KerasEfficientNetB4
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Model: "model_10"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_5 (InputLayer) (None, 380, 380, 3) 0
__________________________________________________________________________________________________
stem_conv (Conv2D) (None, 190, 190, 48) 1296 input_5[0][0]
__________________________________________________________________________________________________
stem_bn (BatchNormalization) (None, 190, 190, 48) 192 stem_conv[0][0]
__________________________________________________________________________________________________
stem_activation (Activation) (None, 190, 190, 48) 0 stem_bn[0][0]
__________________________________________________________________________________________________
block1a_dwconv (DepthwiseConv2D (None, 190, 190, 48) 432 stem_activation[0][0]
__________________________________________________________________________________________________
block1a_bn (BatchNormalization) (None, 190, 190, 48) 192 block1a_dwconv[0][0]
__________________________________________________________________________________________________
block1a_activation (Activation) (None, 190, 190, 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_w190_d48_1 (Lambda) (None, 190, 190, 48) 0 block1a_se_expand[0][0]
__________________________________________________________________________________________________
block1a_se_excite (Multiply) (None, 190, 190, 48) 0 block1a_activation[0][0]
broadcast_w190_d48_1[0][0]
__________________________________________________________________________________________________
block1a_project_conv (Conv2D) (None, 190, 190, 24) 1152 block1a_se_excite[0][0]
__________________________________________________________________________________________________
block1a_project_bn (BatchNormal (None, 190, 190, 24) 96 block1a_project_conv[0][0]
__________________________________________________________________________________________________
block1b_dwconv (DepthwiseConv2D (None, 190, 190, 24) 216 block1a_project_bn[0][0]
__________________________________________________________________________________________________
block1b_bn (BatchNormalization) (None, 190, 190, 24) 96 block1b_dwconv[0][0]
__________________________________________________________________________________________________
block1b_activation (Activation) (None, 190, 190, 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_w190_d24_1 (Lambda) (None, 190, 190, 24) 0 block1b_se_expand[0][0]
__________________________________________________________________________________________________
block1b_se_excite (Multiply) (None, 190, 190, 24) 0 block1b_activation[0][0]
broadcast_w190_d24_1[0][0]
__________________________________________________________________________________________________
block1b_project_conv (Conv2D) (None, 190, 190, 24) 576 block1b_se_excite[0][0]
__________________________________________________________________________________________________
block1b_project_bn (BatchNormal (None, 190, 190, 24) 96 block1b_project_conv[0][0]
__________________________________________________________________________________________________
block1b_drop_dropout (Dropout) (None, 190, 190, 24) 0 block1b_project_bn[0][0]
__________________________________________________________________________________________________
block1b_add (Add) (None, 190, 190, 24) 0 block1a_project_bn[0][0]
block1b_drop_dropout[0][0]
__________________________________________________________________________________________________
block2a_expand_conv (Conv2D) (None, 190, 190, 144 3456 block1b_add[0][0]
__________________________________________________________________________________________________
block2a_expand_bn (BatchNormali (None, 190, 190, 144 576 block2a_expand_conv[0][0]
__________________________________________________________________________________________________
block2a_expand_activation (Acti (None, 190, 190, 144 0 block2a_expand_bn[0][0]
__________________________________________________________________________________________________
block2a_dwconv (DepthwiseConv2D (None, 95, 95, 144) 1296 block2a_expand_activation[0][0]
__________________________________________________________________________________________________
block2a_bn (BatchNormalization) (None, 95, 95, 144) 576 block2a_dwconv[0][0]
__________________________________________________________________________________________________
block2a_activation (Activation) (None, 95, 95, 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_w95_d144_1 (Lambda) (None, 95, 95, 144) 0 block2a_se_expand[0][0]
__________________________________________________________________________________________________
block2a_se_excite (Multiply) (None, 95, 95, 144) 0 block2a_activation[0][0]
broadcast_w95_d144_1[0][0]
__________________________________________________________________________________________________
block2a_project_conv (Conv2D) (None, 95, 95, 32) 4608 block2a_se_excite[0][0]
__________________________________________________________________________________________________
block2a_project_bn (BatchNormal (None, 95, 95, 32) 128 block2a_project_conv[0][0]
__________________________________________________________________________________________________
block2b_expand_conv (Conv2D) (None, 95, 95, 192) 6144 block2a_project_bn[0][0]
__________________________________________________________________________________________________
block2b_expand_bn (BatchNormali (None, 95, 95, 192) 768 block2b_expand_conv[0][0]
__________________________________________________________________________________________________
block2b_expand_activation (Acti (None, 95, 95, 192) 0 block2b_expand_bn[0][0]
__________________________________________________________________________________________________
block2b_dwconv (DepthwiseConv2D (None, 95, 95, 192) 1728 block2b_expand_activation[0][0]
__________________________________________________________________________________________________
block2b_bn (BatchNormalization) (None, 95, 95, 192) 768 block2b_dwconv[0][0]
__________________________________________________________________________________________________
block2b_activation (Activation) (None, 95, 95, 192) 0 block2b_bn[0][0]
__________________________________________________________________________________________________
block2b_se_squeeze (GlobalAvera (None, 192) 0 block2b_activation[0][0]
__________________________________________________________________________________________________
block2b_se_reshape (Reshape) (None, 1, 1, 192) 0 block2b_se_squeeze[0][0]
__________________________________________________________________________________________________
block2b_se_reduce (Conv2D) (None, 1, 1, 8) 1544 block2b_se_reshape[0][0]
__________________________________________________________________________________________________
block2b_se_expand (Conv2D) (None, 1, 1, 192) 1728 block2b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w95_d192_1 (Lambda) (None, 95, 95, 192) 0 block2b_se_expand[0][0]
__________________________________________________________________________________________________
block2b_se_excite (Multiply) (None, 95, 95, 192) 0 block2b_activation[0][0]
broadcast_w95_d192_1[0][0]
__________________________________________________________________________________________________
block2b_project_conv (Conv2D) (None, 95, 95, 32) 6144 block2b_se_excite[0][0]
__________________________________________________________________________________________________
block2b_project_bn (BatchNormal (None, 95, 95, 32) 128 block2b_project_conv[0][0]
__________________________________________________________________________________________________
block2b_drop_dropout (Dropout) (None, 95, 95, 32) 0 block2b_project_bn[0][0]
__________________________________________________________________________________________________
block2b_add (Add) (None, 95, 95, 32) 0 block2a_project_bn[0][0]
