KerasEfficientNetB5
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Model: "model_12"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_6 (InputLayer) (None, 456, 456, 3) 0
__________________________________________________________________________________________________
stem_conv (Conv2D) (None, 228, 228, 48) 1296 input_6[0][0]
__________________________________________________________________________________________________
stem_bn (BatchNormalization) (None, 228, 228, 48) 192 stem_conv[0][0]
__________________________________________________________________________________________________
stem_activation (Activation) (None, 228, 228, 48) 0 stem_bn[0][0]
__________________________________________________________________________________________________
block1a_dwconv (DepthwiseConv2D (None, 228, 228, 48) 432 stem_activation[0][0]
__________________________________________________________________________________________________
block1a_bn (BatchNormalization) (None, 228, 228, 48) 192 block1a_dwconv[0][0]
__________________________________________________________________________________________________
block1a_activation (Activation) (None, 228, 228, 48) 0 block1a_bn[0][0]
__________________________________________________________________________________________________
block1a_se_squeeze (GlobalAvera (None, 48) 0 block1a_activation[0][0]
__________________________________________________________________________________________________
block1a_se_reshape (Reshape) (None, 1, 1, 48) 0 block1a_se_squeeze[0][0]
__________________________________________________________________________________________________
block1a_se_reduce (Conv2D) (None, 1, 1, 12) 588 block1a_se_reshape[0][0]
__________________________________________________________________________________________________
block1a_se_expand (Conv2D) (None, 1, 1, 48) 624 block1a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w228_d48_1 (Lambda) (None, 228, 228, 48) 0 block1a_se_expand[0][0]
__________________________________________________________________________________________________
block1a_se_excite (Multiply) (None, 228, 228, 48) 0 block1a_activation[0][0]
broadcast_w228_d48_1[0][0]
__________________________________________________________________________________________________
block1a_project_conv (Conv2D) (None, 228, 228, 24) 1152 block1a_se_excite[0][0]
__________________________________________________________________________________________________
block1a_project_bn (BatchNormal (None, 228, 228, 24) 96 block1a_project_conv[0][0]
__________________________________________________________________________________________________
block1b_dwconv (DepthwiseConv2D (None, 228, 228, 24) 216 block1a_project_bn[0][0]
__________________________________________________________________________________________________
block1b_bn (BatchNormalization) (None, 228, 228, 24) 96 block1b_dwconv[0][0]
__________________________________________________________________________________________________
block1b_activation (Activation) (None, 228, 228, 24) 0 block1b_bn[0][0]
__________________________________________________________________________________________________
block1b_se_squeeze (GlobalAvera (None, 24) 0 block1b_activation[0][0]
__________________________________________________________________________________________________
block1b_se_reshape (Reshape) (None, 1, 1, 24) 0 block1b_se_squeeze[0][0]
__________________________________________________________________________________________________
block1b_se_reduce (Conv2D) (None, 1, 1, 6) 150 block1b_se_reshape[0][0]
__________________________________________________________________________________________________
block1b_se_expand (Conv2D) (None, 1, 1, 24) 168 block1b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w228_d24_1 (Lambda) (None, 228, 228, 24) 0 block1b_se_expand[0][0]
__________________________________________________________________________________________________
block1b_se_excite (Multiply) (None, 228, 228, 24) 0 block1b_activation[0][0]
broadcast_w228_d24_1[0][0]
__________________________________________________________________________________________________
block1b_project_conv (Conv2D) (None, 228, 228, 24) 576 block1b_se_excite[0][0]
__________________________________________________________________________________________________
block1b_project_bn (BatchNormal (None, 228, 228, 24) 96 block1b_project_conv[0][0]
__________________________________________________________________________________________________
block1b_drop_dropout (Dropout) (None, 228, 228, 24) 0 block1b_project_bn[0][0]
__________________________________________________________________________________________________
block1b_add (Add) (None, 228, 228, 24) 0 block1a_project_bn[0][0]
block1b_drop_dropout[0][0]
__________________________________________________________________________________________________
block1c_dwconv (DepthwiseConv2D (None, 228, 228, 24) 216 block1b_add[0][0]
__________________________________________________________________________________________________
block1c_bn (BatchNormalization) (None, 228, 228, 24) 96 block1c_dwconv[0][0]
__________________________________________________________________________________________________
block1c_activation (Activation) (None, 228, 228, 24) 0 block1c_bn[0][0]
__________________________________________________________________________________________________
block1c_se_squeeze (GlobalAvera (None, 24) 0 block1c_activation[0][0]
__________________________________________________________________________________________________
block1c_se_reshape (Reshape) (None, 1, 1, 24) 0 block1c_se_squeeze[0][0]
__________________________________________________________________________________________________
block1c_se_reduce (Conv2D) (None, 1, 1, 6) 150 block1c_se_reshape[0][0]
__________________________________________________________________________________________________
block1c_se_expand (Conv2D) (None, 1, 1, 24) 168 block1c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w228_d24_2 (Lambda) (None, 228, 228, 24) 0 block1c_se_expand[0][0]
__________________________________________________________________________________________________
block1c_se_excite (Multiply) (None, 228, 228, 24) 0 block1c_activation[0][0]
broadcast_w228_d24_2[0][0]
__________________________________________________________________________________________________
block1c_project_conv (Conv2D) (None, 228, 228, 24) 576 block1c_se_excite[0][0]
__________________________________________________________________________________________________
block1c_project_bn (BatchNormal (None, 228, 228, 24) 96 block1c_project_conv[0][0]
__________________________________________________________________________________________________
block1c_drop_dropout (Dropout) (None, 228, 228, 24) 0 block1c_project_bn[0][0]
__________________________________________________________________________________________________
block1c_add (Add) (None, 228, 228, 24) 0 block1b_add[0][0]
block1c_drop_dropout[0][0]
__________________________________________________________________________________________________
block2a_expand_conv (Conv2D) (None, 228, 228, 144 3456 block1c_add[0][0]
__________________________________________________________________________________________________
block2a_expand_bn (BatchNormali (None, 228, 228, 144 576 block2a_expand_conv[0][0]
__________________________________________________________________________________________________
block2a_expand_activation (Acti (None, 228, 228, 144 0 block2a_expand_bn[0][0]
__________________________________________________________________________________________________
block2a_dwconv (DepthwiseConv2D (None, 114, 114, 144 1296 block2a_expand_activation[0][0]
__________________________________________________________________________________________________
block2a_bn (BatchNormalization) (None, 114, 114, 144 576 block2a_dwconv[0][0]
__________________________________________________________________________________________________
block2a_activation (Activation) (None, 114, 114, 144 0 block2a_bn[0][0]
__________________________________________________________________________________________________
block2a_se_squeeze (GlobalAvera (None, 144) 0 block2a_activation[0][0]
__________________________________________________________________________________________________
block2a_se_reshape (Reshape) (None, 1, 1, 144) 0 block2a_se_squeeze[0][0]
__________________________________________________________________________________________________
block2a_se_reduce (Conv2D) (None, 1, 1, 6) 870 block2a_se_reshape[0][0]
__________________________________________________________________________________________________
block2a_se_expand (Conv2D) (None, 1, 1, 144) 1008 block2a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w114_d144_1 (Lambda) (None, 114, 114, 144 0 block2a_se_expand[0][0]
__________________________________________________________________________________________________
block2a_se_excite (Multiply) (None, 114, 114, 144 0 block2a_activation[0][0]
broadcast_w114_d144_1[0][0]
__________________________________________________________________________________________________
block2a_project_conv (Conv2D) (None, 114, 114, 40) 5760 block2a_se_excite[0][0]
__________________________________________________________________________________________________
block2a_project_bn (BatchNormal (None, 114, 114, 40) 160 block2a_project_conv[0][0]
__________________________________________________________________________________________________
block2b_expand_conv (Conv2D) (None, 114, 114, 240 9600 block2a_project_bn[0][0]
__________________________________________________________________________________________________
block2b_expand_bn (BatchNormali (None, 114, 114, 240 960 block2b_expand_conv[0][0]
__________________________________________________________________________________________________
block2b_expand_activation (Acti (None, 114, 114, 240 0 block2b_expand_bn[0][0]
__________________________________________________________________________________________________
block2b_dwconv (DepthwiseConv2D (None, 114, 114, 240 2160 block2b_expand_activation[0][0]
__________________________________________________________________________________________________
block2b_bn (BatchNormalization) (None, 114, 114, 240 960 block2b_dwconv[0][0]
__________________________________________________________________________________________________
block2b_activation (Activation) (None, 114, 114, 240 0 block2b_bn[0][0]
__________________________________________________________________________________________________
block2b_se_squeeze (GlobalAvera (None, 240) 0 block2b_activation[0][0]
__________________________________________________________________________________________________
block2b_se_reshape (Reshape) (None, 1, 1, 240) 0 block2b_se_squeeze[0][0]
__________________________________________________________________________________________________
block2b_se_reduce (Conv2D) (None, 1, 1, 10) 2410 block2b_se_reshape[0][0]
__________________________________________________________________________________________________
block2b_se_expand (Conv2D) (None, 1, 1, 240) 2640 block2b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w114_d240_1 (Lambda) (None, 114, 114, 240 0 block2b_se_expand[0][0]
__________________________________________________________________________________________________
block2b_se_excite (Multiply) (None, 114, 114, 240 0 block2b_activation[0][0]
broadcast_w114_d240_1[0][0]
__________________________________________________________________________________________________
block2b_project_conv (Conv2D) (None, 114, 114, 40) 9600 block2b_se_excite[0][0]
__________________________________________________________________________________________________
block2b_project_bn (BatchNormal (None, 114, 114, 40) 160 block2b_project_conv[0][0]
__________________________________________________________________________________________________
block2b_drop_dropout (Dropout) (None, 114, 114, 40) 0 block2b_project_bn[0][0]
__________________________________________________________________________________________________
block2b_add (Add) (None, 114, 114, 40) 0 block2a_project_bn[0][0]
block2b_drop_dropout[0][0]
__________________________________________________________________________________________________
block2c_expand_conv (Conv2D) (None, 114, 114, 240 9600 block2b_add[0][0]
__________________________________________________________________________________________________
block2c_expand_bn (BatchNormali (None, 114, 114, 240 960 block2c_expand_conv[0][0]
__________________________________________________________________________________________________
block2c_expand_activation (Acti (None, 114, 114, 240 0 block2c_expand_bn[0][0]
__________________________________________________________________________________________________
block2c_dwconv (DepthwiseConv2D (None, 114, 114, 240 2160 block2c_expand_activation[0][0]
__________________________________________________________________________________________________
block2c_bn (BatchNormalization) (None, 114, 114, 240 960 block2c_dwconv[0][0]
