4c_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4c_dwconv2[0][0]'] block4c_activation (Activation) (None, 30, 30, 768) 0 ['block4c_bn[0][0]'] block4c_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4c_activation[0][0]'] ) block4c_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4c_se_squeeze[0][0]'] block4c_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4c_se_reshape[0][0]'] block4c_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4c_se_reduce[0][0]'] block4c_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4c_activation[0][0]', 'block4c_se_expand[0][0]'] block4c_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4c_se_excite[0][0]'] block4c_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4c_project_conv[0][0]'] block4c_drop (Dropout) (None, 30, 30, 192) 0 ['block4c_project_bn[0][0]'] block4c_add (Add) (None, 30, 30, 192) 0 ['block4c_drop[0][0]', 'block4b_add[0][0]'] block4d_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4c_add[0][0]'] block4d_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4d_expand_conv[0][0]'] block4d_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4d_expand_bn[0][0]'] block4d_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4d_expand_activation[0][0]'] block4d_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4d_dwconv2[0][0]'] block4d_activation (Activation) (None, 30, 30, 768) 0 ['block4d_bn[0][0]'] block4d_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4d_activation[0][0]'] ) block4d_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4d_se_squeeze[0][0]'] block4d_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4d_se_reshape[0][0]'] block4d_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4d_se_reduce[0][0]'] block4d_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4d_activation[0][0]', 'block4d_se_expand[0][0]'] block4d_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4d_se_excite[0][0]'] block4d_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4d_project_conv[0][0]'] block4d_drop (Dropout) (None, 30, 30, 192) 0 ['block4d_project_bn[0][0]'] block4d_add (Add) (None, 30, 30, 192) 0 ['block4d_drop[0][0]', 'block4c_add[0][0]'] block4e_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4d_add[0][0]'] block4e_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4e_expand_conv[0][0]'] block4e_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4e_expand_bn[0][0]'] block4e_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4e_expand_activation[0][0]'] block4e_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4e_dwconv2[0][0]'] block4e_activation (Activation) (None, 30, 30, 768) 0 ['block4e_bn[0][0]'] block4e_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4e_activation[0][0]'] ) block4e_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4e_se_squeeze[0][0]'] block4e_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4e_se_reshape[0][0]'] block4e_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4e_se_reduce[0][0]'] block4e_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4e_activation[0][0]', 'block4e_se_expand[0][0]'] block4e_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4e_se_excite[0][0]'] block4e_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4e_project_conv[0][0]'] block4e_drop (Dropout) (None, 30, 30, 192) 0 ['block4e_project_bn[0][0]'] block4e_add (Add) (None, 30, 30, 192) 0 ['block4e_drop[0][0]', 'block4d_add[0][0]'] block4f_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4e_add[0][0]'] block4f_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4f_expand_conv[0][0]'] block4f_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4f_expand_bn[0][0]'] block4f_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4f_expand_activation[0][0]'] block4f_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4f_dwconv2[0][0]'] block4f_activation (Activation) (None, 30, 30, 768) 0 ['block4f_bn[0][0]'] block4f_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4f_activation[0][0]'] ) block4f_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4f_se_squeeze[0][0]'] block4f_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4f_se_reshape[0][0]'] block4f_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4f_se_reduce[0][0]'] block4f_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4f_activation[0][0]', 'block4f_se_expand[0][0]'] block4f_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4f_se_excite[0][0]'] block4f_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4f_project_conv[0][0]'] block4f_drop (Dropout) (None, 30, 30, 192) 0 ['block4f_project_bn[0][0]'] block4f_add (Add) (None, 30, 30, 192) 0 ['block4f_drop[0][0]', 'block4e_add[0][0]'] block4g_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4f_add[0][0]'] block4g_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4g_expand_conv[0][0]'] block4g_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4g_expand_bn[0][0]'] block4g_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4g_expand_activation[0][0]'] block4g_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4g_dwconv2[0][0]'] block4g_activation (Activation) (None, 30, 30, 768) 0 ['block4g_bn[0][0]'] block4g_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4g_activation[0][0]'] ) block4g_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4g_se_squeeze[0][0]'] block4g_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4g_se_reshape[0][0]'] block4g_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4g_se_reduce[0][0]'] block4g_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4g_activation[0][0]', 'block4g_se_expand[0][0]'] block4g_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4g_se_excite[0][0]'] block4g_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4g_project_conv[0][0]'] block4g_drop (Dropout) (None, 30, 30, 192) 0 ['block4g_project_bn[0][0]'] block4g_add (Add) (None, 30, 30, 192) 0 ['block4g_drop[0][0]', 'block4f_add[0][0]'] block4h_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4g_add[0][0]'] block4h_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4h_expand_conv[0][0]'] block4h_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4h_expand_bn[0][0]'] block4h_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4h_expand_activation[0][0]'] block4h_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4h_dwconv2[0][0]'] block4h_activation (Activation) (None, 30, 30, 768) 0 ['block4h_bn[0][0]'] block4h_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4h_activation[0][0]'] ) block4h_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4h_se_squeeze[0][0]'] block4h_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4h_se_reshape[0][0]'] block4h_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4h_se_reduce[0][0]'] block4h_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4h_activation[0][0]', 'block4h_se_expand[0][0]'] block4h_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4h_se_excite[0][0]'] block4h_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4h_project_conv[0][0]'] block4h_drop (Dropout) (None, 30, 30, 192) 0 ['block4h_project_bn[0][0]'] block4h_add (Add) (None, 30, 30, 192) 0 ['block4h_drop[0][0]', 'block4g_add[0][0]'] block4i_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4h_add[0][0]'] block4i_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4i_expand_conv[0][0]'] block4i_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4i_expand_bn[0][0]'] block4i_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4i_expand_activation[0][0]'] block4i_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4i_dwconv2[0][0]'] block4i_activation (Activation) (None, 30, 30, 768) 0 ['block4i_bn[0][0]'] block4i_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4i_activation[0][0]'] ) block4i_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4i_se_squeeze[0][0]'] block4i_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4i_se_reshape[0][0]'] block4i_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4i_se_reduce[0][0]'] block4i_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4i_activation[0][0]', 'block4i_se_expand[0][0]'] block4i_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4i_se_excite[0][0]'] block4i_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4i_project_conv[0][0]'] block4i_drop (Dropout) (None, 30, 30, 192) 0 ['block4i_project_bn[0][0]'] block4i_add (Add) (None, 30, 30, 192) 0 ['block4i_drop[0][0]', 'block4h_add[0][0]'] block4j_expand_conv (Conv2D) (None, 30, 30, 768) 147456 ['block4i_add[0][0]'] block4j_expand_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4j_expand_conv[0][0]'] block4j_expand_activation (Activation) (None, 30, 30, 768) 0 ['block4j_expand_bn[0][0]'] block4j_dwconv2 (DepthwiseConv2D) (None, 30, 30, 768) 6912 ['block4j_expand_activation[0][0]'] block4j_bn (BatchNormalization) (None, 30, 30, 768) 3072 ['block4j_dwconv2[0][0]'] block4j_activation (Activation) (None, 30, 30, 768) 0 ['block4j_bn[0][0]'] block4j_se_squeeze (GlobalAveragePooling2D (None, 768) 0 ['block4j_activation[0][0]'] ) block4j_se_reshape (Reshape) (None, 1, 1, 768) 0 ['block4j_se_squeeze[0][0]'] block4j_se_reduce (Conv2D) (None, 1, 1, 48) 36912 ['block4j_se_reshape[0][0]'] block4j_se_expand (Conv2D) (None, 1, 1, 768) 37632 ['block4j_se_reduce[0][0]'] block4j_se_excite (Multiply) (None, 30, 30, 768) 0 ['block4j_activation[0][0]', 'block4j_se_expand[0][0]'] block4j_project_conv (Conv2D) (None, 30, 30, 192) 147456 ['block4j_se_excite[0][0]'] block4j_project_bn (BatchNormalization) (None, 30, 30, 192) 768 ['block4j_project_conv[0][0]'] block4j_drop (Dropout) (None, 30, 30, 192) 0 ['block4j_project_bn[0][0]'] block4j_add (Add) (None, 30, 30, 192) 0 ['block4j_drop[0][0]', 'block4i_add[0][0]'] block5a_expand_conv (Conv2D) (None, 30, 30, 1152) 221184 ['block4j_add[0][0]'] block5a_expand_bn (BatchNormalization) (None, 30, 30, 1152) 4608 ['block5a_expand_conv[0][0]'] block5a_expand_activation (Activation) (None, 30, 30, 1152) 0 ['block5a_expand_bn[0][0]'] block5a_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1152) 10368 ['block5a_expand_activation[0][0]'] block5a_bn (BatchNormalization) (None, 30, 30, 1152) 4608 ['block5a_dwconv2[0][0]'] block5a_activation (Activation) (None, 30, 30, 1152) 0 ['block5a_bn[0][0]'] block5a_se_squeeze (GlobalAveragePooling2D (None, 1152) 0 ['block5a_activation[0][0]'] ) block5a_se_reshape (Reshape) (None, 1, 1, 1152) 0 ['block5a_se_squeeze[0][0]'] block5a_se_reduce (Conv2D) (None, 1, 1, 48) 55344 ['block5a_se_reshape[0][0]'] block5a_se_expand (Conv2D) (None, 1, 1, 1152) 56448 ['block5a_se_reduce[0][0]'] block5a_se_excite (Multiply) (None, 30, 30, 1152) 0 ['block5a_activation[0][0]', 'block5a_se_expand[0][0]'] block5a_project_conv (Conv2D) (None, 30, 30, 224) 258048 ['block5a_se_excite[0][0]'] block5a_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5a_project_conv[0][0]'] block5b_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5a_project_bn[0][0]'] block5b_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5b_expand_conv[0][0]'] block5b_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5b_expand_bn[0][0]'] block5b_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5b_expand_activation[0][0]'] block5b_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5b_dwconv2[0][0]'] block5b_activation (Activation) (None, 30, 30, 1344) 0 ['block5b_bn[0][0]'] block5b_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5b_activation[0][0]'] ) block5b_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5b_se_squeeze[0][0]'] block5b_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5b_se_reshape[0][0]'] block5b_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5b_se_reduce[0][0]'] block5b_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5b_activation[0][0]', 'block5b_se_expand[0][0]'] block5b_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5b_se_excite[0][0]'] block5b_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5b_project_conv[0][0]'] block5b_drop (Dropout) (None, 30, 30, 224) 0 ['block5b_project_bn[0][0]'] block5b_add (Add) (None, 30, 30, 224) 0 ['block5b_drop[0][0]', 'block5a_project_bn[0][0]'] block5c_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5b_add[0][0]'] block5c_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5c_expand_conv[0][0]'] block5c_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5c_expand_bn[0][0]'] block5c_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5c_expand_activation[0][0]'] block5c_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5c_dwconv2[0][0]'] block5c_activation (Activation) (None, 30, 30, 1344) 0 ['block5c_bn[0][0]'] block5c_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5c_activation[0][0]'] ) block5c_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5c_se_squeeze[0][0]'] block5c_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5c_se_reshape[0][0]'] block5c_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5c_se_reduce[0][0]'] block5c_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5c_activation[0][0]', 'block5c_se_expand[0][0]'] block5c_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5c_se_excite[0][0]'] block5c_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5c_project_conv[0][0]'] block5c_drop (Dropout) (None, 30, 30, 224) 0 ['block5c_project_bn[0][0]'] block5c_add (Add) (None, 30, 30, 224) 0 ['block5c_drop[0][0]', 'block5b_add[0][0]'] block5d_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5c_add[0][0]'] block5d_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5d_expand_conv[0][0]'] block5d_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5d_expand_bn[0][0]'] block5d_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5d_expand_activation[0][0]'] block5d_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5d_dwconv2[0][0]'] block5d_activation (Activation) (None, 30, 30, 1344) 0 ['block5d_bn[0][0]'] block5d_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5d_activation[0][0]'] ) block5d_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5d_se_squeeze[0][0]'] block5d_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5d_se_reshape[0][0]'] block5d_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5d_se_reduce[0][0]'] block5d_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5d_activation[0][0]', 'block5d_se_expand[0][0]'] block5d_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5d_se_excite[0][0]'] block5d_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5d_project_conv[0][0]'] block5d_drop (Dropout) (None, 30, 30, 224) 0 ['block5d_project_bn[0][0]'] block5d_add (Add) (None, 30, 30, 224) 0 ['block5d_drop[0][0]', 'block5c_add[0][0]'] block5e_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5d_add[0][0]'] block5e_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5e_expand_conv[0][0]'] block5e_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5e_expand_bn[0][0]'] block5e_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5e_expand_activation[0][0]'] block5e_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5e_dwconv2[0][0]'] block5e_activation (Activation) (None, 30, 30, 1344) 0 ['block5e_bn[0][0]'] block5e_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5e_activation[0][0]'] ) block5e_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5e_se_squeeze[0][0]'] block5e_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5e_se_reshape[0][0]'] block5e_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5e_se_reduce[0][0]'] block5e_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5e_activation[0][0]', 'block5e_se_expand[0][0]'] block5e_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5e_se_excite[0][0]'] block5e_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5e_project_conv[0][0]'] block5e_drop (Dropout) (None, 30, 30, 224) 0 ['block5e_project_bn[0][0]'] block5e_add (Add) (None, 30, 30, 224) 0 ['block5e_drop[0][0]', 'block5d_add[0][0]'] block5f_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5e_add[0][0]'] block5f_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5f_expand_conv[0][0]'] block5f_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5f_expand_bn[0][0]'] block5f_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5f_expand_activation[0][0]'] block5f_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5f_dwconv2[0][0]'] block5f_activation (Activation) (None, 30, 30, 1344) 0 ['block5f_bn[0][0]'] block5f_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5f_activation[0][0]'] ) block5f_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5f_se_squeeze[0][0]'] block5f_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5f_se_reshape[0][0]'] block5f_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5f_se_reduce[0][0]'] block5f_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5f_activation[0][0]', 'block5f_se_expand[0][0]'] block5f_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5f_se_excite[0][0]'] block5f_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5f_project_conv[0][0]'] block5f_drop (Dropout) (None, 30, 30, 224) 0 ['block5f_project_bn[0][0]'] block5f_add (Add) (None, 30, 30, 224) 0 ['block5f_drop[0][0]', 'block5e_add[0][0]'] block5g_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5f_add[0][0]'] block5g_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5g_expand_conv[0][0]'] block5g_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5g_expand_bn[0][0]'] block5g_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5g_expand_activation[0][0]'] block5g_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5g_dwconv2[0][0]'] block5g_activation (Activation) (None, 30, 30, 1344) 0 ['block5g_bn[0][0]'] block5g_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5g_activation[0][0]'] ) block5g_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5g_se_squeeze[0][0]'] block5g_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5g_se_reshape[0][0]'] block5g_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5g_se_reduce[0][0]'] block5g_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5g_activation[0][0]', 'block5g_se_expand[0][0]'] block5g_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5g_se_excite[0][0]'] block5g_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5g_project_conv[0][0]'] block5g_drop (Dropout) (None, 30, 30, 224) 0 ['block5g_project_bn[0][0]'] block5g_add (Add) (None, 30, 30, 224) 0 ['block5g_drop[0][0]', 'block5f_add[0][0]'] block5h_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5g_add[0][0]'] block5h_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5h_expand_conv[0][0]'] block5h_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5h_expand_bn[0][0]'] block5h_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5h_expand_activation[0][0]'] block5h_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5h_dwconv2[0][0]'] block5h_activation (Activation) (None, 30, 30, 1344) 0 ['block5h_bn[0][0]'] block5h_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5h_activation[0][0]'] ) block5h_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5h_se_squeeze[0][0]'] block5h_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5h_se_reshape[0][0]'] block5h_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5h_se_reduce[0][0]'] block5h_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5h_activation[0][0]', 'block5h_se_expand[0][0]'] block5h_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5h_se_excite[0][0]'] block5h_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5h_project_conv[0][0]'] block5h_drop (Dropout) (None, 30, 30, 224) 0 ['block5h_project_bn[0][0]'] block5h_add (Add) (None, 30, 30, 224) 0 ['block5h_drop[0][0]', 'block5g_add[0][0]'] block5i_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5h_add[0][0]'] block5i_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5i_expand_conv[0][0]'] block5i_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5i_expand_bn[0][0]'] block5i_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5i_expand_activation[0][0]'] block5i_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5i_dwconv2[0][0]'] block5i_activation (Activation) (None, 30, 30, 1344) 0 ['block5i_bn[0][0]'] block5i_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5i_activation[0][0]'] ) block5i_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5i_se_squeeze[0][0]'] block5i_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5i_se_reshape[0][0]'] block5i_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5i_se_reduce[0][0]'] block5i_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5i_activation[0][0]', 'block5i_se_expand[0][0]'] block5i_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5i_se_excite[0][0]'] block5i_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5i_project_conv[0][0]'] block5i_drop (Dropout) (None, 30, 30, 224) 0 ['block5i_project_bn[0][0]'] block5i_add (Add) (None, 30, 30, 224) 0 ['block5i_drop[0][0]', 'block5h_add[0][0]'] block5j_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5i_add[0][0]'] block5j_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5j_expand_conv[0][0]'] block5j_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5j_expand_bn[0][0]'] block5j_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5j_expand_activation[0][0]'] block5j_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5j_dwconv2[0][0]'] block5j_activation (Activation) (None, 30, 30, 1344) 0 ['block5j_bn[0][0]'] block5j_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5j_activation[0][0]'] ) block5j_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5j_se_squeeze[0][0]'] block5j_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5j_se_reshape[0][0]'] block5j_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5j_se_reduce[0][0]'] block5j_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5j_activation[0][0]', 'block5j_se_expand[0][0]'] block5j_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5j_se_excite[0][0]'] block5j_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5j_project_conv[0][0]'] block5j_drop (Dropout) (None, 30, 30, 224) 0 ['block5j_project_bn[0][0]'] block5j_add (Add) (None, 30, 30, 224) 0 ['block5j_drop[0][0]', 'block5i_add[0][0]'] block5k_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5j_add[0][0]'] block5k_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5k_expand_conv[0][0]'] block5k_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5k_expand_bn[0][0]'] block5k_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5k_expand_activation[0][0]'] block5k_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5k_dwconv2[0][0]'] block5k_activation (Activation) (None, 30, 30, 1344) 0 ['block5k_bn[0][0]'] block5k_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5k_activation[0][0]'] ) block5k_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5k_se_squeeze[0][0]'] block5k_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5k_se_reshape[0][0]'] block5k_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5k_se_reduce[0][0]'] block5k_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5k_activation[0][0]', 'block5k_se_expand[0][0]'] block5k_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5k_se_excite[0][0]'] block5k_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5k_project_conv[0][0]'] block5k_drop (Dropout) (None, 30, 30, 224) 0 ['block5k_project_bn[0][0]'] block5k_add (Add) (None, 30, 30, 224) 0 ['block5k_drop[0][0]', 'block5j_add[0][0]'] block5l_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5k_add[0][0]'] block5l_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5l_expand_conv[0][0]'] block5l_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5l_expand_bn[0][0]'] block5l_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5l_expand_activation[0][0]'] block5l_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5l_dwconv2[0][0]'] block5l_activation (Activation) (None, 30, 30, 1344) 0 ['block5l_bn[0][0]'] block5l_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5l_activation[0][0]'] ) block5l_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5l_se_squeeze[0][0]'] block5l_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5l_se_reshape[0][0]'] block5l_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5l_se_reduce[0][0]'] block5l_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5l_activation[0][0]', 'block5l_se_expand[0][0]'] block5l_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5l_se_excite[0][0]'] block5l_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5l_project_conv[0][0]'] block5l_drop (Dropout) (None, 30, 30, 224) 0 ['block5l_project_bn[0][0]'] block5l_add (Add) (None, 30, 30, 224) 0 ['block5l_drop[0][0]', 'block5k_add[0][0]'] block5m_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5l_add[0][0]'] block5m_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5m_expand_conv[0][0]'] block5m_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5m_expand_bn[0][0]'] block5m_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5m_expand_activation[0][0]'] block5m_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5m_dwconv2[0][0]'] block5m_activation (Activation) (None, 30, 30, 1344) 0 ['block5m_bn[0][0]'] block5m_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5m_activation[0][0]'] ) block5m_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5m_se_squeeze[0][0]'] block5m_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5m_se_reshape[0][0]'] block5m_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5m_se_reduce[0][0]'] block5m_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5m_activation[0][0]', 'block5m_se_expand[0][0]'] block5m_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5m_se_excite[0][0]'] block5m_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5m_project_conv[0][0]'] block5m_drop (Dropout) (None, 30, 30, 224) 0 ['block5m_project_bn[0][0]'] block5m_add (Add) (None, 30, 30, 224) 0 ['block5m_drop[0][0]', 'block5l_add[0][0]'] block5n_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5m_add[0][0]'] block5n_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5n_expand_conv[0][0]'] block5n_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5n_expand_bn[0][0]'] block5n_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5n_expand_activation[0][0]'] block5n_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5n_dwconv2[0][0]'] block5n_activation (Activation) (None, 30, 30, 1344) 0 ['block5n_bn[0][0]'] block5n_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5n_activation[0][0]'] ) block5n_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5n_se_squeeze[0][0]'] block5n_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5n_se_reshape[0][0]'] block5n_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5n_se_reduce[0][0]'] block5n_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5n_activation[0][0]', 'block5n_se_expand[0][0]'] block5n_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5n_se_excite[0][0]'] block5n_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5n_project_conv[0][0]'] block5n_drop (Dropout) (None, 30, 30, 224) 0 ['block5n_project_bn[0][0]'] block5n_add (Add) (None, 30, 30, 224) 0 ['block5n_drop[0][0]', 'block5m_add[0][0]'] block5o_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5n_add[0][0]'] block5o_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5o_expand_conv[0][0]'] block5o_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5o_expand_bn[0][0]'] block5o_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5o_expand_activation[0][0]'] block5o_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5o_dwconv2[0][0]'] block5o_activation (Activation) (None, 30, 30, 1344) 0 ['block5o_bn[0][0]'] block5o_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5o_activation[0][0]'] ) block5o_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5o_se_squeeze[0][0]'] block5o_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5o_se_reshape[0][0]'] block5o_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5o_se_reduce[0][0]'] block5o_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5o_activation[0][0]', 'block5o_se_expand[0][0]'] block5o_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5o_se_excite[0][0]'] block5o_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5o_project_conv[0][0]'] block5o_drop (Dropout) (None, 30, 30, 224) 0 ['block5o_project_bn[0][0]'] block5o_add (Add) (None, 30, 30, 224) 0 ['block5o_drop[0][0]', 'block5n_add[0][0]'] block5p_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5o_add[0][0]'] block5p_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5p_expand_conv[0][0]'] block5p_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5p_expand_bn[0][0]'] block5p_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5p_expand_activation[0][0]'] block5p_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5p_dwconv2[0][0]'] block5p_activation (Activation) (None, 30, 30, 1344) 0 ['block5p_bn[0][0]'] block5p_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5p_activation[0][0]'] ) block5p_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5p_se_squeeze[0][0]'] block5p_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5p_se_reshape[0][0]'] block5p_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5p_se_reduce[0][0]'] block5p_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5p_activation[0][0]', 'block5p_se_expand[0][0]'] block5p_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5p_se_excite[0][0]'] block5p_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5p_project_conv[0][0]'] block5p_drop (Dropout) (None, 30, 30, 224) 0 ['block5p_project_bn[0][0]'] block5p_add (Add) (None, 30, 30, 224) 0 ['block5p_drop[0][0]', 'block5o_add[0][0]'] block5q_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5p_add[0][0]'] block5q_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5q_expand_conv[0][0]'] block5q_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5q_expand_bn[0][0]'] block5q_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5q_expand_activation[0][0]'] block5q_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5q_dwconv2[0][0]'] block5q_activation (Activation) (None, 30, 30, 1344) 0 ['block5q_bn[0][0]'] block5q_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5q_activation[0][0]'] ) block5q_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5q_se_squeeze[0][0]'] block5q_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5q_se_reshape[0][0]'] block5q_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5q_se_reduce[0][0]'] block5q_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5q_activation[0][0]', 'block5q_se_expand[0][0]'] block5q_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5q_se_excite[0][0]'] block5q_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5q_project_conv[0][0]'] block5q_drop (Dropout) (None, 30, 30, 224) 0 ['block5q_project_bn[0][0]'] block5q_add (Add) (None, 30, 30, 224) 0 ['block5q_drop[0][0]', 'block5p_add[0][0]'] block5r_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5q_add[0][0]'] block5r_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5r_expand_conv[0][0]'] block5r_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5r_expand_bn[0][0]'] block5r_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5r_expand_activation[0][0]'] block5r_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5r_dwconv2[0][0]'] block5r_activation (Activation) (None, 30, 30, 1344) 0 ['block5r_bn[0][0]'] block5r_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5r_activation[0][0]'] ) block5r_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5r_se_squeeze[0][0]'] block5r_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5r_se_reshape[0][0]'] block5r_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5r_se_reduce[0][0]'] block5r_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5r_activation[0][0]', 'block5r_se_expand[0][0]'] block5r_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5r_se_excite[0][0]'] block5r_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5r_project_conv[0][0]'] block5r_drop (Dropout) (None, 30, 30, 224) 0 ['block5r_project_bn[0][0]'] block5r_add (Add) (None, 30, 30, 224) 0 ['block5r_drop[0][0]', 'block5q_add[0][0]'] block5s_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5r_add[0][0]'] block5s_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5s_expand_conv[0][0]'] block5s_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block5s_expand_bn[0][0]'] block5s_dwconv2 (DepthwiseConv2D) (None, 30, 30, 1344) 12096 ['block5s_expand_activation[0][0]'] block5s_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block5s_dwconv2[0][0]'] block5s_activation (Activation) (None, 30, 30, 1344) 0 ['block5s_bn[0][0]'] block5s_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block5s_activation[0][0]'] ) block5s_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block5s_se_squeeze[0][0]'] block5s_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block5s_se_reshape[0][0]'] block5s_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block5s_se_reduce[0][0]'] block5s_se_excite (Multiply) (None, 30, 30, 1344) 0 ['block5s_activation[0][0]', 'block5s_se_expand[0][0]'] block5s_project_conv (Conv2D) (None, 30, 30, 224) 301056 ['block5s_se_excite[0][0]'] block5s_project_bn (BatchNormalization) (None, 30, 30, 224) 896 ['block5s_project_conv[0][0]'] block5s_drop (Dropout) (None, 30, 30, 224) 0 ['block5s_project_bn[0][0]'] block5s_add (Add) (None, 30, 30, 224) 0 ['block5s_drop[0][0]', 'block5r_add[0][0]'] block6a_expand_conv (Conv2D) (None, 30, 30, 1344) 301056 ['block5s_add[0][0]'] block6a_expand_bn (BatchNormalization) (None, 30, 30, 1344) 5376 ['block6a_expand_conv[0][0]'] block6a_expand_activation (Activation) (None, 30, 30, 1344) 0 ['block6a_expand_bn[0][0]'] block6a_dwconv2 (DepthwiseConv2D) (None, 15, 15, 1344) 12096 ['block6a_expand_activation[0][0]'] block6a_bn (BatchNormalization) (None, 15, 15, 1344) 5376 ['block6a_dwconv2[0][0]'] block6a_activation (Activation) (None, 15, 15, 1344) 0 ['block6a_bn[0][0]'] block6a_se_squeeze (GlobalAveragePooling2D (None, 1344) 0 ['block6a_activation[0][0]'] ) block6a_se_reshape (Reshape) (None, 1, 1, 1344) 0 ['block6a_se_squeeze[0][0]'] block6a_se_reduce (Conv2D) (None, 1, 1, 56) 75320 ['block6a_se_reshape[0][0]'] block6a_se_expand (Conv2D) (None, 1, 1, 1344) 76608 ['block6a_se_reduce[0][0]'] block6a_se_excite (Multiply) (None, 15, 15, 1344) 0 ['block6a_activation[0][0]', 'block6a_se_expand[0][0]'] block6a_project_conv (Conv2D) (None, 15, 15, 384) 516096 ['block6a_se_excite[0][0]'] block6a_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6a_project_conv[0][0]'] block6b_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6a_project_bn[0][0]'] block6b_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6b_expand_conv[0][0]'] block6b_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6b_expand_bn[0][0]'] block6b_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6b_expand_activation[0][0]'] block6b_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6b_dwconv2[0][0]'] block6b_activation (Activation) (None, 15, 15, 2304) 0 ['block6b_bn[0][0]'] block6b_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6b_activation[0][0]'] ) block6b_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6b_se_squeeze[0][0]'] block6b_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6b_se_reshape[0][0]'] block6b_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6b_se_reduce[0][0]'] block6b_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6b_activation[0][0]', 'block6b_se_expand[0][0]'] block6b_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6b_se_excite[0][0]'] block6b_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6b_project_conv[0][0]'] block6b_drop (Dropout) (None, 15, 15, 384) 0 ['block6b_project_bn[0][0]'] block6b_add (Add) (None, 15, 15, 384) 0 ['block6b_drop[0][0]', 'block6a_project_bn[0][0]'] block6c_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6b_add[0][0]'] block6c_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6c_expand_conv[0][0]'] block6c_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6c_expand_bn[0][0]'] block6c_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6c_expand_activation[0][0]'] block6c_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6c_dwconv2[0][0]'] block6c_activation (Activation) (None, 15, 15, 2304) 0 ['block6c_bn[0][0]'] block6c_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6c_activation[0][0]'] ) block6c_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6c_se_squeeze[0][0]'] block6c_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6c_se_reshape[0][0]'] block6c_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6c_se_reduce[0][0]'] block6c_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6c_activation[0][0]', 'block6c_se_expand[0][0]'] block6c_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6c_se_excite[0][0]'] block6c_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6c_project_conv[0][0]'] block6c_drop (Dropout) (None, 15, 15, 384) 0 ['block6c_project_bn[0][0]'] block6c_add (Add) (None, 15, 15, 384) 0 ['block6c_drop[0][0]', 'block6b_add[0][0]'] block6d_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6c_add[0][0]'] block6d_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6d_expand_conv[0][0]'] block6d_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6d_expand_bn[0][0]'] block6d_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6d_expand_activation[0][0]'] block6d_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6d_dwconv2[0][0]'] block6d_activation (Activation) (None, 15, 15, 2304) 0 ['block6d_bn[0][0]'] block6d_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6d_activation[0][0]'] ) block6d_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6d_se_squeeze[0][0]'] block6d_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6d_se_reshape[0][0]'] block6d_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6d_se_reduce[0][0]'] block6d_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6d_activation[0][0]', 'block6d_se_expand[0][0]'] block6d_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6d_se_excite[0][0]'] block6d_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6d_project_conv[0][0]'] block6d_drop (Dropout) (None, 15, 15, 384) 0 ['block6d_project_bn[0][0]'] block6d_add (Add) (None, 15, 15, 384) 0 ['block6d_drop[0][0]', 'block6c_add[0][0]'] block6e_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6d_add[0][0]'] block6e_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6e_expand_conv[0][0]'] block6e_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6e_expand_bn[0][0]'] block6e_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6e_expand_activation[0][0]'] block6e_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6e_dwconv2[0][0]'] block6e_activation (Activation) (None, 15, 15, 2304) 0 ['block6e_bn[0][0]'] block6e_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6e_activation[0][0]'] ) block6e_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6e_se_squeeze[0][0]'] block6e_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6e_se_reshape[0][0]'] block6e_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6e_se_reduce[0][0]'] block6e_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6e_activation[0][0]', 'block6e_se_expand[0][0]'] block6e_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6e_se_excite[0][0]'] block6e_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6e_project_conv[0][0]'] block6e_drop (Dropout) (None, 15, 15, 384) 0 ['block6e_project_bn[0][0]'] block6e_add (Add) (None, 15, 15, 384) 0 ['block6e_drop[0][0]', 'block6d_add[0][0]'] block6f_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6e_add[0][0]'] block6f_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6f_expand_conv[0][0]'] block6f_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6f_expand_bn[0][0]'] block6f_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6f_expand_activation[0][0]'] block6f_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6f_dwconv2[0][0]'] block6f_activation (Activation) (None, 15, 15, 2304) 0 ['block6f_bn[0][0]'] block6f_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6f_activation[0][0]'] ) block6f_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6f_se_squeeze[0][0]'] block6f_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6f_se_reshape[0][0]'] block6f_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6f_se_reduce[0][0]'] block6f_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6f_activation[0][0]', 'block6f_se_expand[0][0]'] block6f_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6f_se_excite[0][0]'] block6f_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6f_project_conv[0][0]'] block6f_drop (Dropout) (None, 15, 15, 384) 0 ['block6f_project_bn[0][0]'] block6f_add (Add) (None, 15, 15, 384) 0 ['block6f_drop[0][0]', 'block6e_add[0][0]'] block6g_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6f_add[0][0]'] block6g_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6g_expand_conv[0][0]'] block6g_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6g_expand_bn[0][0]'] block6g_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6g_expand_activation[0][0]'] block6g_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6g_dwconv2[0][0]'] block6g_activation (Activation) (None, 15, 15, 2304) 0 ['block6g_bn[0][0]'] block6g_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6g_activation[0][0]'] ) block6g_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6g_se_squeeze[0][0]'] block6g_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6g_se_reshape[0][0]'] block6g_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6g_se_reduce[0][0]'] block6g_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6g_activation[0][0]', 'block6g_se_expand[0][0]'] block6g_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6g_se_excite[0][0]'] block6g_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6g_project_conv[0][0]'] block6g_drop (Dropout) (None, 15, 15, 384) 0 ['block6g_project_bn[0][0]'] block6g_add (Add) (None, 15, 15, 384) 0 ['block6g_drop[0][0]', 'block6f_add[0][0]'] block6h_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6g_add[0][0]'] block6h_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6h_expand_conv[0][0]'] block6h_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6h_expand_bn[0][0]'] block6h_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6h_expand_activation[0][0]'] block6h_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6h_dwconv2[0][0]'] block6h_activation (Activation) (None, 15, 15, 2304) 0 ['block6h_bn[0][0]'] block6h_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6h_activation[0][0]'] ) block6h_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6h_se_squeeze[0][0]'] block6h_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6h_se_reshape[0][0]'] block6h_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6h_se_reduce[0][0]'] block6h_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6h_activation[0][0]', 'block6h_se_expand[0][0]'] block6h_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6h_se_excite[0][0]'] block6h_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6h_project_conv[0][0]'] block6h_drop (Dropout) (None, 15, 15, 384) 0 ['block6h_project_bn[0][0]'] block6h_add (Add) (None, 15, 15, 384) 0 ['block6h_drop[0][0]', 'block6g_add[0][0]'] block6i_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6h_add[0][0]'] block6i_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6i_expand_conv[0][0]'] block6i_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6i_expand_bn[0][0]'] block6i_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6i_expand_activation[0][0]'] block6i_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6i_dwconv2[0][0]'] block6i_activation (Activation) (None, 15, 15, 2304) 0 ['block6i_bn[0][0]'] block6i_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6i_activation[0][0]'] ) block6i_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6i_se_squeeze[0][0]'] block6i_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6i_se_reshape[0][0]'] block6i_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6i_se_reduce[0][0]'] block6i_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6i_activation[0][0]', 'block6i_se_expand[0][0]'] block6i_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6i_se_excite[0][0]'] block6i_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6i_project_conv[0][0]'] block6i_drop (Dropout) (None, 15, 15, 384) 0 ['block6i_project_bn[0][0]'] block6i_add (Add) (None, 15, 15, 384) 0 ['block6i_drop[0][0]', 'block6h_add[0][0]'] block6j_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6i_add[0][0]'] block6j_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6j_expand_conv[0][0]'] block6j_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6j_expand_bn[0][0]'] block6j_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6j_expand_activation[0][0]'] block6j_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6j_dwconv2[0][0]'] block6j_activation (Activation) (None, 15, 15, 2304) 0 ['block6j_bn[0][0]'] block6j_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6j_activation[0][0]'] ) block6j_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6j_se_squeeze[0][0]'] block6j_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6j_se_reshape[0][0]'] block6j_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6j_se_reduce[0][0]'] block6j_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6j_activation[0][0]', 'block6j_se_expand[0][0]'] block6j_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6j_se_excite[0][0]'] block6j_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6j_project_conv[0][0]'] block6j_drop (Dropout) (None, 15, 15, 384) 0 ['block6j_project_bn[0][0]'] block6j_add (Add) (None, 15, 15, 384) 0 ['block6j_drop[0][0]', 'block6i_add[0][0]'] block6k_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6j_add[0][0]'] block6k_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6k_expand_conv[0][0]'] block6k_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6k_expand_bn[0][0]'] block6k_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6k_expand_activation[0][0]'] block6k_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6k_dwconv2[0][0]'] block6k_activation (Activation) (None, 15, 15, 2304) 0 ['block6k_bn[0][0]'] block6k_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6k_activation[0][0]'] ) block6k_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6k_se_squeeze[0][0]'] block6k_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6k_se_reshape[0][0]'] block6k_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6k_se_reduce[0][0]'] block6k_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6k_activation[0][0]', 'block6k_se_expand[0][0]'] block6k_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6k_se_excite[0][0]'] block6k_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6k_project_conv[0][0]'] block6k_drop (Dropout) (None, 15, 15, 384) 0 ['block6k_project_bn[0][0]'] block6k_add (Add) (None, 15, 15, 384) 0 ['block6k_drop[0][0]', 