block2b_drop_dropout[0][0]
__________________________________________________________________________________________________
block2c_expand_conv (Conv2D) (None, 95, 95, 192) 6144 block2b_add[0][0]
__________________________________________________________________________________________________
block2c_expand_bn (BatchNormali (None, 95, 95, 192) 768 block2c_expand_conv[0][0]
__________________________________________________________________________________________________
block2c_expand_activation (Acti (None, 95, 95, 192) 0 block2c_expand_bn[0][0]
__________________________________________________________________________________________________
block2c_dwconv (DepthwiseConv2D (None, 95, 95, 192) 1728 block2c_expand_activation[0][0]
__________________________________________________________________________________________________
block2c_bn (BatchNormalization) (None, 95, 95, 192) 768 block2c_dwconv[0][0]
__________________________________________________________________________________________________
block2c_activation (Activation) (None, 95, 95, 192) 0 block2c_bn[0][0]
__________________________________________________________________________________________________
block2c_se_squeeze (GlobalAvera (None, 192) 0 block2c_activation[0][0]
__________________________________________________________________________________________________
block2c_se_reshape (Reshape) (None, 1, 1, 192) 0 block2c_se_squeeze[0][0]
__________________________________________________________________________________________________
block2c_se_reduce (Conv2D) (None, 1, 1, 8) 1544 block2c_se_reshape[0][0]
__________________________________________________________________________________________________
block2c_se_expand (Conv2D) (None, 1, 1, 192) 1728 block2c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w95_d192_2 (Lambda) (None, 95, 95, 192) 0 block2c_se_expand[0][0]
__________________________________________________________________________________________________
block2c_se_excite (Multiply) (None, 95, 95, 192) 0 block2c_activation[0][0]
broadcast_w95_d192_2[0][0]
__________________________________________________________________________________________________
block2c_project_conv (Conv2D) (None, 95, 95, 32) 6144 block2c_se_excite[0][0]
__________________________________________________________________________________________________
block2c_project_bn (BatchNormal (None, 95, 95, 32) 128 block2c_project_conv[0][0]
__________________________________________________________________________________________________
block2c_drop_dropout (Dropout) (None, 95, 95, 32) 0 block2c_project_bn[0][0]
__________________________________________________________________________________________________
block2c_add (Add) (None, 95, 95, 32) 0 block2b_add[0][0]
block2c_drop_dropout[0][0]
__________________________________________________________________________________________________
block2d_expand_conv (Conv2D) (None, 95, 95, 192) 6144 block2c_add[0][0]
__________________________________________________________________________________________________
block2d_expand_bn (BatchNormali (None, 95, 95, 192) 768 block2d_expand_conv[0][0]
__________________________________________________________________________________________________
block2d_expand_activation (Acti (None, 95, 95, 192) 0 block2d_expand_bn[0][0]
__________________________________________________________________________________________________
block2d_dwconv (DepthwiseConv2D (None, 95, 95, 192) 1728 block2d_expand_activation[0][0]
__________________________________________________________________________________________________
block2d_bn (BatchNormalization) (None, 95, 95, 192) 768 block2d_dwconv[0][0]
__________________________________________________________________________________________________
block2d_activation (Activation) (None, 95, 95, 192) 0 block2d_bn[0][0]
__________________________________________________________________________________________________
block2d_se_squeeze (GlobalAvera (None, 192) 0 block2d_activation[0][0]
__________________________________________________________________________________________________
block2d_se_reshape (Reshape) (None, 1, 1, 192) 0 block2d_se_squeeze[0][0]
__________________________________________________________________________________________________
block2d_se_reduce (Conv2D) (None, 1, 1, 8) 1544 block2d_se_reshape[0][0]
__________________________________________________________________________________________________
block2d_se_expand (Conv2D) (None, 1, 1, 192) 1728 block2d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w95_d192_3 (Lambda) (None, 95, 95, 192) 0 block2d_se_expand[0][0]
__________________________________________________________________________________________________
block2d_se_excite (Multiply) (None, 95, 95, 192) 0 block2d_activation[0][0]
broadcast_w95_d192_3[0][0]
__________________________________________________________________________________________________
block2d_project_conv (Conv2D) (None, 95, 95, 32) 6144 block2d_se_excite[0][0]
__________________________________________________________________________________________________
block2d_project_bn (BatchNormal (None, 95, 95, 32) 128 block2d_project_conv[0][0]
__________________________________________________________________________________________________
block2d_drop_dropout (Dropout) (None, 95, 95, 32) 0 block2d_project_bn[0][0]
__________________________________________________________________________________________________
block2d_add (Add) (None, 95, 95, 32) 0 block2c_add[0][0]
block2d_drop_dropout[0][0]
__________________________________________________________________________________________________
block3a_expand_conv (Conv2D) (None, 95, 95, 192) 6144 block2d_add[0][0]
__________________________________________________________________________________________________
block3a_expand_bn (BatchNormali (None, 95, 95, 192) 768 block3a_expand_conv[0][0]
__________________________________________________________________________________________________
block3a_expand_activation (Acti (None, 95, 95, 192) 0 block3a_expand_bn[0][0]
__________________________________________________________________________________________________
block3a_dwconv (DepthwiseConv2D (None, 48, 48, 192) 4800 block3a_expand_activation[0][0]
__________________________________________________________________________________________________
block3a_bn (BatchNormalization) (None, 48, 48, 192) 768 block3a_dwconv[0][0]
__________________________________________________________________________________________________
block3a_activation (Activation) (None, 48, 48, 192) 0 block3a_bn[0][0]
__________________________________________________________________________________________________
block3a_se_squeeze (GlobalAvera (None, 192) 0 block3a_activation[0][0]
__________________________________________________________________________________________________
block3a_se_reshape (Reshape) (None, 1, 1, 192) 0 block3a_se_squeeze[0][0]
__________________________________________________________________________________________________
block3a_se_reduce (Conv2D) (None, 1, 1, 8) 1544 block3a_se_reshape[0][0]
__________________________________________________________________________________________________
block3a_se_expand (Conv2D) (None, 1, 1, 192) 1728 block3a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w48_d192_1 (Lambda) (None, 48, 48, 192) 0 block3a_se_expand[0][0]
__________________________________________________________________________________________________
block3a_se_excite (Multiply) (None, 48, 48, 192) 0 block3a_activation[0][0]
broadcast_w48_d192_1[0][0]
__________________________________________________________________________________________________
block3a_project_conv (Conv2D) (None, 48, 48, 56) 10752 block3a_se_excite[0][0]
__________________________________________________________________________________________________
block3a_project_bn (BatchNormal (None, 48, 48, 56) 224 block3a_project_conv[0][0]