__________________________________________________________________________________________________
block2c_activation (Activation) (None, 114, 114, 240 0 block2c_bn[0][0]
__________________________________________________________________________________________________
block2c_se_squeeze (GlobalAvera (None, 240) 0 block2c_activation[0][0]
__________________________________________________________________________________________________
block2c_se_reshape (Reshape) (None, 1, 1, 240) 0 block2c_se_squeeze[0][0]
__________________________________________________________________________________________________
block2c_se_reduce (Conv2D) (None, 1, 1, 10) 2410 block2c_se_reshape[0][0]
__________________________________________________________________________________________________
block2c_se_expand (Conv2D) (None, 1, 1, 240) 2640 block2c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w114_d240_2 (Lambda) (None, 114, 114, 240 0 block2c_se_expand[0][0]
__________________________________________________________________________________________________
block2c_se_excite (Multiply) (None, 114, 114, 240 0 block2c_activation[0][0]
broadcast_w114_d240_2[0][0]
__________________________________________________________________________________________________
block2c_project_conv (Conv2D) (None, 114, 114, 40) 9600 block2c_se_excite[0][0]
__________________________________________________________________________________________________
block2c_project_bn (BatchNormal (None, 114, 114, 40) 160 block2c_project_conv[0][0]
__________________________________________________________________________________________________
block2c_drop_dropout (Dropout) (None, 114, 114, 40) 0 block2c_project_bn[0][0]
__________________________________________________________________________________________________
block2c_add (Add) (None, 114, 114, 40) 0 block2b_add[0][0]
block2c_drop_dropout[0][0]
__________________________________________________________________________________________________
block2d_expand_conv (Conv2D) (None, 114, 114, 240 9600 block2c_add[0][0]
__________________________________________________________________________________________________
block2d_expand_bn (BatchNormali (None, 114, 114, 240 960 block2d_expand_conv[0][0]
__________________________________________________________________________________________________
block2d_expand_activation (Acti (None, 114, 114, 240 0 block2d_expand_bn[0][0]
__________________________________________________________________________________________________
block2d_dwconv (DepthwiseConv2D (None, 114, 114, 240 2160 block2d_expand_activation[0][0]
__________________________________________________________________________________________________
block2d_bn (BatchNormalization) (None, 114, 114, 240 960 block2d_dwconv[0][0]
__________________________________________________________________________________________________
block2d_activation (Activation) (None, 114, 114, 240 0 block2d_bn[0][0]
__________________________________________________________________________________________________
block2d_se_squeeze (GlobalAvera (None, 240) 0 block2d_activation[0][0]
__________________________________________________________________________________________________
block2d_se_reshape (Reshape) (None, 1, 1, 240) 0 block2d_se_squeeze[0][0]
__________________________________________________________________________________________________
block2d_se_reduce (Conv2D) (None, 1, 1, 10) 2410 block2d_se_reshape[0][0]
__________________________________________________________________________________________________
block2d_se_expand (Conv2D) (None, 1, 1, 240) 2640 block2d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w114_d240_3 (Lambda) (None, 114, 114, 240 0 block2d_se_expand[0][0]
__________________________________________________________________________________________________
block2d_se_excite (Multiply) (None, 114, 114, 240 0 block2d_activation[0][0]
broadcast_w114_d240_3[0][0]
__________________________________________________________________________________________________
block2d_project_conv (Conv2D) (None, 114, 114, 40) 9600 block2d_se_excite[0][0]
__________________________________________________________________________________________________
block2d_project_bn (BatchNormal (None, 114, 114, 40) 160 block2d_project_conv[0][0]
__________________________________________________________________________________________________
block2d_drop_dropout (Dropout) (None, 114, 114, 40) 0 block2d_project_bn[0][0]
__________________________________________________________________________________________________
block2d_add (Add) (None, 114, 114, 40) 0 block2c_add[0][0]
block2d_drop_dropout[0][0]
__________________________________________________________________________________________________
block2e_expand_conv (Conv2D) (None, 114, 114, 240 9600 block2d_add[0][0]
__________________________________________________________________________________________________
block2e_expand_bn (BatchNormali (None, 114, 114, 240 960 block2e_expand_conv[0][0]
__________________________________________________________________________________________________
block2e_expand_activation (Acti (None, 114, 114, 240 0 block2e_expand_bn[0][0]
__________________________________________________________________________________________________
block2e_dwconv (DepthwiseConv2D (None, 114, 114, 240 2160 block2e_expand_activation[0][0]
__________________________________________________________________________________________________
block2e_bn (BatchNormalization) (None, 114, 114, 240 960 block2e_dwconv[0][0]
__________________________________________________________________________________________________
block2e_activation (Activation) (None, 114, 114, 240 0 block2e_bn[0][0]
__________________________________________________________________________________________________
block2e_se_squeeze (GlobalAvera (None, 240) 0 block2e_activation[0][0]
__________________________________________________________________________________________________
block2e_se_reshape (Reshape) (None, 1, 1, 240) 0 block2e_se_squeeze[0][0]
__________________________________________________________________________________________________
block2e_se_reduce (Conv2D) (None, 1, 1, 10) 2410 block2e_se_reshape[0][0]
__________________________________________________________________________________________________
block2e_se_expand (Conv2D) (None, 1, 1, 240) 2640 block2e_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w114_d240_4 (Lambda) (None, 114, 114, 240 0 block2e_se_expand[0][0]
__________________________________________________________________________________________________
block2e_se_excite (Multiply) (None, 114, 114, 240 0 block2e_activation[0][0]
broadcast_w114_d240_4[0][0]
__________________________________________________________________________________________________
block2e_project_conv (Conv2D) (None, 114, 114, 40) 9600 block2e_se_excite[0][0]
__________________________________________________________________________________________________
block2e_project_bn (BatchNormal (None, 114, 114, 40) 160 block2e_project_conv[0][0]
__________________________________________________________________________________________________
block2e_drop_dropout (Dropout) (None, 114, 114, 40) 0 block2e_project_bn[0][0]
__________________________________________________________________________________________________
block2e_add (Add) (None, 114, 114, 40) 0 block2d_add[0][0]
block2e_drop_dropout[0][0]
__________________________________________________________________________________________________
block3a_expand_conv (Conv2D) (None, 114, 114, 240 9600 block2e_add[0][0]
__________________________________________________________________________________________________
block3a_expand_bn (BatchNormali (None, 114, 114, 240 960 block3a_expand_conv[0][0]
__________________________________________________________________________________________________
block3a_expand_activation (Acti (None, 114, 114, 240 0 block3a_expand_bn[0][0]
__________________________________________________________________________________________________
block3a_dwconv (DepthwiseConv2D (None, 57, 57, 240) 6000 block3a_expand_activation[0][0]
__________________________________________________________________________________________________
block3a_bn (BatchNormalization) (None, 57, 57, 240) 960 block3a_dwconv[0][0]
__________________________________________________________________________________________________
block3a_activation (Activation) (None, 57, 57, 240) 0 block3a_bn[0][0]
__________________________________________________________________________________________________
block3a_se_squeeze (GlobalAvera (None, 240) 0 block3a_activation[0][0]
__________________________________________________________________________________________________
block3a_se_reshape (Reshape) (None, 1, 1, 240) 0 block3a_se_squeeze[0][0]
__________________________________________________________________________________________________
block3a_se_reduce (Conv2D) (None, 1, 1, 10) 2410 block3a_se_reshape[0][0]
__________________________________________________________________________________________________
block3a_se_expand (Conv2D) (None, 1, 1, 240) 2640 block3a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w57_d240_1 (Lambda) (None, 57, 57, 240) 0 block3a_se_expand[0][0]
__________________________________________________________________________________________________
block3a_se_excite (Multiply) (None, 57, 57, 240) 0 block3a_activation[0][0]
broadcast_w57_d240_1[0][0]
__________________________________________________________________________________________________
block3a_project_conv (Conv2D) (None, 57, 57, 64) 15360 block3a_se_excite[0][0]
__________________________________________________________________________________________________
block3a_project_bn (BatchNormal (None, 57, 57, 64) 256 block3a_project_conv[0][0]
__________________________________________________________________________________________________
block3b_expand_conv (Conv2D) (None, 57, 57, 384) 24576 block3a_project_bn[0][0]
__________________________________________________________________________________________________
block3b_expand_bn (BatchNormali (None, 57, 57, 384) 1536 block3b_expand_conv[0][0]
__________________________________________________________________________________________________
block3b_expand_activation (Acti (None, 57, 57, 384) 0 block3b_expand_bn[0][0]
__________________________________________________________________________________________________
block3b_dwconv (DepthwiseConv2D (None, 57, 57, 384) 9600 block3b_expand_activation[0][0]
__________________________________________________________________________________________________
block3b_bn (BatchNormalization) (None, 57, 57, 384) 1536 block3b_dwconv[0][0]
__________________________________________________________________________________________________
block3b_activation (Activation) (None, 57, 57, 384) 0 block3b_bn[0][0]
__________________________________________________________________________________________________
block3b_se_squeeze (GlobalAvera (None, 384) 0 block3b_activation[0][0]
__________________________________________________________________________________________________
block3b_se_reshape (Reshape) (None, 1, 1, 384) 0 block3b_se_squeeze[0][0]
__________________________________________________________________________________________________
block3b_se_reduce (Conv2D) (None, 1, 1, 16) 6160 block3b_se_reshape[0][0]
__________________________________________________________________________________________________
block3b_se_expand (Conv2D) (None, 1, 1, 384) 6528 block3b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w57_d384_1 (Lambda) (None, 57, 57, 384) 0 block3b_se_expand[0][0]
__________________________________________________________________________________________________
block3b_se_excite (Multiply) (None, 57, 57, 384) 0 block3b_activation[0][0]
broadcast_w57_d384_1[0][0]
__________________________________________________________________________________________________
block3b_project_conv (Conv2D) (None, 57, 57, 64) 24576 block3b_se_excite[0][0]
__________________________________________________________________________________________________
block3b_project_bn (BatchNormal (None, 57, 57, 64) 256 block3b_project_conv[0][0]
__________________________________________________________________________________________________
block3b_drop_dropout (Dropout) (None, 57, 57, 64) 0 block3b_project_bn[0][0]
__________________________________________________________________________________________________
block3b_add (Add) (None, 57, 57, 64) 0 block3a_project_bn[0][0]
block3b_drop_dropout[0][0]
__________________________________________________________________________________________________
block3c_expand_conv (Conv2D) (None, 57, 57, 384) 24576 block3b_add[0][0]
__________________________________________________________________________________________________
block3c_expand_bn (BatchNormali (None, 57, 57, 384) 1536 block3c_expand_conv[0][0]