'block6j_add[0][0]'] block6l_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6k_add[0][0]'] block6l_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6l_expand_conv[0][0]'] block6l_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6l_expand_bn[0][0]'] block6l_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6l_expand_activation[0][0]'] block6l_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6l_dwconv2[0][0]'] block6l_activation (Activation) (None, 15, 15, 2304) 0 ['block6l_bn[0][0]'] block6l_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6l_activation[0][0]'] ) block6l_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6l_se_squeeze[0][0]'] block6l_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6l_se_reshape[0][0]'] block6l_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6l_se_reduce[0][0]'] block6l_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6l_activation[0][0]', 'block6l_se_expand[0][0]'] block6l_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6l_se_excite[0][0]'] block6l_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6l_project_conv[0][0]'] block6l_drop (Dropout) (None, 15, 15, 384) 0 ['block6l_project_bn[0][0]'] block6l_add (Add) (None, 15, 15, 384) 0 ['block6l_drop[0][0]', 'block6k_add[0][0]'] block6m_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6l_add[0][0]'] block6m_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6m_expand_conv[0][0]'] block6m_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6m_expand_bn[0][0]'] block6m_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6m_expand_activation[0][0]'] block6m_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6m_dwconv2[0][0]'] block6m_activation (Activation) (None, 15, 15, 2304) 0 ['block6m_bn[0][0]'] block6m_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6m_activation[0][0]'] ) block6m_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6m_se_squeeze[0][0]'] block6m_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6m_se_reshape[0][0]'] block6m_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6m_se_reduce[0][0]'] block6m_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6m_activation[0][0]', 'block6m_se_expand[0][0]'] block6m_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6m_se_excite[0][0]'] block6m_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6m_project_conv[0][0]'] block6m_drop (Dropout) (None, 15, 15, 384) 0 ['block6m_project_bn[0][0]'] block6m_add (Add) (None, 15, 15, 384) 0 ['block6m_drop[0][0]', 'block6l_add[0][0]'] block6n_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6m_add[0][0]'] block6n_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6n_expand_conv[0][0]'] block6n_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6n_expand_bn[0][0]'] block6n_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6n_expand_activation[0][0]'] block6n_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6n_dwconv2[0][0]'] block6n_activation (Activation) (None, 15, 15, 2304) 0 ['block6n_bn[0][0]'] block6n_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6n_activation[0][0]'] ) block6n_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6n_se_squeeze[0][0]'] block6n_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6n_se_reshape[0][0]'] block6n_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6n_se_reduce[0][0]'] block6n_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6n_activation[0][0]', 'block6n_se_expand[0][0]'] block6n_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6n_se_excite[0][0]'] block6n_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6n_project_conv[0][0]'] block6n_drop (Dropout) (None, 15, 15, 384) 0 ['block6n_project_bn[0][0]'] block6n_add (Add) (None, 15, 15, 384) 0 ['block6n_drop[0][0]', 'block6m_add[0][0]'] block6o_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6n_add[0][0]'] block6o_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6o_expand_conv[0][0]'] block6o_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6o_expand_bn[0][0]'] block6o_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6o_expand_activation[0][0]'] block6o_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6o_dwconv2[0][0]'] block6o_activation (Activation) (None, 15, 15, 2304) 0 ['block6o_bn[0][0]'] block6o_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6o_activation[0][0]'] ) block6o_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6o_se_squeeze[0][0]'] block6o_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6o_se_reshape[0][0]'] block6o_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6o_se_reduce[0][0]'] block6o_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6o_activation[0][0]', 'block6o_se_expand[0][0]'] block6o_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6o_se_excite[0][0]'] block6o_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6o_project_conv[0][0]'] block6o_drop (Dropout) (None, 15, 15, 384) 0 ['block6o_project_bn[0][0]'] block6o_add (Add) (None, 15, 15, 384) 0 ['block6o_drop[0][0]', 'block6n_add[0][0]'] block6p_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6o_add[0][0]'] block6p_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6p_expand_conv[0][0]'] block6p_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6p_expand_bn[0][0]'] block6p_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6p_expand_activation[0][0]'] block6p_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6p_dwconv2[0][0]'] block6p_activation (Activation) (None, 15, 15, 2304) 0 ['block6p_bn[0][0]'] block6p_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6p_activation[0][0]'] ) block6p_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6p_se_squeeze[0][0]'] block6p_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6p_se_reshape[0][0]'] block6p_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6p_se_reduce[0][0]'] block6p_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6p_activation[0][0]', 'block6p_se_expand[0][0]'] block6p_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6p_se_excite[0][0]'] block6p_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6p_project_conv[0][0]'] block6p_drop (Dropout) (None, 15, 15, 384) 0 ['block6p_project_bn[0][0]'] block6p_add (Add) (None, 15, 15, 384) 0 ['block6p_drop[0][0]', 'block6o_add[0][0]'] block6q_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6p_add[0][0]'] block6q_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6q_expand_conv[0][0]'] block6q_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6q_expand_bn[0][0]'] block6q_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6q_expand_activation[0][0]'] block6q_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6q_dwconv2[0][0]'] block6q_activation (Activation) (None, 15, 15, 2304) 0 ['block6q_bn[0][0]'] block6q_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6q_activation[0][0]'] ) block6q_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6q_se_squeeze[0][0]'] block6q_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6q_se_reshape[0][0]'] block6q_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6q_se_reduce[0][0]'] block6q_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6q_activation[0][0]', 'block6q_se_expand[0][0]'] block6q_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6q_se_excite[0][0]'] block6q_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6q_project_conv[0][0]'] block6q_drop (Dropout) (None, 15, 15, 384) 0 ['block6q_project_bn[0][0]'] block6q_add (Add) (None, 15, 15, 384) 0 ['block6q_drop[0][0]', 'block6p_add[0][0]'] block6r_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6q_add[0][0]'] block6r_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6r_expand_conv[0][0]'] block6r_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6r_expand_bn[0][0]'] block6r_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6r_expand_activation[0][0]'] block6r_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6r_dwconv2[0][0]'] block6r_activation (Activation) (None, 15, 15, 2304) 0 ['block6r_bn[0][0]'] block6r_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6r_activation[0][0]'] ) block6r_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6r_se_squeeze[0][0]'] block6r_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6r_se_reshape[0][0]'] block6r_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6r_se_reduce[0][0]'] block6r_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6r_activation[0][0]', 'block6r_se_expand[0][0]'] block6r_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6r_se_excite[0][0]'] block6r_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6r_project_conv[0][0]'] block6r_drop (Dropout) (None, 15, 15, 384) 0 ['block6r_project_bn[0][0]'] block6r_add (Add) (None, 15, 15, 384) 0 ['block6r_drop[0][0]', 'block6q_add[0][0]'] block6s_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6r_add[0][0]'] block6s_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6s_expand_conv[0][0]'] block6s_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6s_expand_bn[0][0]'] block6s_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6s_expand_activation[0][0]'] block6s_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6s_dwconv2[0][0]'] block6s_activation (Activation) (None, 15, 15, 2304) 0 ['block6s_bn[0][0]'] block6s_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6s_activation[0][0]'] ) block6s_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6s_se_squeeze[0][0]'] block6s_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6s_se_reshape[0][0]'] block6s_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6s_se_reduce[0][0]'] block6s_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6s_activation[0][0]', 