__________________________________________________________________________________________________
block3b_expand_conv (Conv2D) (None, 48, 48, 336) 18816 block3a_project_bn[0][0]
__________________________________________________________________________________________________
block3b_expand_bn (BatchNormali (None, 48, 48, 336) 1344 block3b_expand_conv[0][0]
__________________________________________________________________________________________________
block3b_expand_activation (Acti (None, 48, 48, 336) 0 block3b_expand_bn[0][0]
__________________________________________________________________________________________________
block3b_dwconv (DepthwiseConv2D (None, 48, 48, 336) 8400 block3b_expand_activation[0][0]
__________________________________________________________________________________________________
block3b_bn (BatchNormalization) (None, 48, 48, 336) 1344 block3b_dwconv[0][0]
__________________________________________________________________________________________________
block3b_activation (Activation) (None, 48, 48, 336) 0 block3b_bn[0][0]
__________________________________________________________________________________________________
block3b_se_squeeze (GlobalAvera (None, 336) 0 block3b_activation[0][0]
__________________________________________________________________________________________________
block3b_se_reshape (Reshape) (None, 1, 1, 336) 0 block3b_se_squeeze[0][0]
__________________________________________________________________________________________________
block3b_se_reduce (Conv2D) (None, 1, 1, 14) 4718 block3b_se_reshape[0][0]
__________________________________________________________________________________________________
block3b_se_expand (Conv2D) (None, 1, 1, 336) 5040 block3b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w48_d336_1 (Lambda) (None, 48, 48, 336) 0 block3b_se_expand[0][0]
__________________________________________________________________________________________________
block3b_se_excite (Multiply) (None, 48, 48, 336) 0 block3b_activation[0][0]
broadcast_w48_d336_1[0][0]
__________________________________________________________________________________________________
block3b_project_conv (Conv2D) (None, 48, 48, 56) 18816 block3b_se_excite[0][0]
__________________________________________________________________________________________________
block3b_project_bn (BatchNormal (None, 48, 48, 56) 224 block3b_project_conv[0][0]
__________________________________________________________________________________________________
block3b_drop_dropout (Dropout) (None, 48, 48, 56) 0 block3b_project_bn[0][0]
__________________________________________________________________________________________________
block3b_add (Add) (None, 48, 48, 56) 0 block3a_project_bn[0][0]
block3b_drop_dropout[0][0]
__________________________________________________________________________________________________
block3c_expand_conv (Conv2D) (None, 48, 48, 336) 18816 block3b_add[0][0]
__________________________________________________________________________________________________
block3c_expand_bn (BatchNormali (None, 48, 48, 336) 1344 block3c_expand_conv[0][0]
__________________________________________________________________________________________________
block3c_expand_activation (Acti (None, 48, 48, 336) 0 block3c_expand_bn[0][0]
__________________________________________________________________________________________________
block3c_dwconv (DepthwiseConv2D (None, 48, 48, 336) 8400 block3c_expand_activation[0][0]
__________________________________________________________________________________________________
block3c_bn (BatchNormalization) (None, 48, 48, 336) 1344 block3c_dwconv[0][0]
__________________________________________________________________________________________________
block3c_activation (Activation) (None, 48, 48, 336) 0 block3c_bn[0][0]
__________________________________________________________________________________________________
block3c_se_squeeze (GlobalAvera (None, 336) 0 block3c_activation[0][0]
__________________________________________________________________________________________________
block3c_se_reshape (Reshape) (None, 1, 1, 336) 0 block3c_se_squeeze[0][0]
__________________________________________________________________________________________________
block3c_se_reduce (Conv2D) (None, 1, 1, 14) 4718 block3c_se_reshape[0][0]
__________________________________________________________________________________________________
block3c_se_expand (Conv2D) (None, 1, 1, 336) 5040 block3c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w48_d336_2 (Lambda) (None, 48, 48, 336) 0 block3c_se_expand[0][0]
__________________________________________________________________________________________________
block3c_se_excite (Multiply) (None, 48, 48, 336) 0 block3c_activation[0][0]
broadcast_w48_d336_2[0][0]
__________________________________________________________________________________________________
block3c_project_conv (Conv2D) (None, 48, 48, 56) 18816 block3c_se_excite[0][0]
__________________________________________________________________________________________________
block3c_project_bn (BatchNormal (None, 48, 48, 56) 224 block3c_project_conv[0][0]
__________________________________________________________________________________________________
block3c_drop_dropout (Dropout) (None, 48, 48, 56) 0 block3c_project_bn[0][0]
__________________________________________________________________________________________________
block3c_add (Add) (None, 48, 48, 56) 0 block3b_add[0][0]
block3c_drop_dropout[0][0]
__________________________________________________________________________________________________
block3d_expand_conv (Conv2D) (None, 48, 48, 336) 18816 block3c_add[0][0]
__________________________________________________________________________________________________
block3d_expand_bn (BatchNormali (None, 48, 48, 336) 1344 block3d_expand_conv[0][0]
__________________________________________________________________________________________________
block3d_expand_activation (Acti (None, 48, 48, 336) 0 block3d_expand_bn[0][0]
__________________________________________________________________________________________________
block3d_dwconv (DepthwiseConv2D (None, 48, 48, 336) 8400 block3d_expand_activation[0][0]
__________________________________________________________________________________________________
block3d_bn (BatchNormalization) (None, 48, 48, 336) 1344 block3d_dwconv[0][0]
__________________________________________________________________________________________________
block3d_activation (Activation) (None, 48, 48, 336) 0 block3d_bn[0][0]
__________________________________________________________________________________________________
block3d_se_squeeze (GlobalAvera (None, 336) 0 block3d_activation[0][0]
__________________________________________________________________________________________________
block3d_se_reshape (Reshape) (None, 1, 1, 336) 0 block3d_se_squeeze[0][0]
__________________________________________________________________________________________________
block3d_se_reduce (Conv2D) (None, 1, 1, 14) 4718 block3d_se_reshape[0][0]
__________________________________________________________________________________________________
block3d_se_expand (Conv2D) (None, 1, 1, 336) 5040 block3d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w48_d336_3 (Lambda) (None, 48, 48, 336) 0 block3d_se_expand[0][0]
__________________________________________________________________________________________________
block3d_se_excite (Multiply) (None, 48, 48, 336) 0 block3d_activation[0][0]
broadcast_w48_d336_3[0][0]
__________________________________________________________________________________________________
block3d_project_conv (Conv2D) (None, 48, 48, 56) 18816 block3d_se_excite[0][0]