__________________________________________________________________________________________________
block3c_expand_activation (Acti (None, 57, 57, 384) 0 block3c_expand_bn[0][0]
__________________________________________________________________________________________________
block3c_dwconv (DepthwiseConv2D (None, 57, 57, 384) 9600 block3c_expand_activation[0][0]
__________________________________________________________________________________________________
block3c_bn (BatchNormalization) (None, 57, 57, 384) 1536 block3c_dwconv[0][0]
__________________________________________________________________________________________________
block3c_activation (Activation) (None, 57, 57, 384) 0 block3c_bn[0][0]
__________________________________________________________________________________________________
block3c_se_squeeze (GlobalAvera (None, 384) 0 block3c_activation[0][0]
__________________________________________________________________________________________________
block3c_se_reshape (Reshape) (None, 1, 1, 384) 0 block3c_se_squeeze[0][0]
__________________________________________________________________________________________________
block3c_se_reduce (Conv2D) (None, 1, 1, 16) 6160 block3c_se_reshape[0][0]
__________________________________________________________________________________________________
block3c_se_expand (Conv2D) (None, 1, 1, 384) 6528 block3c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w57_d384_2 (Lambda) (None, 57, 57, 384) 0 block3c_se_expand[0][0]
__________________________________________________________________________________________________
block3c_se_excite (Multiply) (None, 57, 57, 384) 0 block3c_activation[0][0]
broadcast_w57_d384_2[0][0]
__________________________________________________________________________________________________
block3c_project_conv (Conv2D) (None, 57, 57, 64) 24576 block3c_se_excite[0][0]
__________________________________________________________________________________________________
block3c_project_bn (BatchNormal (None, 57, 57, 64) 256 block3c_project_conv[0][0]
__________________________________________________________________________________________________
block3c_drop_dropout (Dropout) (None, 57, 57, 64) 0 block3c_project_bn[0][0]
__________________________________________________________________________________________________
block3c_add (Add) (None, 57, 57, 64) 0 block3b_add[0][0]
block3c_drop_dropout[0][0]
__________________________________________________________________________________________________
block3d_expand_conv (Conv2D) (None, 57, 57, 384) 24576 block3c_add[0][0]
__________________________________________________________________________________________________
block3d_expand_bn (BatchNormali (None, 57, 57, 384) 1536 block3d_expand_conv[0][0]
__________________________________________________________________________________________________
block3d_expand_activation (Acti (None, 57, 57, 384) 0 block3d_expand_bn[0][0]
__________________________________________________________________________________________________
block3d_dwconv (DepthwiseConv2D (None, 57, 57, 384) 9600 block3d_expand_activation[0][0]
__________________________________________________________________________________________________
block3d_bn (BatchNormalization) (None, 57, 57, 384) 1536 block3d_dwconv[0][0]
__________________________________________________________________________________________________
block3d_activation (Activation) (None, 57, 57, 384) 0 block3d_bn[0][0]
__________________________________________________________________________________________________
block3d_se_squeeze (GlobalAvera (None, 384) 0 block3d_activation[0][0]
__________________________________________________________________________________________________
block3d_se_reshape (Reshape) (None, 1, 1, 384) 0 block3d_se_squeeze[0][0]
__________________________________________________________________________________________________
block3d_se_reduce (Conv2D) (None, 1, 1, 16) 6160 block3d_se_reshape[0][0]
__________________________________________________________________________________________________
block3d_se_expand (Conv2D) (None, 1, 1, 384) 6528 block3d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w57_d384_3 (Lambda) (None, 57, 57, 384) 0 block3d_se_expand[0][0]
__________________________________________________________________________________________________
block3d_se_excite (Multiply) (None, 57, 57, 384) 0 block3d_activation[0][0]
broadcast_w57_d384_3[0][0]
__________________________________________________________________________________________________
block3d_project_conv (Conv2D) (None, 57, 57, 64) 24576 block3d_se_excite[0][0]
__________________________________________________________________________________________________
block3d_project_bn (BatchNormal (None, 57, 57, 64) 256 block3d_project_conv[0][0]
__________________________________________________________________________________________________
block3d_drop_dropout (Dropout) (None, 57, 57, 64) 0 block3d_project_bn[0][0]
__________________________________________________________________________________________________
block3d_add (Add) (None, 57, 57, 64) 0 block3c_add[0][0]
block3d_drop_dropout[0][0]
__________________________________________________________________________________________________
block3e_expand_conv (Conv2D) (None, 57, 57, 384) 24576 block3d_add[0][0]
__________________________________________________________________________________________________
block3e_expand_bn (BatchNormali (None, 57, 57, 384) 1536 block3e_expand_conv[0][0]
__________________________________________________________________________________________________
block3e_expand_activation (Acti (None, 57, 57, 384) 0 block3e_expand_bn[0][0]
__________________________________________________________________________________________________
block3e_dwconv (DepthwiseConv2D (None, 57, 57, 384) 9600 block3e_expand_activation[0][0]
__________________________________________________________________________________________________
block3e_bn (BatchNormalization) (None, 57, 57, 384) 1536 block3e_dwconv[0][0]
__________________________________________________________________________________________________
block3e_activation (Activation) (None, 57, 57, 384) 0 block3e_bn[0][0]
__________________________________________________________________________________________________
block3e_se_squeeze (GlobalAvera (None, 384) 0 block3e_activation[0][0]
__________________________________________________________________________________________________
block3e_se_reshape (Reshape) (None, 1, 1, 384) 0 block3e_se_squeeze[0][0]
__________________________________________________________________________________________________
block3e_se_reduce (Conv2D) (None, 1, 1, 16) 6160 block3e_se_reshape[0][0]
__________________________________________________________________________________________________
block3e_se_expand (Conv2D) (None, 1, 1, 384) 6528 block3e_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w57_d384_4 (Lambda) (None, 57, 57, 384) 0 block3e_se_expand[0][0]
__________________________________________________________________________________________________
block3e_se_excite (Multiply) (None, 57, 57, 384) 0 block3e_activation[0][0]
broadcast_w57_d384_4[0][0]
__________________________________________________________________________________________________
block3e_project_conv (Conv2D) (None, 57, 57, 64) 24576 block3e_se_excite[0][0]
__________________________________________________________________________________________________
block3e_project_bn (BatchNormal (None, 57, 57, 64) 256 block3e_project_conv[0][0]
__________________________________________________________________________________________________
block3e_drop_dropout (Dropout) (None, 57, 57, 64) 0 block3e_project_bn[0][0]
__________________________________________________________________________________________________
block3e_add (Add) (None, 57, 57, 64) 0 block3d_add[0][0]
block3e_drop_dropout[0][0]
__________________________________________________________________________________________________
block4a_expand_conv (Conv2D) (None, 57, 57, 384) 24576 block3e_add[0][0]
__________________________________________________________________________________________________
block4a_expand_bn (BatchNormali (None, 57, 57, 384) 1536 block4a_expand_conv[0][0]
__________________________________________________________________________________________________
block4a_expand_activation (Acti (None, 57, 57, 384) 0 block4a_expand_bn[0][0]
__________________________________________________________________________________________________
block4a_dwconv (DepthwiseConv2D (None, 29, 29, 384) 3456 block4a_expand_activation[0][0]
__________________________________________________________________________________________________
block4a_bn (BatchNormalization) (None, 29, 29, 384) 1536 block4a_dwconv[0][0]
__________________________________________________________________________________________________
block4a_activation (Activation) (None, 29, 29, 384) 0 block4a_bn[0][0]
__________________________________________________________________________________________________
block4a_se_squeeze (GlobalAvera (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, 16) 6160 block4a_se_reshape[0][0]
__________________________________________________________________________________________________
block4a_se_expand (Conv2D) (None, 1, 1, 384) 6528 block4a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d384_1 (Lambda) (None, 29, 29, 384) 0 block4a_se_expand[0][0]
__________________________________________________________________________________________________
block4a_se_excite (Multiply) (None, 29, 29, 384) 0 block4a_activation[0][0]
broadcast_w29_d384_1[0][0]
__________________________________________________________________________________________________
block4a_project_conv (Conv2D) (None, 29, 29, 128) 49152 block4a_se_excite[0][0]
__________________________________________________________________________________________________
block4a_project_bn (BatchNormal (None, 29, 29, 128) 512 block4a_project_conv[0][0]
__________________________________________________________________________________________________
block4b_expand_conv (Conv2D) (None, 29, 29, 768) 98304 block4a_project_bn[0][0]
__________________________________________________________________________________________________
block4b_expand_bn (BatchNormali (None, 29, 29, 768) 3072 block4b_expand_conv[0][0]
__________________________________________________________________________________________________
block4b_expand_activation (Acti (None, 29, 29, 768) 0 block4b_expand_bn[0][0]
__________________________________________________________________________________________________
block4b_dwconv (DepthwiseConv2D (None, 29, 29, 768) 6912 block4b_expand_activation[0][0]
__________________________________________________________________________________________________
block4b_bn (BatchNormalization) (None, 29, 29, 768) 3072 block4b_dwconv[0][0]
__________________________________________________________________________________________________
block4b_activation (Activation) (None, 29, 29, 768) 0 block4b_bn[0][0]
__________________________________________________________________________________________________
block4b_se_squeeze (GlobalAvera (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, 32) 24608 block4b_se_reshape[0][0]
__________________________________________________________________________________________________
block4b_se_expand (Conv2D) (None, 1, 1, 768) 25344 block4b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d768_1 (Lambda) (None, 29, 29, 768) 0 block4b_se_expand[0][0]
__________________________________________________________________________________________________
block4b_se_excite (Multiply) (None, 29, 29, 768) 0 block4b_activation[0][0]
broadcast_w29_d768_1[0][0]
__________________________________________________________________________________________________
block4b_project_conv (Conv2D) (None, 29, 29, 128) 98304 block4b_se_excite[0][0]
__________________________________________________________________________________________________
block4b_project_bn (BatchNormal (None, 29, 29, 128) 512 block4b_project_conv[0][0]
__________________________________________________________________________________________________
block4b_drop_dropout (Dropout) (None, 29, 29, 128) 0 block4b_project_bn[0][0]
__________________________________________________________________________________________________
block4b_add (Add) (None, 29, 29, 128) 0 block4a_project_bn[0][0]
block4b_drop_dropout[0][0]
__________________________________________________________________________________________________
block4c_expand_conv (Conv2D) (None, 29, 29, 768) 98304 block4b_add[0][0]
__________________________________________________________________________________________________
block4c_expand_bn (BatchNormali (None, 29, 29, 768) 3072 block4c_expand_conv[0][0]