'block6s_se_expand[0][0]'] block6s_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6s_se_excite[0][0]'] block6s_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6s_project_conv[0][0]'] block6s_drop (Dropout) (None, 15, 15, 384) 0 ['block6s_project_bn[0][0]'] block6s_add (Add) (None, 15, 15, 384) 0 ['block6s_drop[0][0]', 'block6r_add[0][0]'] block6t_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6s_add[0][0]'] block6t_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6t_expand_conv[0][0]'] block6t_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6t_expand_bn[0][0]'] block6t_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6t_expand_activation[0][0]'] block6t_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6t_dwconv2[0][0]'] block6t_activation (Activation) (None, 15, 15, 2304) 0 ['block6t_bn[0][0]'] block6t_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6t_activation[0][0]'] ) block6t_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6t_se_squeeze[0][0]'] block6t_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6t_se_reshape[0][0]'] block6t_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6t_se_reduce[0][0]'] block6t_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6t_activation[0][0]', 'block6t_se_expand[0][0]'] block6t_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6t_se_excite[0][0]'] block6t_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6t_project_conv[0][0]'] block6t_drop (Dropout) (None, 15, 15, 384) 0 ['block6t_project_bn[0][0]'] block6t_add (Add) (None, 15, 15, 384) 0 ['block6t_drop[0][0]', 'block6s_add[0][0]'] block6u_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6t_add[0][0]'] block6u_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6u_expand_conv[0][0]'] block6u_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6u_expand_bn[0][0]'] block6u_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6u_expand_activation[0][0]'] block6u_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6u_dwconv2[0][0]'] block6u_activation (Activation) (None, 15, 15, 2304) 0 ['block6u_bn[0][0]'] block6u_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6u_activation[0][0]'] ) block6u_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6u_se_squeeze[0][0]'] block6u_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6u_se_reshape[0][0]'] block6u_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6u_se_reduce[0][0]'] block6u_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6u_activation[0][0]', 'block6u_se_expand[0][0]'] block6u_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6u_se_excite[0][0]'] block6u_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6u_project_conv[0][0]'] block6u_drop (Dropout) (None, 15, 15, 384) 0 ['block6u_project_bn[0][0]'] block6u_add (Add) (None, 15, 15, 384) 0 ['block6u_drop[0][0]', 'block6t_add[0][0]'] block6v_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6u_add[0][0]'] block6v_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6v_expand_conv[0][0]'] block6v_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6v_expand_bn[0][0]'] block6v_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6v_expand_activation[0][0]'] block6v_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6v_dwconv2[0][0]'] block6v_activation (Activation) (None, 15, 15, 2304) 0 ['block6v_bn[0][0]'] block6v_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6v_activation[0][0]'] ) block6v_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6v_se_squeeze[0][0]'] block6v_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6v_se_reshape[0][0]'] block6v_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6v_se_reduce[0][0]'] block6v_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6v_activation[0][0]', 'block6v_se_expand[0][0]'] block6v_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6v_se_excite[0][0]'] block6v_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6v_project_conv[0][0]'] block6v_drop (Dropout) (None, 15, 15, 384) 0 ['block6v_project_bn[0][0]'] block6v_add (Add) (None, 15, 15, 384) 0 ['block6v_drop[0][0]', 'block6u_add[0][0]'] block6w_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6v_add[0][0]'] block6w_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6w_expand_conv[0][0]'] block6w_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6w_expand_bn[0][0]'] block6w_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6w_expand_activation[0][0]'] block6w_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6w_dwconv2[0][0]'] block6w_activation (Activation) (None, 15, 15, 2304) 0 ['block6w_bn[0][0]'] block6w_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6w_activation[0][0]'] ) block6w_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6w_se_squeeze[0][0]'] block6w_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6w_se_reshape[0][0]'] block6w_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6w_se_reduce[0][0]'] block6w_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6w_activation[0][0]', 'block6w_se_expand[0][0]'] block6w_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6w_se_excite[0][0]'] block6w_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6w_project_conv[0][0]'] block6w_drop (Dropout) (None, 15, 15, 384) 0 ['block6w_project_bn[0][0]'] block6w_add (Add) (None, 15, 15, 384) 0 ['block6w_drop[0][0]', 'block6v_add[0][0]'] block6x_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6w_add[0][0]'] block6x_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6x_expand_conv[0][0]'] block6x_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6x_expand_bn[0][0]'] block6x_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6x_expand_activation[0][0]'] block6x_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6x_dwconv2[0][0]'] block6x_activation (Activation) (None, 15, 15, 2304) 0 ['block6x_bn[0][0]'] block6x_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6x_activation[0][0]'] ) block6x_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6x_se_squeeze[0][0]'] block6x_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6x_se_reshape[0][0]'] block6x_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6x_se_reduce[0][0]'] block6x_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6x_activation[0][0]', 'block6x_se_expand[0][0]'] block6x_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6x_se_excite[0][0]'] block6x_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6x_project_conv[0][0]'] block6x_drop (Dropout) (None, 15, 15, 384) 0 ['block6x_project_bn[0][0]'] block6x_add (Add) (None, 15, 15, 384) 0 ['block6x_drop[0][0]', 'block6w_add[0][0]'] block6y_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6x_add[0][0]'] block6y_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6y_expand_conv[0][0]'] block6y_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block6y_expand_bn[0][0]'] block6y_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block6y_expand_activation[0][0]'] block6y_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block6y_dwconv2[0][0]'] block6y_activation (Activation) (None, 15, 15, 2304) 0 ['block6y_bn[0][0]'] block6y_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block6y_activation[0][0]'] ) block6y_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block6y_se_squeeze[0][0]'] block6y_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block6y_se_reshape[0][0]'] block6y_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block6y_se_reduce[0][0]'] block6y_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block6y_activation[0][0]', 'block6y_se_expand[0][0]'] block6y_project_conv (Conv2D) (None, 15, 15, 384) 884736 ['block6y_se_excite[0][0]'] block6y_project_bn (BatchNormalization) (None, 15, 15, 384) 1536 ['block6y_project_conv[0][0]'] block6y_drop (Dropout) (None, 15, 15, 384) 0 ['block6y_project_bn[0][0]'] block6y_add (Add) (None, 15, 15, 384) 0 ['block6y_drop[0][0]', 'block6x_add[0][0]'] block7a_expand_conv (Conv2D) (None, 15, 15, 2304) 884736 ['block6y_add[0][0]'] block7a_expand_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block7a_expand_conv[0][0]'] block7a_expand_activation (Activation) (None, 15, 15, 2304) 0 ['block7a_expand_bn[0][0]'] block7a_dwconv2 (DepthwiseConv2D) (None, 15, 15, 2304) 20736 ['block7a_expand_activation[0][0]'] block7a_bn (BatchNormalization) (None, 15, 15, 2304) 9216 ['block7a_dwconv2[0][0]'] block7a_activation (Activation) (None, 15, 15, 2304) 0 ['block7a_bn[0][0]'] block7a_se_squeeze (GlobalAveragePooling2D (None, 2304) 0 ['block7a_activation[0][0]'] ) block7a_se_reshape (Reshape) (None, 1, 1, 2304) 0 ['block7a_se_squeeze[0][0]'] block7a_se_reduce (Conv2D) (None, 1, 1, 96) 221280 ['block7a_se_reshape[0][0]'] block7a_se_expand (Conv2D) (None, 1, 1, 2304) 223488 ['block7a_se_reduce[0][0]'] block7a_se_excite (Multiply) (None, 15, 15, 2304) 0 ['block7a_activation[0][0]', 'block7a_se_expand[0][0]'] block7a_project_conv (Conv2D) (None, 15, 15, 640) 1474560 ['block7a_se_excite[0][0]'] block7a_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7a_project_conv[0][0]'] block7b_expand_conv (Conv2D) (None, 15, 15, 3840) 2457600 ['block7a_project_bn[0][0]'] block7b_expand_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7b_expand_conv[0][0]'] block7b_expand_activation (Activation) (None, 15, 15, 3840) 0 ['block7b_expand_bn[0][0]'] block7b_dwconv2 (DepthwiseConv2D) (None, 15, 15, 3840) 34560 ['block7b_expand_activation[0][0]'] block7b_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7b_dwconv2[0][0]'] block7b_activation (Activation) (None, 15, 15, 3840) 0 ['block7b_bn[0][0]'] block7b_se_squeeze (GlobalAveragePooling2D (None, 3840) 0 ['block7b_activation[0][0]'] ) block7b_se_reshape (Reshape) (None, 1, 1, 3840) 0 ['block7b_se_squeeze[0][0]'] block7b_se_reduce (Conv2D) (None, 1, 1, 160) 614560 ['block7b_se_reshape[0][0]'] block7b_se_expand (Conv2D) (None, 1, 1, 3840) 618240 ['block7b_se_reduce[0][0]'] block7b_se_excite (Multiply) (None, 15, 15, 3840) 0 ['block7b_activation[0][0]', 'block7b_se_expand[0][0]'] block7b_project_conv (Conv2D) (None, 15, 15, 640) 2457600 ['block7b_se_excite[0][0]'] block7b_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7b_project_conv[0][0]'] block7b_drop (Dropout) (None, 15, 15, 640) 0 ['block7b_project_bn[0][0]'] block7b_add (Add) (None, 15, 15, 640) 0 ['block7b_drop[0][0]', 'block7a_project_bn[0][0]'] block7c_expand_conv (Conv2D) (None, 15, 15, 3840) 2457600 ['block7b_add[0][0]'] block7c_expand_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7c_expand_conv[0][0]'] block7c_expand_activation (Activation) (None, 15, 15, 3840) 0 ['block7c_expand_bn[0][0]'] block7c_dwconv2 (DepthwiseConv2D) (None, 15, 15, 3840) 34560 ['block7c_expand_activation[0][0]'] block7c_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7c_dwconv2[0][0]'] block7c_activation (Activation) (None, 15, 15, 3840) 0 ['block7c_bn[0][0]'] block7c_se_squeeze (GlobalAveragePooling2D (None, 3840) 0 ['block7c_activation[0][0]'] ) block7c_se_reshape (Reshape) (None, 1, 1, 3840) 0 ['block7c_se_squeeze[0][0]'] block7c_se_reduce (Conv2D) (None, 1, 1, 160) 614560 ['block7c_se_reshape[0][0]'] block7c_se_expand (Conv2D) (None, 1, 1, 3840) 618240 ['block7c_se_reduce[0][0]'] block7c_se_excite (Multiply) (None, 15, 15, 3840) 0 ['block7c_activation[0][0]', 'block7c_se_expand[0][0]'] block7c_project_conv (Conv2D) (None, 15, 15, 640) 2457600 ['block7c_se_excite[0][0]'] block7c_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7c_project_conv[0][0]'] block7c_drop (Dropout) (None, 15, 15, 640) 0 ['block7c_project_bn[0][0]'] block7c_add (Add) (None, 15, 15, 640) 0 ['block7c_drop[0][0]', 'block7b_add[0][0]'] block7d_expand_conv (Conv2D) (None, 15, 15, 3840) 2457600 ['block7c_add[0][0]'] block7d_expand_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7d_expand_conv[0][0]'] block7d_expand_activation (Activation) (None, 15, 15, 3840) 0 ['block7d_expand_bn[0][0]'] block7d_dwconv2 (DepthwiseConv2D) (None, 15, 15, 3840) 34560 ['block7d_expand_activation[0][0]'] block7d_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7d_dwconv2[0][0]'] block7d_activation (Activation) (None, 15, 15, 3840) 0 ['block7d_bn[0][0]'] block7d_se_squeeze (GlobalAveragePooling2D (None, 3840) 0 ['block7d_activation[0][0]'] ) block7d_se_reshape (Reshape) (None, 1, 1, 3840) 0 ['block7d_se_squeeze[0][0]'] block7d_se_reduce (Conv2D) (None, 1, 1, 160) 614560 ['block7d_se_reshape[0][0]'] block7d_se_expand (Conv2D) (None, 1, 1, 3840) 618240 ['block7d_se_reduce[0][0]'] block7d_se_excite (Multiply) (None, 15, 15, 3840) 0 ['block7d_activation[0][0]', 'block7d_se_expand[0][0]'] block7d_project_conv (Conv2D) (None, 15, 15, 640) 2457600 ['block7d_se_excite[0][0]'] block7d_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7d_project_conv[0][0]'] block7d_drop (Dropout) (None, 15, 15, 640) 0 ['block7d_project_bn[0][0]'] block7d_add (Add) (None, 15, 15, 640) 0 ['block7d_drop[0][0]', 'block7c_add[0][0]'] block7e_expand_conv (Conv2D) (None, 15, 15, 3840) 2457600 ['block7d_add[0][0]'] block7e_expand_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7e_expand_conv[0][0]'] block7e_expand_activation (Activation) (None, 15, 15, 3840) 0 ['block7e_expand_bn[0][0]'] block7e_dwconv2 (DepthwiseConv2D) (None, 15, 15, 3840) 34560 ['block7e_expand_activation[0][0]'] block7e_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7e_dwconv2[0][0]'] block7e_activation (Activation) (None, 15, 15, 3840) 0 ['block7e_bn[0][0]'] block7e_se_squeeze (GlobalAveragePooling2D (None, 3840) 0 ['block7e_activation[0][0]'] ) block7e_se_reshape (Reshape) (None, 1, 1, 3840) 0 ['block7e_se_squeeze[0][0]'] block7e_se_reduce (Conv2D) (None, 1, 1, 160) 614560 ['block7e_se_reshape[0][0]'] block7e_se_expand (Conv2D) (None, 1, 1, 3840) 618240 ['block7e_se_reduce[0][0]'] block7e_se_excite (Multiply) (None, 15, 15, 3840) 0 ['block7e_activation[0][0]', 'block7e_se_expand[0][0]'] block7e_project_conv (Conv2D) (None, 15, 15, 640) 2457600 ['block7e_se_excite[0][0]'] block7e_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7e_project_conv[0][0]'] block7e_drop (Dropout) (None, 15, 15, 640) 0 ['block7e_project_bn[0][0]'] block7e_add (Add) (None, 15, 15, 640) 0 ['block7e_drop[0][0]', 'block7d_add[0][0]'] block7f_expand_conv (Conv2D) (None, 15, 15, 3840) 2457600 ['block7e_add[0][0]'] block7f_expand_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7f_expand_conv[0][0]'] block7f_expand_activation (Activation) (None, 15, 15, 3840) 0 ['block7f_expand_bn[0][0]'] block7f_dwconv2 (DepthwiseConv2D) (None, 15, 15, 3840) 34560 ['block7f_expand_activation[0][0]'] block7f_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7f_dwconv2[0][0]'] block7f_activation (Activation) (None, 15, 15, 3840) 0 ['block7f_bn[0][0]'] block7f_se_squeeze (GlobalAveragePooling2D (None, 3840) 0 ['block7f_activation[0][0]'] ) block7f_se_reshape (Reshape) (None, 1, 1, 3840) 0 ['block7f_se_squeeze[0][0]'] block7f_se_reduce (Conv2D) (None, 1, 1, 160) 614560 ['block7f_se_reshape[0][0]'] block7f_se_expand (Conv2D) (None, 1, 1, 3840) 618240 ['block7f_se_reduce[0][0]'] block7f_se_excite (Multiply) (None, 15, 15, 3840) 0 ['block7f_activation[0][0]', 'block7f_se_expand[0][0]'] block7f_project_conv (Conv2D) (None, 15, 15, 640) 2457600 ['block7f_se_excite[0][0]'] block7f_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7f_project_conv[0][0]'] block7f_drop (Dropout) (None, 15, 15, 640) 0 ['block7f_project_bn[0][0]'] block7f_add (Add) (None, 15, 15, 640) 0 ['block7f_drop[0][0]', 'block7e_add[0][0]'] block7g_expand_conv (Conv2D) (None, 15, 15, 3840) 2457600 ['block7f_add[0][0]'] block7g_expand_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7g_expand_conv[0][0]'] block7g_expand_activation (Activation) (None, 15, 15, 3840) 0 ['block7g_expand_bn[0][0]'] block7g_dwconv2 (DepthwiseConv2D) (None, 15, 15, 3840) 34560 ['block7g_expand_activation[0][0]'] block7g_bn (BatchNormalization) (None, 15, 15, 3840) 15360 ['block7g_dwconv2[0][0]'] block7g_activation (Activation) (None, 15, 15, 3840) 0 ['block7g_bn[0][0]'] block7g_se_squeeze (GlobalAveragePooling2D (None, 3840) 0 ['block7g_activation[0][0]'] ) block7g_se_reshape (Reshape) (None, 1, 1, 3840) 0 ['block7g_se_squeeze[0][0]'] block7g_se_reduce (Conv2D) (None, 1, 1, 160) 614560 ['block7g_se_reshape[0][0]'] block7g_se_expand (Conv2D) (None, 1, 1, 3840) 618240 ['block7g_se_reduce[0][0]'] block7g_se_excite (Multiply) (None, 15, 15, 3840) 0 ['block7g_activation[0][0]', 'block7g_se_expand[0][0]'] block7g_project_conv (Conv2D) (None, 15, 15, 640) 2457600 ['block7g_se_excite[0][0]'] block7g_project_bn (BatchNormalization) (None, 15, 15, 640) 2560 ['block7g_project_conv[0][0]'] block7g_drop (Dropout) (None, 15, 15, 640) 0 ['block7g_project_bn[0][0]'] block7g_add (Add) (None, 15, 15, 640) 0 ['block7g_drop[0][0]', 'block7f_add[0][0]'] top_conv (Conv2D) (None, 15, 15, 1280) 819200 ['block7g_add[0][0]'] top_bn (BatchNormalization) (None, 15, 15, 1280) 5120 ['top_conv[0][0]'] top_activation (Activation) (None, 15, 15, 1280) 0 ['top_bn[0][0]'] avg_pool (GlobalAveragePooling2D) (None, 1280) 0 ['top_activation[0][0]'] pool_dropout (Dropout) (None, 1280) 0 ['avg_pool[0][0]'] dense_features (Dense) (None, 512) 655872 ['pool_dropout[0][0]'] dense_dropout (Dropout) (None, 512) 0 ['dense_features[0][0]'] classifier (Dense) (None, 200) 102600 ['dense_dropout[0][0]'] ======================================================================================================================================= Total params: 118,505,320 Trainable params: 117,992,744 Non-trainable params: 512,576 _______________________________________________________________________________________________________________________________________ Epoch 1/2 2022-10-30 15:28:54.736732: W tensorflow/core/grappler/optimizers/loop_optimizer.cc:907] Skipping loop optimization for Merge node with control input: transfer_model/random_crop/cond/branch_executed/_8 6250/6250 [==============================] - 5168s 823ms/step - loss: 0.5418 - accuracy: 0.8557 - map: 0.9023 - val_loss: 0.2628 - val_accuracy: 0.9267 - val_map: 0.9543 Epoch 2/2 6250/6250 [==============================] - 5138s 822ms/step - loss: 0.4142 - accuracy: 0.8854 - map: 0.9252 - val_loss: 0.3045 - val_accuracy: 0.9207 - val_map: 0.9492 313/313 [==============================] - 127s 389ms/step real 327m4.426s user 184m19.014s sys 110m29.741s dadebarr@dadebarr-lambda:~/imagenet$ kaggle competitions submit -c ml530-2022-fall-imagenet -f predictions.csv -m "5:27:04" 100%|███████████████████████████████████████████████████████████████████████████████████████████████| 228k/228k [00:02<00:00, 93.1kB/s] Successfully submitted to ml530-2022-fall-imagenetdadebarr@dadebarr-lambda:~/imagenet$