__________________________________________________________________________________________________
block3d_project_bn (BatchNormal (None, 48, 48, 56) 224 block3d_project_conv[0][0]
__________________________________________________________________________________________________
block3d_drop_dropout (Dropout) (None, 48, 48, 56) 0 block3d_project_bn[0][0]
__________________________________________________________________________________________________
block3d_add (Add) (None, 48, 48, 56) 0 block3c_add[0][0]
block3d_drop_dropout[0][0]
__________________________________________________________________________________________________
block4a_expand_conv (Conv2D) (None, 48, 48, 336) 18816 block3d_add[0][0]
__________________________________________________________________________________________________
block4a_expand_bn (BatchNormali (None, 48, 48, 336) 1344 block4a_expand_conv[0][0]
__________________________________________________________________________________________________
block4a_expand_activation (Acti (None, 48, 48, 336) 0 block4a_expand_bn[0][0]
__________________________________________________________________________________________________
block4a_dwconv (DepthwiseConv2D (None, 24, 24, 336) 3024 block4a_expand_activation[0][0]
__________________________________________________________________________________________________
block4a_bn (BatchNormalization) (None, 24, 24, 336) 1344 block4a_dwconv[0][0]
__________________________________________________________________________________________________
block4a_activation (Activation) (None, 24, 24, 336) 0 block4a_bn[0][0]
__________________________________________________________________________________________________
block4a_se_squeeze (GlobalAvera (None, 336) 0 block4a_activation[0][0]
__________________________________________________________________________________________________
block4a_se_reshape (Reshape) (None, 1, 1, 336) 0 block4a_se_squeeze[0][0]
__________________________________________________________________________________________________
block4a_se_reduce (Conv2D) (None, 1, 1, 14) 4718 block4a_se_reshape[0][0]
__________________________________________________________________________________________________
block4a_se_expand (Conv2D) (None, 1, 1, 336) 5040 block4a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w24_d336_1 (Lambda) (None, 24, 24, 336) 0 block4a_se_expand[0][0]
__________________________________________________________________________________________________
block4a_se_excite (Multiply) (None, 24, 24, 336) 0 block4a_activation[0][0]
broadcast_w24_d336_1[0][0]
__________________________________________________________________________________________________
block4a_project_conv (Conv2D) (None, 24, 24, 112) 37632 block4a_se_excite[0][0]
__________________________________________________________________________________________________
block4a_project_bn (BatchNormal (None, 24, 24, 112) 448 block4a_project_conv[0][0]
__________________________________________________________________________________________________
block4b_expand_conv (Conv2D) (None, 24, 24, 672) 75264 block4a_project_bn[0][0]
__________________________________________________________________________________________________
block4b_expand_bn (BatchNormali (None, 24, 24, 672) 2688 block4b_expand_conv[0][0]
__________________________________________________________________________________________________
block4b_expand_activation (Acti (None, 24, 24, 672) 0 block4b_expand_bn[0][0]
__________________________________________________________________________________________________
block4b_dwconv (DepthwiseConv2D (None, 24, 24, 672) 6048 block4b_expand_activation[0][0]
__________________________________________________________________________________________________
block4b_bn (BatchNormalization) (None, 24, 24, 672) 2688 block4b_dwconv[0][0]
__________________________________________________________________________________________________
block4b_activation (Activation) (None, 24, 24, 672) 0 block4b_bn[0][0]
__________________________________________________________________________________________________
block4b_se_squeeze (GlobalAvera (None, 672) 0 block4b_activation[0][0]
__________________________________________________________________________________________________
block4b_se_reshape (Reshape) (None, 1, 1, 672) 0 block4b_se_squeeze[0][0]
__________________________________________________________________________________________________
block4b_se_reduce (Conv2D) (None, 1, 1, 28) 18844 block4b_se_reshape[0][0]
__________________________________________________________________________________________________
block4b_se_expand (Conv2D) (None, 1, 1, 672) 19488 block4b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w24_d672_1 (Lambda) (None, 24, 24, 672) 0 block4b_se_expand[0][0]
__________________________________________________________________________________________________
block4b_se_excite (Multiply) (None, 24, 24, 672) 0 block4b_activation[0][0]
broadcast_w24_d672_1[0][0]
__________________________________________________________________________________________________
block4b_project_conv (Conv2D) (None, 24, 24, 112) 75264 block4b_se_excite[0][0]
__________________________________________________________________________________________________
block4b_project_bn (BatchNormal (None, 24, 24, 112) 448 block4b_project_conv[0][0]
__________________________________________________________________________________________________
block4b_drop_dropout (Dropout) (None, 24, 24, 112) 0 block4b_project_bn[0][0]
__________________________________________________________________________________________________
block4b_add (Add) (None, 24, 24, 112) 0 block4a_project_bn[0][0]
block4b_drop_dropout[0][0]
__________________________________________________________________________________________________
block4c_expand_conv (Conv2D) (None, 24, 24, 672) 75264 block4b_add[0][0]
__________________________________________________________________________________________________
block4c_expand_bn (BatchNormali (None, 24, 24, 672) 2688 block4c_expand_conv[0][0]
__________________________________________________________________________________________________
block4c_expand_activation (Acti (None, 24, 24, 672) 0 block4c_expand_bn[0][0]
__________________________________________________________________________________________________
block4c_dwconv (DepthwiseConv2D (None, 24, 24, 672) 6048 block4c_expand_activation[0][0]
__________________________________________________________________________________________________
block4c_bn (BatchNormalization) (None, 24, 24, 672) 2688 block4c_dwconv[0][0]
__________________________________________________________________________________________________
block4c_activation (Activation) (None, 24, 24, 672) 0 block4c_bn[0][0]
__________________________________________________________________________________________________
block4c_se_squeeze (GlobalAvera (None, 672) 0 block4c_activation[0][0]
__________________________________________________________________________________________________
block4c_se_reshape (Reshape) (None, 1, 1, 672) 0 block4c_se_squeeze[0][0]
__________________________________________________________________________________________________
block4c_se_reduce (Conv2D) (None, 1, 1, 28) 18844 block4c_se_reshape[0][0]
__________________________________________________________________________________________________
block4c_se_expand (Conv2D) (None, 1, 1, 672) 19488 block4c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w24_d672_2 (Lambda) (None, 24, 24, 672) 0 block4c_se_expand[0][0]
__________________________________________________________________________________________________
block4c_se_excite (Multiply) (None, 24, 24, 672) 0 block4c_activation[0][0]
broadcast_w24_d672_2[0][0]
__________________________________________________________________________________________________
block4c_project_conv (Conv2D) (None, 24, 24, 112) 75264 block4c_se_excite[0][0]