__________________________________________________________________________________________________
block4c_expand_activation (Acti (None, 29, 29, 768) 0 block4c_expand_bn[0][0]
__________________________________________________________________________________________________
block4c_dwconv (DepthwiseConv2D (None, 29, 29, 768) 6912 block4c_expand_activation[0][0]
__________________________________________________________________________________________________
block4c_bn (BatchNormalization) (None, 29, 29, 768) 3072 block4c_dwconv[0][0]
__________________________________________________________________________________________________
block4c_activation (Activation) (None, 29, 29, 768) 0 block4c_bn[0][0]
__________________________________________________________________________________________________
block4c_se_squeeze (GlobalAvera (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, 32) 24608 block4c_se_reshape[0][0]
__________________________________________________________________________________________________
block4c_se_expand (Conv2D) (None, 1, 1, 768) 25344 block4c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d768_2 (Lambda) (None, 29, 29, 768) 0 block4c_se_expand[0][0]
__________________________________________________________________________________________________
block4c_se_excite (Multiply) (None, 29, 29, 768) 0 block4c_activation[0][0]
broadcast_w29_d768_2[0][0]
__________________________________________________________________________________________________
block4c_project_conv (Conv2D) (None, 29, 29, 128) 98304 block4c_se_excite[0][0]
__________________________________________________________________________________________________
block4c_project_bn (BatchNormal (None, 29, 29, 128) 512 block4c_project_conv[0][0]
__________________________________________________________________________________________________
block4c_drop_dropout (Dropout) (None, 29, 29, 128) 0 block4c_project_bn[0][0]
__________________________________________________________________________________________________
block4c_add (Add) (None, 29, 29, 128) 0 block4b_add[0][0]
block4c_drop_dropout[0][0]
__________________________________________________________________________________________________
block4d_expand_conv (Conv2D) (None, 29, 29, 768) 98304 block4c_add[0][0]
__________________________________________________________________________________________________
block4d_expand_bn (BatchNormali (None, 29, 29, 768) 3072 block4d_expand_conv[0][0]
__________________________________________________________________________________________________
block4d_expand_activation (Acti (None, 29, 29, 768) 0 block4d_expand_bn[0][0]
__________________________________________________________________________________________________
block4d_dwconv (DepthwiseConv2D (None, 29, 29, 768) 6912 block4d_expand_activation[0][0]
__________________________________________________________________________________________________
block4d_bn (BatchNormalization) (None, 29, 29, 768) 3072 block4d_dwconv[0][0]
__________________________________________________________________________________________________
block4d_activation (Activation) (None, 29, 29, 768) 0 block4d_bn[0][0]
__________________________________________________________________________________________________
block4d_se_squeeze (GlobalAvera (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, 32) 24608 block4d_se_reshape[0][0]
__________________________________________________________________________________________________
block4d_se_expand (Conv2D) (None, 1, 1, 768) 25344 block4d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d768_3 (Lambda) (None, 29, 29, 768) 0 block4d_se_expand[0][0]
__________________________________________________________________________________________________
block4d_se_excite (Multiply) (None, 29, 29, 768) 0 block4d_activation[0][0]
broadcast_w29_d768_3[0][0]
__________________________________________________________________________________________________
block4d_project_conv (Conv2D) (None, 29, 29, 128) 98304 block4d_se_excite[0][0]
__________________________________________________________________________________________________
block4d_project_bn (BatchNormal (None, 29, 29, 128) 512 block4d_project_conv[0][0]
__________________________________________________________________________________________________
block4d_drop_dropout (Dropout) (None, 29, 29, 128) 0 block4d_project_bn[0][0]
__________________________________________________________________________________________________
block4d_add (Add) (None, 29, 29, 128) 0 block4c_add[0][0]
block4d_drop_dropout[0][0]
__________________________________________________________________________________________________
block4e_expand_conv (Conv2D) (None, 29, 29, 768) 98304 block4d_add[0][0]
__________________________________________________________________________________________________
block4e_expand_bn (BatchNormali (None, 29, 29, 768) 3072 block4e_expand_conv[0][0]
__________________________________________________________________________________________________
block4e_expand_activation (Acti (None, 29, 29, 768) 0 block4e_expand_bn[0][0]
__________________________________________________________________________________________________
block4e_dwconv (DepthwiseConv2D (None, 29, 29, 768) 6912 block4e_expand_activation[0][0]
__________________________________________________________________________________________________
block4e_bn (BatchNormalization) (None, 29, 29, 768) 3072 block4e_dwconv[0][0]
__________________________________________________________________________________________________
block4e_activation (Activation) (None, 29, 29, 768) 0 block4e_bn[0][0]
__________________________________________________________________________________________________
block4e_se_squeeze (GlobalAvera (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, 32) 24608 block4e_se_reshape[0][0]
__________________________________________________________________________________________________
block4e_se_expand (Conv2D) (None, 1, 1, 768) 25344 block4e_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d768_4 (Lambda) (None, 29, 29, 768) 0 block4e_se_expand[0][0]
__________________________________________________________________________________________________
block4e_se_excite (Multiply) (None, 29, 29, 768) 0 block4e_activation[0][0]
broadcast_w29_d768_4[0][0]
__________________________________________________________________________________________________
block4e_project_conv (Conv2D) (None, 29, 29, 128) 98304 block4e_se_excite[0][0]
__________________________________________________________________________________________________
block4e_project_bn (BatchNormal (None, 29, 29, 128) 512 block4e_project_conv[0][0]
__________________________________________________________________________________________________
block4e_drop_dropout (Dropout) (None, 29, 29, 128) 0 block4e_project_bn[0][0]
__________________________________________________________________________________________________
block4e_add (Add) (None, 29, 29, 128) 0 block4d_add[0][0]
block4e_drop_dropout[0][0]
__________________________________________________________________________________________________
block4f_expand_conv (Conv2D) (None, 29, 29, 768) 98304 block4e_add[0][0]
__________________________________________________________________________________________________
block4f_expand_bn (BatchNormali (None, 29, 29, 768) 3072 block4f_expand_conv[0][0]
__________________________________________________________________________________________________
block4f_expand_activation (Acti (None, 29, 29, 768) 0 block4f_expand_bn[0][0]
__________________________________________________________________________________________________
block4f_dwconv (DepthwiseConv2D (None, 29, 29, 768) 6912 block4f_expand_activation[0][0]
__________________________________________________________________________________________________
block4f_bn (BatchNormalization) (None, 29, 29, 768) 3072 block4f_dwconv[0][0]
__________________________________________________________________________________________________
block4f_activation (Activation) (None, 29, 29, 768) 0 block4f_bn[0][0]
__________________________________________________________________________________________________
block4f_se_squeeze (GlobalAvera (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, 32) 24608 block4f_se_reshape[0][0]
__________________________________________________________________________________________________
block4f_se_expand (Conv2D) (None, 1, 1, 768) 25344 block4f_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d768_5 (Lambda) (None, 29, 29, 768) 0 block4f_se_expand[0][0]
__________________________________________________________________________________________________
block4f_se_excite (Multiply) (None, 29, 29, 768) 0 block4f_activation[0][0]
broadcast_w29_d768_5[0][0]
__________________________________________________________________________________________________
block4f_project_conv (Conv2D) (None, 29, 29, 128) 98304 block4f_se_excite[0][0]
__________________________________________________________________________________________________
block4f_project_bn (BatchNormal (None, 29, 29, 128) 512 block4f_project_conv[0][0]
__________________________________________________________________________________________________
block4f_drop_dropout (Dropout) (None, 29, 29, 128) 0 block4f_project_bn[0][0]
__________________________________________________________________________________________________
block4f_add (Add) (None, 29, 29, 128) 0 block4e_add[0][0]
block4f_drop_dropout[0][0]
__________________________________________________________________________________________________
block4g_expand_conv (Conv2D) (None, 29, 29, 768) 98304 block4f_add[0][0]
__________________________________________________________________________________________________
block4g_expand_bn (BatchNormali (None, 29, 29, 768) 3072 block4g_expand_conv[0][0]
__________________________________________________________________________________________________
block4g_expand_activation (Acti (None, 29, 29, 768) 0 block4g_expand_bn[0][0]
__________________________________________________________________________________________________
block4g_dwconv (DepthwiseConv2D (None, 29, 29, 768) 6912 block4g_expand_activation[0][0]
__________________________________________________________________________________________________
block4g_bn (BatchNormalization) (None, 29, 29, 768) 3072 block4g_dwconv[0][0]
__________________________________________________________________________________________________
block4g_activation (Activation) (None, 29, 29, 768) 0 block4g_bn[0][0]
__________________________________________________________________________________________________
block4g_se_squeeze (GlobalAvera (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, 32) 24608 block4g_se_reshape[0][0]
__________________________________________________________________________________________________
block4g_se_expand (Conv2D) (None, 1, 1, 768) 25344 block4g_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d768_6 (Lambda) (None, 29, 29, 768) 0 block4g_se_expand[0][0]
__________________________________________________________________________________________________
block4g_se_excite (Multiply) (None, 29, 29, 768) 0 block4g_activation[0][0]
broadcast_w29_d768_6[0][0]
__________________________________________________________________________________________________
block4g_project_conv (Conv2D) (None, 29, 29, 128) 98304 block4g_se_excite[0][0]
__________________________________________________________________________________________________
block4g_project_bn (BatchNormal (None, 29, 29, 128) 512 block4g_project_conv[0][0]
__________________________________________________________________________________________________
block4g_drop_dropout (Dropout) (None, 29, 29, 128) 0 block4g_project_bn[0][0]
__________________________________________________________________________________________________
block4g_add (Add) (None, 29, 29, 128) 0 block4f_add[0][0]
block4g_drop_dropout[0][0]
__________________________________________________________________________________________________
block5a_expand_conv (Conv2D) (None, 29, 29, 768) 98304 block4g_add[0][0]
__________________________________________________________________________________________________
block5a_expand_bn (BatchNormali (None, 29, 29, 768) 3072 block5a_expand_conv[0][0]
__________________________________________________________________________________________________
block5a_expand_activation (Acti (None, 29, 29, 768) 0 block5a_expand_bn[0][0]
__________________________________________________________________________________________________
block5a_dwconv (DepthwiseConv2D (None, 29, 29, 768) 19200 block5a_expand_activation[0][0]
__________________________________________________________________________________________________
block5a_bn (BatchNormalization) (None, 29, 29, 768) 3072 block5a_dwconv[0][0]
__________________________________________________________________________________________________
block5a_activation (Activation) (None, 29, 29, 768) 0 block5a_bn[0][0]
__________________________________________________________________________________________________
block5a_se_squeeze (GlobalAvera (None, 768) 0 block5a_activation[0][0]
__________________________________________________________________________________________________
block5a_se_reshape (Reshape) (None, 1, 1, 768) 0 block5a_se_squeeze[0][0]
__________________________________________________________________________________________________
block5a_se_reduce (Conv2D) (None, 1, 1, 32) 24608 block5a_se_reshape[0][0]
__________________________________________________________________________________________________
block5a_se_expand (Conv2D) (None, 1, 1, 768) 25344 block5a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d768_7 (Lambda) (None, 29, 29, 768) 0 block5a_se_expand[0][0]
__________________________________________________________________________________________________
block5a_se_excite (Multiply) (None, 29, 29, 768) 0 block5a_activation[0][0]
broadcast_w29_d768_7[0][0]
__________________________________________________________________________________________________
block5a_project_conv (Conv2D) (None, 29, 29, 176) 135168 block5a_se_excite[0][0]
__________________________________________________________________________________________________
block5a_project_bn (BatchNormal (None, 29, 29, 176) 704 block5a_project_conv[0][0]
__________________________________________________________________________________________________
block5b_expand_conv (Conv2D) (None, 29, 29, 1056) 185856 block5a_project_bn[0][0]
__________________________________________________________________________________________________
block5b_expand_bn (BatchNormali (None, 29, 29, 1056) 4224 block5b_expand_conv[0][0]
__________________________________________________________________________________________________
block5b_expand_activation (Acti (None, 29, 29, 1056) 0 block5b_expand_bn[0][0]
__________________________________________________________________________________________________
block5b_dwconv (DepthwiseConv2D (None, 29, 29, 1056) 26400 block5b_expand_activation[0][0]
__________________________________________________________________________________________________
block5b_bn (BatchNormalization) (None, 29, 29, 1056) 4224 block5b_dwconv[0][0]
__________________________________________________________________________________________________
block5b_activation (Activation) (None, 29, 29, 1056) 0 block5b_bn[0][0]
__________________________________________________________________________________________________
block5b_se_squeeze (GlobalAvera (None, 1056) 0 block5b_activation[0][0]
__________________________________________________________________________________________________
block5b_se_reshape (Reshape) (None, 1, 1, 1056) 0 block5b_se_squeeze[0][0]
__________________________________________________________________________________________________
block5b_se_reduce (Conv2D) (None, 1, 1, 44) 46508 block5b_se_reshape[0][0]
__________________________________________________________________________________________________
block5b_se_expand (Conv2D) (None, 1, 1, 1056) 47520 block5b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d1056_1 (Lambda) (None, 29, 29, 1056) 0 block5b_se_expand[0][0]
__________________________________________________________________________________________________
block5b_se_excite (Multiply) (None, 29, 29, 1056) 0 block5b_activation[0][0]
broadcast_w29_d1056_1[0][0]
__________________________________________________________________________________________________
block5b_project_conv (Conv2D) (None, 29, 29, 176) 185856 block5b_se_excite[0][0]
__________________________________________________________________________________________________
block5b_project_bn (BatchNormal (None, 29, 29, 176) 704 block5b_project_conv[0][0]
__________________________________________________________________________________________________
block5b_drop_dropout (Dropout) (None, 29, 29, 176) 0 block5b_project_bn[0][0]
__________________________________________________________________________________________________
block5b_add (Add) (None, 29, 29, 176) 0 block5a_project_bn[0][0]
block5b_drop_dropout[0][0]
__________________________________________________________________________________________________
block5c_expand_conv (Conv2D) (None, 29, 29, 1056) 185856 block5b_add[0][0]
__________________________________________________________________________________________________
block5c_expand_bn (BatchNormali (None, 29, 29, 1056) 4224 block5c_expand_conv[0][0]
__________________________________________________________________________________________________
block5c_expand_activation (Acti (None, 29, 29, 1056) 0 block5c_expand_bn[0][0]
__________________________________________________________________________________________________
block5c_dwconv (DepthwiseConv2D (None, 29, 29, 1056) 26400 block5c_expand_activation[0][0]
__________________________________________________________________________________________________
block5c_bn (BatchNormalization) (None, 29, 29, 1056) 4224 block5c_dwconv[0][0]
__________________________________________________________________________________________________
block5c_activation (Activation) (None, 29, 29, 1056) 0 block5c_bn[0][0]
__________________________________________________________________________________________________
block5c_se_squeeze (GlobalAvera (None, 1056) 0 block5c_activation[0][0]
__________________________________________________________________________________________________
block5c_se_reshape (Reshape) (None, 1, 1, 1056) 0 block5c_se_squeeze[0][0]
__________________________________________________________________________________________________
block5c_se_reduce (Conv2D) (None, 1, 1, 44) 46508 block5c_se_reshape[0][0]
__________________________________________________________________________________________________
block5c_se_expand (Conv2D) (None, 1, 1, 1056) 47520 block5c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d1056_2 (Lambda) (None, 29, 29, 1056) 0 block5c_se_expand[0][0]
__________________________________________________________________________________________________
block5c_se_excite (Multiply) (None, 29, 29, 1056) 0 block5c_activation[0][0]
broadcast_w29_d1056_2[0][0]
__________________________________________________________________________________________________
block5c_project_conv (Conv2D) (None, 29, 29, 176) 185856 block5c_se_excite[0][0]
__________________________________________________________________________________________________
block5c_project_bn (BatchNormal (None, 29, 29, 176) 704 block5c_project_conv[0][0]
__________________________________________________________________________________________________
block5c_drop_dropout (Dropout) (None, 29, 29, 176) 0 block5c_project_bn[0][0]
__________________________________________________________________________________________________
block5c_add (Add) (None, 29, 29, 176) 0 block5b_add[0][0]
block5c_drop_dropout[0][0]
__________________________________________________________________________________________________
block5d_expand_conv (Conv2D) (None, 29, 29, 1056) 185856 block5c_add[0][0]
__________________________________________________________________________________________________
block5d_expand_bn (BatchNormali (None, 29, 29, 1056) 4224 block5d_expand_conv[0][0]
__________________________________________________________________________________________________
block5d_expand_activation (Acti (None, 29, 29, 1056) 0 block5d_expand_bn[0][0]
__________________________________________________________________________________________________
block5d_dwconv (DepthwiseConv2D (None, 29, 29, 1056) 26400 block5d_expand_activation[0][0]
__________________________________________________________________________________________________
block5d_bn (BatchNormalization) (None, 29, 29, 1056) 4224 block5d_dwconv[0][0]
__________________________________________________________________________________________________
block5d_activation (Activation) (None, 29, 29, 1056) 0 block5d_bn[0][0]
__________________________________________________________________________________________________
block5d_se_squeeze (GlobalAvera (None, 1056) 0 block5d_activation[0][0]
__________________________________________________________________________________________________
block5d_se_reshape (Reshape) (None, 1, 1, 1056) 0 block5d_se_squeeze[0][0]
__________________________________________________________________________________________________
block5d_se_reduce (Conv2D) (None, 1, 1, 44) 46508 block5d_se_reshape[0][0]
__________________________________________________________________________________________________
block5d_se_expand (Conv2D) (None, 1, 1, 1056) 47520 block5d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d1056_3 (Lambda) (None, 29, 29, 1056) 0 block5d_se_expand[0][0]
__________________________________________________________________________________________________
block5d_se_excite (Multiply) (None, 29, 29, 1056) 0 block5d_activation[0][0]
broadcast_w29_d1056_3[0][0]
__________________________________________________________________________________________________
block5d_project_conv (Conv2D) (None, 29, 29, 176) 185856 block5d_se_excite[0][0]
__________________________________________________________________________________________________
block5d_project_bn (BatchNormal (None, 29, 29, 176) 704 block5d_project_conv[0][0]
__________________________________________________________________________________________________
block5d_drop_dropout (Dropout) (None, 29, 29, 176) 0 block5d_project_bn[0][0]
__________________________________________________________________________________________________
block5d_add (Add) (None, 29, 29, 176) 0 block5c_add[0][0]
block5d_drop_dropout[0][0]
__________________________________________________________________________________________________
block5e_expand_conv (Conv2D) (None, 29, 29, 1056) 185856 block5d_add[0][0]
__________________________________________________________________________________________________
block5e_expand_bn (BatchNormali (None, 29, 29, 1056) 4224 block5e_expand_conv[0][0]
__________________________________________________________________________________________________
block5e_expand_activation (Acti (None, 29, 29, 1056) 0 block5e_expand_bn[0][0]
__________________________________________________________________________________________________
block5e_dwconv (DepthwiseConv2D (None, 29, 29, 1056) 26400 block5e_expand_activation[0][0]
__________________________________________________________________________________________________
block5e_bn (BatchNormalization) (None, 29, 29, 1056) 4224 block5e_dwconv[0][0]
__________________________________________________________________________________________________
block5e_activation (Activation) (None, 29, 29, 1056) 0 block5e_bn[0][0]
__________________________________________________________________________________________________
block5e_se_squeeze (GlobalAvera (None, 1056) 0 block5e_activation[0][0]
__________________________________________________________________________________________________
block5e_se_reshape (Reshape) (None, 1, 1, 1056) 0 block5e_se_squeeze[0][0]
__________________________________________________________________________________________________
block5e_se_reduce (Conv2D) (None, 1, 1, 44) 46508 block5e_se_reshape[0][0]
__________________________________________________________________________________________________
block5e_se_expand (Conv2D) (None, 1, 1, 1056) 47520 block5e_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d1056_4 (Lambda) (None, 29, 29, 1056) 0 block5e_se_expand[0][0]
__________________________________________________________________________________________________
block5e_se_excite (Multiply) (None, 29, 29, 1056) 0 block5e_activation[0][0]
broadcast_w29_d1056_4[0][0]
__________________________________________________________________________________________________
block5e_project_conv (Conv2D) (None, 29, 29, 176) 185856 block5e_se_excite[0][0]
__________________________________________________________________________________________________
block5e_project_bn (BatchNormal (None, 29, 29, 176) 704 block5e_project_conv[0][0]
__________________________________________________________________________________________________
block5e_drop_dropout (Dropout) (None, 29, 29, 176) 0 block5e_project_bn[0][0]
__________________________________________________________________________________________________
block5e_add (Add) (None, 29, 29, 176) 0 block5d_add[0][0]
block5e_drop_dropout[0][0]
__________________________________________________________________________________________________
block5f_expand_conv (Conv2D) (None, 29, 29, 1056) 185856 block5e_add[0][0]
__________________________________________________________________________________________________
block5f_expand_bn (BatchNormali (None, 29, 29, 1056) 4224 block5f_expand_conv[0][0]
__________________________________________________________________________________________________
block5f_expand_activation (Acti (None, 29, 29, 1056) 0 block5f_expand_bn[0][0]