__________________________________________________________________________________________________
block4c_project_bn (BatchNormal (None, 24, 24, 112) 448 block4c_project_conv[0][0]
__________________________________________________________________________________________________
block4c_drop_dropout (Dropout) (None, 24, 24, 112) 0 block4c_project_bn[0][0]
__________________________________________________________________________________________________
block4c_add (Add) (None, 24, 24, 112) 0 block4b_add[0][0]
block4c_drop_dropout[0][0]
__________________________________________________________________________________________________
block4d_expand_conv (Conv2D) (None, 24, 24, 672) 75264 block4c_add[0][0]
__________________________________________________________________________________________________
block4d_expand_bn (BatchNormali (None, 24, 24, 672) 2688 block4d_expand_conv[0][0]
__________________________________________________________________________________________________
block4d_expand_activation (Acti (None, 24, 24, 672) 0 block4d_expand_bn[0][0]
__________________________________________________________________________________________________
block4d_dwconv (DepthwiseConv2D (None, 24, 24, 672) 6048 block4d_expand_activation[0][0]
__________________________________________________________________________________________________
block4d_bn (BatchNormalization) (None, 24, 24, 672) 2688 block4d_dwconv[0][0]
__________________________________________________________________________________________________
block4d_activation (Activation) (None, 24, 24, 672) 0 block4d_bn[0][0]
__________________________________________________________________________________________________
block4d_se_squeeze (GlobalAvera (None, 672) 0 block4d_activation[0][0]
__________________________________________________________________________________________________
block4d_se_reshape (Reshape) (None, 1, 1, 672) 0 block4d_se_squeeze[0][0]
__________________________________________________________________________________________________
block4d_se_reduce (Conv2D) (None, 1, 1, 28) 18844 block4d_se_reshape[0][0]
__________________________________________________________________________________________________
block4d_se_expand (Conv2D) (None, 1, 1, 672) 19488 block4d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w24_d672_3 (Lambda) (None, 24, 24, 672) 0 block4d_se_expand[0][0]
__________________________________________________________________________________________________
block4d_se_excite (Multiply) (None, 24, 24, 672) 0 block4d_activation[0][0]
broadcast_w24_d672_3[0][0]
__________________________________________________________________________________________________
block4d_project_conv (Conv2D) (None, 24, 24, 112) 75264 block4d_se_excite[0][0]
__________________________________________________________________________________________________
block4d_project_bn (BatchNormal (None, 24, 24, 112) 448 block4d_project_conv[0][0]
__________________________________________________________________________________________________
block4d_drop_dropout (Dropout) (None, 24, 24, 112) 0 block4d_project_bn[0][0]
__________________________________________________________________________________________________
block4d_add (Add) (None, 24, 24, 112) 0 block4c_add[0][0]
block4d_drop_dropout[0][0]
__________________________________________________________________________________________________
block4e_expand_conv (Conv2D) (None, 24, 24, 672) 75264 block4d_add[0][0]
__________________________________________________________________________________________________
block4e_expand_bn (BatchNormali (None, 24, 24, 672) 2688 block4e_expand_conv[0][0]
__________________________________________________________________________________________________
block4e_expand_activation (Acti (None, 24, 24, 672) 0 block4e_expand_bn[0][0]
__________________________________________________________________________________________________
block4e_dwconv (DepthwiseConv2D (None, 24, 24, 672) 6048 block4e_expand_activation[0][0]
__________________________________________________________________________________________________
block4e_bn (BatchNormalization) (None, 24, 24, 672) 2688 block4e_dwconv[0][0]
__________________________________________________________________________________________________
block4e_activation (Activation) (None, 24, 24, 672) 0 block4e_bn[0][0]
__________________________________________________________________________________________________
block4e_se_squeeze (GlobalAvera (None, 672) 0 block4e_activation[0][0]
__________________________________________________________________________________________________
block4e_se_reshape (Reshape) (None, 1, 1, 672) 0 block4e_se_squeeze[0][0]
__________________________________________________________________________________________________
block4e_se_reduce (Conv2D) (None, 1, 1, 28) 18844 block4e_se_reshape[0][0]
__________________________________________________________________________________________________
block4e_se_expand (Conv2D) (None, 1, 1, 672) 19488 block4e_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w24_d672_4 (Lambda) (None, 24, 24, 672) 0 block4e_se_expand[0][0]
__________________________________________________________________________________________________
block4e_se_excite (Multiply) (None, 24, 24, 672) 0 block4e_activation[0][0]
broadcast_w24_d672_4[0][0]
__________________________________________________________________________________________________
block4e_project_conv (Conv2D) (None, 24, 24, 112) 75264 block4e_se_excite[0][0]
__________________________________________________________________________________________________
block4e_project_bn (BatchNormal (None, 24, 24, 112) 448 block4e_project_conv[0][0]
__________________________________________________________________________________________________
block4e_drop_dropout (Dropout) (None, 24, 24, 112) 0 block4e_project_bn[0][0]
__________________________________________________________________________________________________
block4e_add (Add) (None, 24, 24, 112) 0 block4d_add[0][0]
block4e_drop_dropout[0][0]
__________________________________________________________________________________________________
block4f_expand_conv (Conv2D) (None, 24, 24, 672) 75264 block4e_add[0][0]
__________________________________________________________________________________________________
block4f_expand_bn (BatchNormali (None, 24, 24, 672) 2688 block4f_expand_conv[0][0]
__________________________________________________________________________________________________
block4f_expand_activation (Acti (None, 24, 24, 672) 0 block4f_expand_bn[0][0]
__________________________________________________________________________________________________
block4f_dwconv (DepthwiseConv2D (None, 24, 24, 672) 6048 block4f_expand_activation[0][0]
__________________________________________________________________________________________________
block4f_bn (BatchNormalization) (None, 24, 24, 672) 2688 block4f_dwconv[0][0]
__________________________________________________________________________________________________
block4f_activation (Activation) (None, 24, 24, 672) 0 block4f_bn[0][0]
__________________________________________________________________________________________________
block4f_se_squeeze (GlobalAvera (None, 672) 0 block4f_activation[0][0]
__________________________________________________________________________________________________
block4f_se_reshape (Reshape) (None, 1, 1, 672) 0 block4f_se_squeeze[0][0]
__________________________________________________________________________________________________
block4f_se_reduce (Conv2D) (None, 1, 1, 28) 18844 block4f_se_reshape[0][0]
__________________________________________________________________________________________________
block4f_se_expand (Conv2D) (None, 1, 1, 672) 19488 block4f_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w24_d672_5 (Lambda) (None, 24, 24, 672) 0 block4f_se_expand[0][0]
__________________________________________________________________________________________________
block4f_se_excite (Multiply) (None, 24, 24, 672) 0 block4f_activation[0][0]
broadcast_w24_d672_5[0][0]
__________________________________________________________________________________________________
block4f_project_conv (Conv2D) (None, 24, 24, 112) 75264 block4f_se_excite[0][0]
__________________________________________________________________________________________________
block4f_project_bn (BatchNormal (None, 24, 24, 112) 448 block4f_project_conv[0][0]
__________________________________________________________________________________________________
block4f_drop_dropout (Dropout) (None, 24, 24, 112) 0 block4f_project_bn[0][0]
__________________________________________________________________________________________________
block4f_add (Add) (None, 24, 24, 112) 0 block4e_add[0][0]
block4f_drop_dropout[0][0]
__________________________________________________________________________________________________
block5a_expand_conv (Conv2D) (None, 24, 24, 672) 75264 block4f_add[0][0]
__________________________________________________________________________________________________
block5a_expand_bn (BatchNormali (None, 24, 24, 672) 2688 block5a_expand_conv[0][0]
__________________________________________________________________________________________________
block5a_expand_activation (Acti (None, 24, 24, 672) 0 block5a_expand_bn[0][0]
__________________________________________________________________________________________________
block5a_dwconv (DepthwiseConv2D (None, 24, 24, 672) 16800 block5a_expand_activation[0][0]
__________________________________________________________________________________________________
block5a_bn (BatchNormalization) (None, 24, 24, 672) 2688 block5a_dwconv[0][0]
__________________________________________________________________________________________________
block5a_activation (Activation) (None, 24, 24, 672) 0 block5a_bn[0][0]
__________________________________________________________________________________________________
block5a_se_squeeze (GlobalAvera (None, 672) 0 block5a_activation[0][0]
__________________________________________________________________________________________________
block5a_se_reshape (Reshape) (None, 1, 1, 672) 0 block5a_se_squeeze[0][0]
__________________________________________________________________________________________________
block5a_se_reduce (Conv2D) (None, 1, 1, 28) 18844 block5a_se_reshape[0][0]
__________________________________________________________________________________________________
block5a_se_expand (Conv2D) (None, 1, 1, 672) 19488 block5a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w24_d672_6 (Lambda) (None, 24, 24, 672) 0 block5a_se_expand[0][0]
__________________________________________________________________________________________________
block5a_se_excite (Multiply) (None, 24, 24, 672) 0 block5a_activation[0][0]
broadcast_w24_d672_6[0][0]
__________________________________________________________________________________________________
block5a_project_conv (Conv2D) (None, 24, 24, 160) 107520 block5a_se_excite[0][0]
__________________________________________________________________________________________________
block5a_project_bn (BatchNormal (None, 24, 24, 160) 640 block5a_project_conv[0][0]
__________________________________________________________________________________________________
block5b_expand_conv (Conv2D) (None, 24, 24, 960) 153600 block5a_project_bn[0][0]
__________________________________________________________________________________________________
block5b_expand_bn (BatchNormali (None, 24, 24, 960) 3840 block5b_expand_conv[0][0]
__________________________________________________________________________________________________
block5b_expand_activation (Acti (None, 24, 24, 960) 0 block5b_expand_bn[0][0]
__________________________________________________________________________________________________
block5b_dwconv (DepthwiseConv2D (None, 24, 24, 960) 24000 block5b_expand_activation[0][0]
__________________________________________________________________________________________________
block5b_bn (BatchNormalization) (None, 24, 24, 960) 3840 block5b_dwconv[0][0]
__________________________________________________________________________________________________
block5b_activation (Activation) (None, 24, 24, 960) 0 block5b_bn[0][0]
__________________________________________________________________________________________________
block5b_se_squeeze (GlobalAvera (None, 960) 0 block5b_activation[0][0]
__________________________________________________________________________________________________
block5b_se_reshape (Reshape) (None, 1, 1, 960) 0 block5b_se_squeeze[0][0]
__________________________________________________________________________________________________
block5b_se_reduce (Conv2D) (None, 1, 1, 40) 38440 block5b_se_reshape[0][0]
__________________________________________________________________________________________________
block5b_se_expand (Conv2D) (None, 1, 1, 960) 39360 block5b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w24_d960_1 (Lambda) (None, 24, 24, 960) 0 block5b_se_expand[0][0]
__________________________________________________________________________________________________
block5b_se_excite (Multiply) (None, 24, 24, 960) 0 block5b_activation[0][0]
broadcast_w24_d960_1[0][0]
__________________________________________________________________________________________________
block5b_project_conv (Conv2D) (None, 24, 24, 160) 153600 block5b_se_excite[0][0]
__________________________________________________________________________________________________
block5b_project_bn (BatchNormal (None, 24, 24, 160) 640 block5b_project_conv[0][0]
__________________________________________________________________________________________________
block5b_drop_dropout (Dropout) (None, 24, 24, 160) 0 block5b_project_bn[0][0]
__________________________________________________________________________________________________
block5b_add (Add) (None, 24, 24, 160) 0 block5a_project_bn[0][0]
block5b_drop_dropout[0][0]
__________________________________________________________________________________________________
block5c_expand_conv (Conv2D) (None, 24, 24, 960) 153600 block5b_add[0][0]
__________________________________________________________________________________________________
block5c_expand_bn (BatchNormali (None, 24, 24, 960) 3840 block5c_expand_conv[0][0]
__________________________________________________________________________________________________
block5c_expand_activation (Acti (None, 24, 24, 960) 0 block5c_expand_bn[0][0]
__________________________________________________________________________________________________
block5c_dwconv (DepthwiseConv2D (None, 24, 24, 960) 24000 block5c_expand_activation[0][0]
__________________________________________________________________________________________________
block5c_bn (BatchNormalization) (None, 24, 24, 960) 3840 block5c_dwconv[0][0]
__________________________________________________________________________________________________
block5c_activation (Activation) (None, 24, 24, 960) 0 block5c_bn[0][0]
__________________________________________________________________________________________________
block5c_se_squeeze (GlobalAvera (None, 960) 0 block5c_activation[0][0]
__________________________________________________________________________________________________
block5c_se_reshape (Reshape) (None, 1, 1, 960) 0 block5c_se_squeeze[0][0]
__________________________________________________________________________________________________
block5c_se_reduce (Conv2D) (None, 1, 1, 40) 38440 block5c_se_reshape[0][0]