__________________________________________________________________________________________________
block5f_dwconv (DepthwiseConv2D (None, 29, 29, 1056) 26400 block5f_expand_activation[0][0]
__________________________________________________________________________________________________
block5f_bn (BatchNormalization) (None, 29, 29, 1056) 4224 block5f_dwconv[0][0]
__________________________________________________________________________________________________
block5f_activation (Activation) (None, 29, 29, 1056) 0 block5f_bn[0][0]
__________________________________________________________________________________________________
block5f_se_squeeze (GlobalAvera (None, 1056) 0 block5f_activation[0][0]
__________________________________________________________________________________________________
block5f_se_reshape (Reshape) (None, 1, 1, 1056) 0 block5f_se_squeeze[0][0]
__________________________________________________________________________________________________
block5f_se_reduce (Conv2D) (None, 1, 1, 44) 46508 block5f_se_reshape[0][0]
__________________________________________________________________________________________________
block5f_se_expand (Conv2D) (None, 1, 1, 1056) 47520 block5f_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d1056_5 (Lambda) (None, 29, 29, 1056) 0 block5f_se_expand[0][0]
__________________________________________________________________________________________________
block5f_se_excite (Multiply) (None, 29, 29, 1056) 0 block5f_activation[0][0]
broadcast_w29_d1056_5[0][0]
__________________________________________________________________________________________________
block5f_project_conv (Conv2D) (None, 29, 29, 176) 185856 block5f_se_excite[0][0]
__________________________________________________________________________________________________
block5f_project_bn (BatchNormal (None, 29, 29, 176) 704 block5f_project_conv[0][0]
__________________________________________________________________________________________________
block5f_drop_dropout (Dropout) (None, 29, 29, 176) 0 block5f_project_bn[0][0]
__________________________________________________________________________________________________
block5f_add (Add) (None, 29, 29, 176) 0 block5e_add[0][0]
block5f_drop_dropout[0][0]
__________________________________________________________________________________________________
block5g_expand_conv (Conv2D) (None, 29, 29, 1056) 185856 block5f_add[0][0]
__________________________________________________________________________________________________
block5g_expand_bn (BatchNormali (None, 29, 29, 1056) 4224 block5g_expand_conv[0][0]
__________________________________________________________________________________________________
block5g_expand_activation (Acti (None, 29, 29, 1056) 0 block5g_expand_bn[0][0]
__________________________________________________________________________________________________
block5g_dwconv (DepthwiseConv2D (None, 29, 29, 1056) 26400 block5g_expand_activation[0][0]
__________________________________________________________________________________________________
block5g_bn (BatchNormalization) (None, 29, 29, 1056) 4224 block5g_dwconv[0][0]
__________________________________________________________________________________________________
block5g_activation (Activation) (None, 29, 29, 1056) 0 block5g_bn[0][0]
__________________________________________________________________________________________________
block5g_se_squeeze (GlobalAvera (None, 1056) 0 block5g_activation[0][0]
__________________________________________________________________________________________________
block5g_se_reshape (Reshape) (None, 1, 1, 1056) 0 block5g_se_squeeze[0][0]
__________________________________________________________________________________________________
block5g_se_reduce (Conv2D) (None, 1, 1, 44) 46508 block5g_se_reshape[0][0]
__________________________________________________________________________________________________
block5g_se_expand (Conv2D) (None, 1, 1, 1056) 47520 block5g_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w29_d1056_6 (Lambda) (None, 29, 29, 1056) 0 block5g_se_expand[0][0]
__________________________________________________________________________________________________
block5g_se_excite (Multiply) (None, 29, 29, 1056) 0 block5g_activation[0][0]
broadcast_w29_d1056_6[0][0]
__________________________________________________________________________________________________
block5g_project_conv (Conv2D) (None, 29, 29, 176) 185856 block5g_se_excite[0][0]
__________________________________________________________________________________________________
block5g_project_bn (BatchNormal (None, 29, 29, 176) 704 block5g_project_conv[0][0]
__________________________________________________________________________________________________
block5g_drop_dropout (Dropout) (None, 29, 29, 176) 0 block5g_project_bn[0][0]
__________________________________________________________________________________________________
block5g_add (Add) (None, 29, 29, 176) 0 block5f_add[0][0]
block5g_drop_dropout[0][0]
__________________________________________________________________________________________________
block6a_expand_conv (Conv2D) (None, 29, 29, 1056) 185856 block5g_add[0][0]
__________________________________________________________________________________________________
block6a_expand_bn (BatchNormali (None, 29, 29, 1056) 4224 block6a_expand_conv[0][0]
__________________________________________________________________________________________________
block6a_expand_activation (Acti (None, 29, 29, 1056) 0 block6a_expand_bn[0][0]
__________________________________________________________________________________________________
block6a_dwconv (DepthwiseConv2D (None, 15, 15, 1056) 26400 block6a_expand_activation[0][0]
__________________________________________________________________________________________________
block6a_bn (BatchNormalization) (None, 15, 15, 1056) 4224 block6a_dwconv[0][0]
__________________________________________________________________________________________________
block6a_activation (Activation) (None, 15, 15, 1056) 0 block6a_bn[0][0]
__________________________________________________________________________________________________
block6a_se_squeeze (GlobalAvera (None, 1056) 0 block6a_activation[0][0]
__________________________________________________________________________________________________
block6a_se_reshape (Reshape) (None, 1, 1, 1056) 0 block6a_se_squeeze[0][0]
__________________________________________________________________________________________________
block6a_se_reduce (Conv2D) (None, 1, 1, 44) 46508 block6a_se_reshape[0][0]
__________________________________________________________________________________________________
block6a_se_expand (Conv2D) (None, 1, 1, 1056) 47520 block6a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w15_d1056_1 (Lambda) (None, 15, 15, 1056) 0 block6a_se_expand[0][0]
__________________________________________________________________________________________________
block6a_se_excite (Multiply) (None, 15, 15, 1056) 0 block6a_activation[0][0]
broadcast_w15_d1056_1[0][0]
__________________________________________________________________________________________________
block6a_project_conv (Conv2D) (None, 15, 15, 304) 321024 block6a_se_excite[0][0]
__________________________________________________________________________________________________
block6a_project_bn (BatchNormal (None, 15, 15, 304) 1216 block6a_project_conv[0][0]
__________________________________________________________________________________________________
block6b_expand_conv (Conv2D) (None, 15, 15, 1824) 554496 block6a_project_bn[0][0]
__________________________________________________________________________________________________
block6b_expand_bn (BatchNormali (None, 15, 15, 1824) 7296 block6b_expand_conv[0][0]
__________________________________________________________________________________________________
block6b_expand_activation (Acti (None, 15, 15, 1824) 0 block6b_expand_bn[0][0]
__________________________________________________________________________________________________
block6b_dwconv (DepthwiseConv2D (None, 15, 15, 1824) 45600 block6b_expand_activation[0][0]
__________________________________________________________________________________________________
block6b_bn (BatchNormalization) (None, 15, 15, 1824) 7296 block6b_dwconv[0][0]
__________________________________________________________________________________________________
block6b_activation (Activation) (None, 15, 15, 1824) 0 block6b_bn[0][0]
__________________________________________________________________________________________________
block6b_se_squeeze (GlobalAvera (None, 1824) 0 block6b_activation[0][0]
__________________________________________________________________________________________________
block6b_se_reshape (Reshape) (None, 1, 1, 1824) 0 block6b_se_squeeze[0][0]
__________________________________________________________________________________________________
block6b_se_reduce (Conv2D) (None, 1, 1, 76) 138700 block6b_se_reshape[0][0]
__________________________________________________________________________________________________
block6b_se_expand (Conv2D) (None, 1, 1, 1824) 140448 block6b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w15_d1824_1 (Lambda) (None, 15, 15, 1824) 0 block6b_se_expand[0][0]
__________________________________________________________________________________________________
block6b_se_excite (Multiply) (None, 15, 15, 1824) 0 block6b_activation[0][0]
broadcast_w15_d1824_1[0][0]
__________________________________________________________________________________________________
block6b_project_conv (Conv2D) (None, 15, 15, 304) 554496 block6b_se_excite[0][0]
__________________________________________________________________________________________________
block6b_project_bn (BatchNormal (None, 15, 15, 304) 1216 block6b_project_conv[0][0]
__________________________________________________________________________________________________
block6b_drop_dropout (Dropout) (None, 15, 15, 304) 0 block6b_project_bn[0][0]
__________________________________________________________________________________________________
block6b_add (Add) (None, 15, 15, 304) 0 block6a_project_bn[0][0]
block6b_drop_dropout[0][0]
__________________________________________________________________________________________________
block6c_expand_conv (Conv2D) (None, 15, 15, 1824) 554496 block6b_add[0][0]
__________________________________________________________________________________________________
block6c_expand_bn (BatchNormali (None, 15, 15, 1824) 7296 block6c_expand_conv[0][0]
__________________________________________________________________________________________________
block6c_expand_activation (Acti (None, 15, 15, 1824) 0 block6c_expand_bn[0][0]
__________________________________________________________________________________________________
block6c_dwconv (DepthwiseConv2D (None, 15, 15, 1824) 45600 block6c_expand_activation[0][0]
__________________________________________________________________________________________________
block6c_bn (BatchNormalization) (None, 15, 15, 1824) 7296 block6c_dwconv[0][0]
__________________________________________________________________________________________________
block6c_activation (Activation) (None, 15, 15, 1824) 0 block6c_bn[0][0]
__________________________________________________________________________________________________
block6c_se_squeeze (GlobalAvera (None, 1824) 0 block6c_activation[0][0]
__________________________________________________________________________________________________
block6c_se_reshape (Reshape) (None, 1, 1, 1824) 0 block6c_se_squeeze[0][0]
__________________________________________________________________________________________________
block6c_se_reduce (Conv2D) (None, 1, 1, 76) 138700 block6c_se_reshape[0][0]
__________________________________________________________________________________________________
block6c_se_expand (Conv2D) (None, 1, 1, 1824) 140448 block6c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w15_d1824_2 (Lambda) (None, 15, 15, 1824) 0 block6c_se_expand[0][0]
__________________________________________________________________________________________________
block6c_se_excite (Multiply) (None, 15, 15, 1824) 0 block6c_activation[0][0]
broadcast_w15_d1824_2[0][0]
__________________________________________________________________________________________________
block6c_project_conv (Conv2D) (None, 15, 15, 304) 554496 block6c_se_excite[0][0]
__________________________________________________________________________________________________
block6c_project_bn (BatchNormal (None, 15, 15, 304) 1216 block6c_project_conv[0][0]
__________________________________________________________________________________________________
block6c_drop_dropout (Dropout) (None, 15, 15, 304) 0 block6c_project_bn[0][0]
__________________________________________________________________________________________________
block6c_add (Add) (None, 15, 15, 304) 0 block6b_add[0][0]
block6c_drop_dropout[0][0]
__________________________________________________________________________________________________
block6d_expand_conv (Conv2D) (None, 15, 15, 1824) 554496 block6c_add[0][0]
__________________________________________________________________________________________________
block6d_expand_bn (BatchNormali (None, 15, 15, 1824) 7296 block6d_expand_conv[0][0]
__________________________________________________________________________________________________
block6d_expand_activation (Acti (None, 15, 15, 1824) 0 block6d_expand_bn[0][0]
__________________________________________________________________________________________________
block6d_dwconv (DepthwiseConv2D (None, 15, 15, 1824) 45600 block6d_expand_activation[0][0]
__________________________________________________________________________________________________
block6d_bn (BatchNormalization) (None, 15, 15, 1824) 7296 block6d_dwconv[0][0]
__________________________________________________________________________________________________
block6d_activation (Activation) (None, 15, 15, 1824) 0 block6d_bn[0][0]
__________________________________________________________________________________________________
block6d_se_squeeze (GlobalAvera (None, 1824) 0 block6d_activation[0][0]
__________________________________________________________________________________________________
block6d_se_reshape (Reshape) (None, 1, 1, 1824) 0 block6d_se_squeeze[0][0]
__________________________________________________________________________________________________
block6d_se_reduce (Conv2D) (None, 1, 1, 76) 138700 block6d_se_reshape[0][0]
__________________________________________________________________________________________________
block6d_se_expand (Conv2D) (None, 1, 1, 1824) 140448 block6d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w15_d1824_3 (Lambda) (None, 15, 15, 1824) 0 block6d_se_expand[0][0]
__________________________________________________________________________________________________
block6d_se_excite (Multiply) (None, 15, 15, 1824) 0 block6d_activation[0][0]
broadcast_w15_d1824_3[0][0]
__________________________________________________________________________________________________
block6d_project_conv (Conv2D) (None, 15, 15, 304) 554496 block6d_se_excite[0][0]
__________________________________________________________________________________________________
block6d_project_bn (BatchNormal (None, 15, 15, 304) 1216 block6d_project_conv[0][0]
__________________________________________________________________________________________________
block6d_drop_dropout (Dropout) (None, 15, 15, 304) 0 block6d_project_bn[0][0]
__________________________________________________________________________________________________
block6d_add (Add) (None, 15, 15, 304) 0 block6c_add[0][0]
block6d_drop_dropout[0][0]
__________________________________________________________________________________________________
block6e_expand_conv (Conv2D) (None, 15, 15, 1824) 554496 block6d_add[0][0]
__________________________________________________________________________________________________
block6e_expand_bn (BatchNormali (None, 15, 15, 1824) 7296 block6e_expand_conv[0][0]
__________________________________________________________________________________________________
block6e_expand_activation (Acti (None, 15, 15, 1824) 0 block6e_expand_bn[0][0]
__________________________________________________________________________________________________
block6e_dwconv (DepthwiseConv2D (None, 15, 15, 1824) 45600 block6e_expand_activation[0][0]
__________________________________________________________________________________________________
block6e_bn (BatchNormalization) (None, 15, 15, 1824) 7296 block6e_dwconv[0][0]
__________________________________________________________________________________________________
block6e_activation (Activation) (None, 15, 15, 1824) 0 block6e_bn[0][0]
__________________________________________________________________________________________________
block6e_se_squeeze (GlobalAvera (None, 1824) 0 block6e_activation[0][0]
__________________________________________________________________________________________________
block6e_se_reshape (Reshape) (None, 1, 1, 1824) 0 block6e_se_squeeze[0][0]
__________________________________________________________________________________________________
block6e_se_reduce (Conv2D) (None, 1, 1, 76) 138700 block6e_se_reshape[0][0]
__________________________________________________________________________________________________
block6e_se_expand (Conv2D) (None, 1, 1, 1824) 140448 block6e_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w15_d1824_4 (Lambda) (None, 15, 15, 1824) 0 block6e_se_expand[0][0]
__________________________________________________________________________________________________
block6e_se_excite (Multiply) (None, 15, 15, 1824) 0 block6e_activation[0][0]
broadcast_w15_d1824_4[0][0]
__________________________________________________________________________________________________
block6e_project_conv (Conv2D) (None, 15, 15, 304) 554496 block6e_se_excite[0][0]
__________________________________________________________________________________________________
block6e_project_bn (BatchNormal (None, 15, 15, 304) 1216 block6e_project_conv[0][0]
__________________________________________________________________________________________________
block6e_drop_dropout (Dropout) (None, 15, 15, 304) 0 block6e_project_bn[0][0]
__________________________________________________________________________________________________
block6e_add (Add) (None, 15, 15, 304) 0 block6d_add[0][0]
block6e_drop_dropout[0][0]
__________________________________________________________________________________________________
block6f_expand_conv (Conv2D) (None, 15, 15, 1824) 554496 block6e_add[0][0]
__________________________________________________________________________________________________
block6f_expand_bn (BatchNormali (None, 15, 15, 1824) 7296 block6f_expand_conv[0][0]
__________________________________________________________________________________________________
block6f_expand_activation (Acti (None, 15, 15, 1824) 0 block6f_expand_bn[0][0]
__________________________________________________________________________________________________
block6f_dwconv (DepthwiseConv2D (None, 15, 15, 1824) 45600 block6f_expand_activation[0][0]
__________________________________________________________________________________________________
block6f_bn (BatchNormalization) (None, 15, 15, 1824) 7296 block6f_dwconv[0][0]
__________________________________________________________________________________________________
block6f_activation (Activation) (None, 15, 15, 1824) 0 block6f_bn[0][0]
__________________________________________________________________________________________________
block6f_se_squeeze (GlobalAvera (None, 1824) 0 block6f_activation[0][0]
__________________________________________________________________________________________________
block6f_se_reshape (Reshape) (None, 1, 1, 1824) 0 block6f_se_squeeze[0][0]
__________________________________________________________________________________________________
block6f_se_reduce (Conv2D) (None, 1, 1, 76) 138700 block6f_se_reshape[0][0]
__________________________________________________________________________________________________
block6f_se_expand (Conv2D) (None, 1, 1, 1824) 140448 block6f_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w15_d1824_5 (Lambda) (None, 15, 15, 1824) 0 block6f_se_expand[0][0]
__________________________________________________________________________________________________
block6f_se_excite (Multiply) (None, 15, 15, 1824) 0 block6f_activation[0][0]
broadcast_w15_d1824_5[0][0]
__________________________________________________________________________________________________
block6f_project_conv (Conv2D) (None, 15, 15, 304) 554496 block6f_se_excite[0][0]
__________________________________________________________________________________________________
block6f_project_bn (BatchNormal (None, 15, 15, 304) 1216 block6f_project_conv[0][0]
__________________________________________________________________________________________________
block6f_drop_dropout (Dropout) (None, 15, 15, 304) 0 block6f_project_bn[0][0]
__________________________________________________________________________________________________
block6f_add (Add) (None, 15, 15, 304) 0 block6e_add[0][0]
block6f_drop_dropout[0][0]
__________________________________________________________________________________________________
block6g_expand_conv (Conv2D) (None, 15, 15, 1824) 554496 block6f_add[0][0]
__________________________________________________________________________________________________
block6g_expand_bn (BatchNormali (None, 15, 15, 1824) 7296 block6g_expand_conv[0][0]
__________________________________________________________________________________________________
block6g_expand_activation (Acti (None, 15, 15, 1824) 0 block6g_expand_bn[0][0]
__________________________________________________________________________________________________
block6g_dwconv (DepthwiseConv2D (None, 15, 15, 1824) 45600 block6g_expand_activation[0][0]
__________________________________________________________________________________________________
block6g_bn (BatchNormalization) (None, 15, 15, 1824) 7296 block6g_dwconv[0][0]
__________________________________________________________________________________________________
block6g_activation (Activation) (None, 15, 15, 1824) 0 block6g_bn[0][0]
__________________________________________________________________________________________________
block6g_se_squeeze (GlobalAvera (None, 1824) 0 block6g_activation[0][0]
__________________________________________________________________________________________________
block6g_se_reshape (Reshape) (None, 1, 1, 1824) 0 block6g_se_squeeze[0][0]
__________________________________________________________________________________________________
block6g_se_reduce (Conv2D) (None, 1, 1, 76) 138700 block6g_se_reshape[0][0]
__________________________________________________________________________________________________
block6g_se_expand (Conv2D) (None, 1, 1, 1824) 140448 block6g_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w15_d1824_6 (Lambda) (None, 15, 15, 1824) 0 block6g_se_expand[0][0]
__________________________________________________________________________________________________
block6g_se_excite (Multiply) (None, 15, 15, 1824) 0 block6g_activation[0][0]
broadcast_w15_d1824_6[0][0]
__________________________________________________________________________________________________
block6g_project_conv (Conv2D) (None, 15, 15, 304) 554496 block6g_se_excite[0][0]
__________________________________________________________________________________________________
block6g_project_bn (BatchNormal (None, 15, 15, 304) 1216 block6g_project_conv[0][0]
__________________________________________________________________________________________________
block6g_drop_dropout (Dropout) (None, 15, 15, 304) 0 block6g_project_bn[0][0]
__________________________________________________________________________________________________
block6g_add (Add) (None, 15, 15, 304) 0 block6f_add[0][0]
block6g_drop_dropout[0][0]
__________________________________________________________________________________________________
block6h_expand_conv (Conv2D) (None, 15, 15, 1824) 554496 block6g_add[0][0]
__________________________________________________________________________________________________
block6h_expand_bn (BatchNormali (None, 15, 15, 1824) 7296 block6h_expand_conv[0][0]
__________________________________________________________________________________________________
block6h_expand_activation (Acti (None, 15, 15, 1824) 0 block6h_expand_bn[0][0]
__________________________________________________________________________________________________
block6h_dwconv (DepthwiseConv2D (None, 15, 15, 1824) 45600 block6h_expand_activation[0][0]
__________________________________________________________________________________________________
block6h_bn (BatchNormalization) (None, 15, 15, 1824) 7296 block6h_dwconv[0][0]
__________________________________________________________________________________________________
block6h_activation (Activation) (None, 15, 15, 1824) 0 block6h_bn[0][0]
__________________________________________________________________________________________________
block6h_se_squeeze (GlobalAvera (None, 1824) 0 block6h_activation[0][0]
__________________________________________________________________________________________________
block6h_se_reshape (Reshape) (None, 1, 1, 1824) 0 block6h_se_squeeze[0][0]
__________________________________________________________________________________________________
block6h_se_reduce (Conv2D) (None, 1, 1, 76) 138700 block6h_se_reshape[0][0]
__________________________________________________________________________________________________
block6h_se_expand (Conv2D) (None, 1, 1, 1824) 140448 block6h_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w15_d1824_7 (Lambda) (None, 15, 15, 1824) 0 block6h_se_expand[0][0]