__________________________________________________________________________________________________
block5c_se_expand (Conv2D) (None, 1, 1, 960) 39360 block5c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w24_d960_2 (Lambda) (None, 24, 24, 960) 0 block5c_se_expand[0][0]
__________________________________________________________________________________________________
block5c_se_excite (Multiply) (None, 24, 24, 960) 0 block5c_activation[0][0]
broadcast_w24_d960_2[0][0]
__________________________________________________________________________________________________
block5c_project_conv (Conv2D) (None, 24, 24, 160) 153600 block5c_se_excite[0][0]
__________________________________________________________________________________________________
block5c_project_bn (BatchNormal (None, 24, 24, 160) 640 block5c_project_conv[0][0]
__________________________________________________________________________________________________
block5c_drop_dropout (Dropout) (None, 24, 24, 160) 0 block5c_project_bn[0][0]
__________________________________________________________________________________________________
block5c_add (Add) (None, 24, 24, 160) 0 block5b_add[0][0]
block5c_drop_dropout[0][0]
__________________________________________________________________________________________________
block5d_expand_conv (Conv2D) (None, 24, 24, 960) 153600 block5c_add[0][0]
__________________________________________________________________________________________________
block5d_expand_bn (BatchNormali (None, 24, 24, 960) 3840 block5d_expand_conv[0][0]
__________________________________________________________________________________________________
block5d_expand_activation (Acti (None, 24, 24, 960) 0 block5d_expand_bn[0][0]
__________________________________________________________________________________________________
block5d_dwconv (DepthwiseConv2D (None, 24, 24, 960) 24000 block5d_expand_activation[0][0]
__________________________________________________________________________________________________
block5d_bn (BatchNormalization) (None, 24, 24, 960) 3840 block5d_dwconv[0][0]
__________________________________________________________________________________________________
block5d_activation (Activation) (None, 24, 24, 960) 0 block5d_bn[0][0]
__________________________________________________________________________________________________
block5d_se_squeeze (GlobalAvera (None, 960) 0 block5d_activation[0][0]
__________________________________________________________________________________________________
block5d_se_reshape (Reshape) (None, 1, 1, 960) 0 block5d_se_squeeze[0][0]
__________________________________________________________________________________________________
block5d_se_reduce (Conv2D) (None, 1, 1, 40) 38440 block5d_se_reshape[0][0]
__________________________________________________________________________________________________
block5d_se_expand (Conv2D) (None, 1, 1, 960) 39360 block5d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w24_d960_3 (Lambda) (None, 24, 24, 960) 0 block5d_se_expand[0][0]
__________________________________________________________________________________________________
block5d_se_excite (Multiply) (None, 24, 24, 960) 0 block5d_activation[0][0]
broadcast_w24_d960_3[0][0]
__________________________________________________________________________________________________
block5d_project_conv (Conv2D) (None, 24, 24, 160) 153600 block5d_se_excite[0][0]
__________________________________________________________________________________________________
block5d_project_bn (BatchNormal (None, 24, 24, 160) 640 block5d_project_conv[0][0]
__________________________________________________________________________________________________
block5d_drop_dropout (Dropout) (None, 24, 24, 160) 0 block5d_project_bn[0][0]
__________________________________________________________________________________________________
block5d_add (Add) (None, 24, 24, 160) 0 block5c_add[0][0]
block5d_drop_dropout[0][0]
__________________________________________________________________________________________________
block5e_expand_conv (Conv2D) (None, 24, 24, 960) 153600 block5d_add[0][0]
__________________________________________________________________________________________________
block5e_expand_bn (BatchNormali (None, 24, 24, 960) 3840 block5e_expand_conv[0][0]
__________________________________________________________________________________________________
block5e_expand_activation (Acti (None, 24, 24, 960) 0 block5e_expand_bn[0][0]
__________________________________________________________________________________________________
block5e_dwconv (DepthwiseConv2D (None, 24, 24, 960) 24000 block5e_expand_activation[0][0]
__________________________________________________________________________________________________
block5e_bn (BatchNormalization) (None, 24, 24, 960) 3840 block5e_dwconv[0][0]
__________________________________________________________________________________________________
block5e_activation (Activation) (None, 24, 24, 960) 0 block5e_bn[0][0]
__________________________________________________________________________________________________
block5e_se_squeeze (GlobalAvera (None, 960) 0 block5e_activation[0][0]
__________________________________________________________________________________________________
block5e_se_reshape (Reshape) (None, 1, 1, 960) 0 block5e_se_squeeze[0][0]
__________________________________________________________________________________________________
block5e_se_reduce (Conv2D) (None, 1, 1, 40) 38440 block5e_se_reshape[0][0]
__________________________________________________________________________________________________
block5e_se_expand (Conv2D) (None, 1, 1, 960) 39360 block5e_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w24_d960_4 (Lambda) (None, 24, 24, 960) 0 block5e_se_expand[0][0]
__________________________________________________________________________________________________
block5e_se_excite (Multiply) (None, 24, 24, 960) 0 block5e_activation[0][0]
broadcast_w24_d960_4[0][0]
__________________________________________________________________________________________________
block5e_project_conv (Conv2D) (None, 24, 24, 160) 153600 block5e_se_excite[0][0]
__________________________________________________________________________________________________
block5e_project_bn (BatchNormal (None, 24, 24, 160) 640 block5e_project_conv[0][0]
__________________________________________________________________________________________________
block5e_drop_dropout (Dropout) (None, 24, 24, 160) 0 block5e_project_bn[0][0]
__________________________________________________________________________________________________
block5e_add (Add) (None, 24, 24, 160) 0 block5d_add[0][0]
block5e_drop_dropout[0][0]
__________________________________________________________________________________________________
block5f_expand_conv (Conv2D) (None, 24, 24, 960) 153600 block5e_add[0][0]
__________________________________________________________________________________________________
block5f_expand_bn (BatchNormali (None, 24, 24, 960) 3840 block5f_expand_conv[0][0]
__________________________________________________________________________________________________
block5f_expand_activation (Acti (None, 24, 24, 960) 0 block5f_expand_bn[0][0]
__________________________________________________________________________________________________
block5f_dwconv (DepthwiseConv2D (None, 24, 24, 960) 24000 block5f_expand_activation[0][0]
__________________________________________________________________________________________________
block5f_bn (BatchNormalization) (None, 24, 24, 960) 3840 block5f_dwconv[0][0]
__________________________________________________________________________________________________
block5f_activation (Activation) (None, 24, 24, 960) 0 block5f_bn[0][0]
__________________________________________________________________________________________________
block5f_se_squeeze (GlobalAvera (None, 960) 0 block5f_activation[0][0]