__________________________________________________________________________________________________
block6h_se_excite (Multiply) (None, 15, 15, 1824) 0 block6h_activation[0][0]
broadcast_w15_d1824_7[0][0]
__________________________________________________________________________________________________
block6h_project_conv (Conv2D) (None, 15, 15, 304) 554496 block6h_se_excite[0][0]
__________________________________________________________________________________________________
block6h_project_bn (BatchNormal (None, 15, 15, 304) 1216 block6h_project_conv[0][0]
__________________________________________________________________________________________________
block6h_drop_dropout (Dropout) (None, 15, 15, 304) 0 block6h_project_bn[0][0]
__________________________________________________________________________________________________
block6h_add (Add) (None, 15, 15, 304) 0 block6g_add[0][0]
block6h_drop_dropout[0][0]
__________________________________________________________________________________________________
block6i_expand_conv (Conv2D) (None, 15, 15, 1824) 554496 block6h_add[0][0]
__________________________________________________________________________________________________
block6i_expand_bn (BatchNormali (None, 15, 15, 1824) 7296 block6i_expand_conv[0][0]
__________________________________________________________________________________________________
block6i_expand_activation (Acti (None, 15, 15, 1824) 0 block6i_expand_bn[0][0]
__________________________________________________________________________________________________
block6i_dwconv (DepthwiseConv2D (None, 15, 15, 1824) 45600 block6i_expand_activation[0][0]
__________________________________________________________________________________________________
block6i_bn (BatchNormalization) (None, 15, 15, 1824) 7296 block6i_dwconv[0][0]
__________________________________________________________________________________________________
block6i_activation (Activation) (None, 15, 15, 1824) 0 block6i_bn[0][0]
__________________________________________________________________________________________________
block6i_se_squeeze (GlobalAvera (None, 1824) 0 block6i_activation[0][0]
__________________________________________________________________________________________________
block6i_se_reshape (Reshape) (None, 1, 1, 1824) 0 block6i_se_squeeze[0][0]
__________________________________________________________________________________________________
block6i_se_reduce (Conv2D) (None, 1, 1, 76) 138700 block6i_se_reshape[0][0]
__________________________________________________________________________________________________
block6i_se_expand (Conv2D) (None, 1, 1, 1824) 140448 block6i_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w15_d1824_8 (Lambda) (None, 15, 15, 1824) 0 block6i_se_expand[0][0]
__________________________________________________________________________________________________
block6i_se_excite (Multiply) (None, 15, 15, 1824) 0 block6i_activation[0][0]
broadcast_w15_d1824_8[0][0]
__________________________________________________________________________________________________
block6i_project_conv (Conv2D) (None, 15, 15, 304) 554496 block6i_se_excite[0][0]
__________________________________________________________________________________________________
block6i_project_bn (BatchNormal (None, 15, 15, 304) 1216 block6i_project_conv[0][0]
__________________________________________________________________________________________________
block6i_drop_dropout (Dropout) (None, 15, 15, 304) 0 block6i_project_bn[0][0]
__________________________________________________________________________________________________
block6i_add (Add) (None, 15, 15, 304) 0 block6h_add[0][0]
block6i_drop_dropout[0][0]
__________________________________________________________________________________________________
block7a_expand_conv (Conv2D) (None, 15, 15, 1824) 554496 block6i_add[0][0]
__________________________________________________________________________________________________
block7a_expand_bn (BatchNormali (None, 15, 15, 1824) 7296 block7a_expand_conv[0][0]
__________________________________________________________________________________________________
block7a_expand_activation (Acti (None, 15, 15, 1824) 0 block7a_expand_bn[0][0]
__________________________________________________________________________________________________
block7a_dwconv (DepthwiseConv2D (None, 15, 15, 1824) 16416 block7a_expand_activation[0][0]
__________________________________________________________________________________________________
block7a_bn (BatchNormalization) (None, 15, 15, 1824) 7296 block7a_dwconv[0][0]
__________________________________________________________________________________________________
block7a_activation (Activation) (None, 15, 15, 1824) 0 block7a_bn[0][0]
__________________________________________________________________________________________________
block7a_se_squeeze (GlobalAvera (None, 1824) 0 block7a_activation[0][0]
__________________________________________________________________________________________________
block7a_se_reshape (Reshape) (None, 1, 1, 1824) 0 block7a_se_squeeze[0][0]
__________________________________________________________________________________________________
block7a_se_reduce (Conv2D) (None, 1, 1, 76) 138700 block7a_se_reshape[0][0]
__________________________________________________________________________________________________
block7a_se_expand (Conv2D) (None, 1, 1, 1824) 140448 block7a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w15_d1824_9 (Lambda) (None, 15, 15, 1824) 0 block7a_se_expand[0][0]
__________________________________________________________________________________________________
block7a_se_excite (Multiply) (None, 15, 15, 1824) 0 block7a_activation[0][0]
broadcast_w15_d1824_9[0][0]
__________________________________________________________________________________________________
block7a_project_conv (Conv2D) (None, 15, 15, 512) 933888 block7a_se_excite[0][0]
__________________________________________________________________________________________________
block7a_project_bn (BatchNormal (None, 15, 15, 512) 2048 block7a_project_conv[0][0]
__________________________________________________________________________________________________
block7b_expand_conv (Conv2D) (None, 15, 15, 3072) 1572864 block7a_project_bn[0][0]
__________________________________________________________________________________________________
block7b_expand_bn (BatchNormali (None, 15, 15, 3072) 12288 block7b_expand_conv[0][0]
__________________________________________________________________________________________________
block7b_expand_activation (Acti (None, 15, 15, 3072) 0 block7b_expand_bn[0][0]
__________________________________________________________________________________________________
block7b_dwconv (DepthwiseConv2D (None, 15, 15, 3072) 27648 block7b_expand_activation[0][0]
__________________________________________________________________________________________________
block7b_bn (BatchNormalization) (None, 15, 15, 3072) 12288 block7b_dwconv[0][0]
__________________________________________________________________________________________________
block7b_activation (Activation) (None, 15, 15, 3072) 0 block7b_bn[0][0]
__________________________________________________________________________________________________
block7b_se_squeeze (GlobalAvera (None, 3072) 0 block7b_activation[0][0]
__________________________________________________________________________________________________
block7b_se_reshape (Reshape) (None, 1, 1, 3072) 0 block7b_se_squeeze[0][0]
__________________________________________________________________________________________________
block7b_se_reduce (Conv2D) (None, 1, 1, 128) 393344 block7b_se_reshape[0][0]
__________________________________________________________________________________________________
block7b_se_expand (Conv2D) (None, 1, 1, 3072) 396288 block7b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w15_d3072_1 (Lambda) (None, 15, 15, 3072) 0 block7b_se_expand[0][0]
__________________________________________________________________________________________________
block7b_se_excite (Multiply) (None, 15, 15, 3072) 0 block7b_activation[0][0]
broadcast_w15_d3072_1[0][0]
__________________________________________________________________________________________________
block7b_project_conv (Conv2D) (None, 15, 15, 512) 1572864 block7b_se_excite[0][0]
__________________________________________________________________________________________________
block7b_project_bn (BatchNormal (None, 15, 15, 512) 2048 block7b_project_conv[0][0]
__________________________________________________________________________________________________
block7b_drop_dropout (Dropout) (None, 15, 15, 512) 0 block7b_project_bn[0][0]
__________________________________________________________________________________________________
block7b_add (Add) (None, 15, 15, 512) 0 block7a_project_bn[0][0]
block7b_drop_dropout[0][0]
__________________________________________________________________________________________________
block7c_expand_conv (Conv2D) (None, 15, 15, 3072) 1572864 block7b_add[0][0]
__________________________________________________________________________________________________
block7c_expand_bn (BatchNormali (None, 15, 15, 3072) 12288 block7c_expand_conv[0][0]
__________________________________________________________________________________________________
block7c_expand_activation (Acti (None, 15, 15, 3072) 0 block7c_expand_bn[0][0]
__________________________________________________________________________________________________
block7c_dwconv (DepthwiseConv2D (None, 15, 15, 3072) 27648 block7c_expand_activation[0][0]
__________________________________________________________________________________________________
block7c_bn (BatchNormalization) (None, 15, 15, 3072) 12288 block7c_dwconv[0][0]
__________________________________________________________________________________________________
block7c_activation (Activation) (None, 15, 15, 3072) 0 block7c_bn[0][0]
__________________________________________________________________________________________________
block7c_se_squeeze (GlobalAvera (None, 3072) 0 block7c_activation[0][0]
__________________________________________________________________________________________________
block7c_se_reshape (Reshape) (None, 1, 1, 3072) 0 block7c_se_squeeze[0][0]
__________________________________________________________________________________________________
block7c_se_reduce (Conv2D) (None, 1, 1, 128) 393344 block7c_se_reshape[0][0]
__________________________________________________________________________________________________
block7c_se_expand (Conv2D) (None, 1, 1, 3072) 396288 block7c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w15_d3072_2 (Lambda) (None, 15, 15, 3072) 0 block7c_se_expand[0][0]
__________________________________________________________________________________________________
block7c_se_excite (Multiply) (None, 15, 15, 3072) 0 block7c_activation[0][0]
broadcast_w15_d3072_2[0][0]
__________________________________________________________________________________________________
block7c_project_conv (Conv2D) (None, 15, 15, 512) 1572864 block7c_se_excite[0][0]
__________________________________________________________________________________________________
block7c_project_bn (BatchNormal (None, 15, 15, 512) 2048 block7c_project_conv[0][0]
__________________________________________________________________________________________________
block7c_drop_dropout (Dropout) (None, 15, 15, 512) 0 block7c_project_bn[0][0]
__________________________________________________________________________________________________
block7c_add (Add) (None, 15, 15, 512) 0 block7b_add[0][0]
block7c_drop_dropout[0][0]
__________________________________________________________________________________________________
top_conv (Conv2D) (None, 15, 15, 2048) 1048576 block7c_add[0][0]
__________________________________________________________________________________________________
top_bn (BatchNormalization) (None, 15, 15, 2048) 8192 top_conv[0][0]
__________________________________________________________________________________________________
top_activation (Activation) (None, 15, 15, 2048) 0 top_bn[0][0]
__________________________________________________________________________________________________
avg_pool (GlobalAveragePooling2 (None, 2048) 0 top_activation[0][0]
__________________________________________________________________________________________________
top_dropout (Dropout) (None, 2048) 0 avg_pool[0][0]
__________________________________________________________________________________________________
probs (Dense) (None, 1000) 2049000 top_dropout[0][0]
==================================================================================================
Total params: 30,562,520
Trainable params: 30,389,784
Non-trainable params: 172,736
__________________________________________________________________________________________________