__________________________________________________________________________________________________
block5f_se_reshape (Reshape) (None, 1, 1, 960) 0 block5f_se_squeeze[0][0]
__________________________________________________________________________________________________
block5f_se_reduce (Conv2D) (None, 1, 1, 40) 38440 block5f_se_reshape[0][0]
__________________________________________________________________________________________________
block5f_se_expand (Conv2D) (None, 1, 1, 960) 39360 block5f_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w24_d960_5 (Lambda) (None, 24, 24, 960) 0 block5f_se_expand[0][0]
__________________________________________________________________________________________________
block5f_se_excite (Multiply) (None, 24, 24, 960) 0 block5f_activation[0][0]
broadcast_w24_d960_5[0][0]
__________________________________________________________________________________________________
block5f_project_conv (Conv2D) (None, 24, 24, 160) 153600 block5f_se_excite[0][0]
__________________________________________________________________________________________________
block5f_project_bn (BatchNormal (None, 24, 24, 160) 640 block5f_project_conv[0][0]
__________________________________________________________________________________________________
block5f_drop_dropout (Dropout) (None, 24, 24, 160) 0 block5f_project_bn[0][0]
__________________________________________________________________________________________________
block5f_add (Add) (None, 24, 24, 160) 0 block5e_add[0][0]
block5f_drop_dropout[0][0]
__________________________________________________________________________________________________
block6a_expand_conv (Conv2D) (None, 24, 24, 960) 153600 block5f_add[0][0]
__________________________________________________________________________________________________
block6a_expand_bn (BatchNormali (None, 24, 24, 960) 3840 block6a_expand_conv[0][0]
__________________________________________________________________________________________________
block6a_expand_activation (Acti (None, 24, 24, 960) 0 block6a_expand_bn[0][0]
__________________________________________________________________________________________________
block6a_dwconv (DepthwiseConv2D (None, 12, 12, 960) 24000 block6a_expand_activation[0][0]
__________________________________________________________________________________________________
block6a_bn (BatchNormalization) (None, 12, 12, 960) 3840 block6a_dwconv[0][0]
__________________________________________________________________________________________________
block6a_activation (Activation) (None, 12, 12, 960) 0 block6a_bn[0][0]
__________________________________________________________________________________________________
block6a_se_squeeze (GlobalAvera (None, 960) 0 block6a_activation[0][0]
__________________________________________________________________________________________________
block6a_se_reshape (Reshape) (None, 1, 1, 960) 0 block6a_se_squeeze[0][0]
__________________________________________________________________________________________________
block6a_se_reduce (Conv2D) (None, 1, 1, 40) 38440 block6a_se_reshape[0][0]
__________________________________________________________________________________________________
block6a_se_expand (Conv2D) (None, 1, 1, 960) 39360 block6a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w12_d960_1 (Lambda) (None, 12, 12, 960) 0 block6a_se_expand[0][0]
__________________________________________________________________________________________________
block6a_se_excite (Multiply) (None, 12, 12, 960) 0 block6a_activation[0][0]
broadcast_w12_d960_1[0][0]
__________________________________________________________________________________________________
block6a_project_conv (Conv2D) (None, 12, 12, 272) 261120 block6a_se_excite[0][0]
__________________________________________________________________________________________________
block6a_project_bn (BatchNormal (None, 12, 12, 272) 1088 block6a_project_conv[0][0]
__________________________________________________________________________________________________
block6b_expand_conv (Conv2D) (None, 12, 12, 1632) 443904 block6a_project_bn[0][0]
__________________________________________________________________________________________________
block6b_expand_bn (BatchNormali (None, 12, 12, 1632) 6528 block6b_expand_conv[0][0]
__________________________________________________________________________________________________
block6b_expand_activation (Acti (None, 12, 12, 1632) 0 block6b_expand_bn[0][0]
__________________________________________________________________________________________________
block6b_dwconv (DepthwiseConv2D (None, 12, 12, 1632) 40800 block6b_expand_activation[0][0]
__________________________________________________________________________________________________
block6b_bn (BatchNormalization) (None, 12, 12, 1632) 6528 block6b_dwconv[0][0]
__________________________________________________________________________________________________
block6b_activation (Activation) (None, 12, 12, 1632) 0 block6b_bn[0][0]
__________________________________________________________________________________________________
block6b_se_squeeze (GlobalAvera (None, 1632) 0 block6b_activation[0][0]
__________________________________________________________________________________________________
block6b_se_reshape (Reshape) (None, 1, 1, 1632) 0 block6b_se_squeeze[0][0]
__________________________________________________________________________________________________
block6b_se_reduce (Conv2D) (None, 1, 1, 68) 111044 block6b_se_reshape[0][0]
__________________________________________________________________________________________________
block6b_se_expand (Conv2D) (None, 1, 1, 1632) 112608 block6b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w12_d1632_1 (Lambda) (None, 12, 12, 1632) 0 block6b_se_expand[0][0]
__________________________________________________________________________________________________
block6b_se_excite (Multiply) (None, 12, 12, 1632) 0 block6b_activation[0][0]
broadcast_w12_d1632_1[0][0]
__________________________________________________________________________________________________
block6b_project_conv (Conv2D) (None, 12, 12, 272) 443904 block6b_se_excite[0][0]
__________________________________________________________________________________________________
block6b_project_bn (BatchNormal (None, 12, 12, 272) 1088 block6b_project_conv[0][0]
__________________________________________________________________________________________________
block6b_drop_dropout (Dropout) (None, 12, 12, 272) 0 block6b_project_bn[0][0]
__________________________________________________________________________________________________
block6b_add (Add) (None, 12, 12, 272) 0 block6a_project_bn[0][0]
block6b_drop_dropout[0][0]
__________________________________________________________________________________________________
block6c_expand_conv (Conv2D) (None, 12, 12, 1632) 443904 block6b_add[0][0]
__________________________________________________________________________________________________
block6c_expand_bn (BatchNormali (None, 12, 12, 1632) 6528 block6c_expand_conv[0][0]
__________________________________________________________________________________________________
block6c_expand_activation (Acti (None, 12, 12, 1632) 0 block6c_expand_bn[0][0]
__________________________________________________________________________________________________
block6c_dwconv (DepthwiseConv2D (None, 12, 12, 1632) 40800 block6c_expand_activation[0][0]
__________________________________________________________________________________________________
block6c_bn (BatchNormalization) (None, 12, 12, 1632) 6528 block6c_dwconv[0][0]
__________________________________________________________________________________________________
block6c_activation (Activation) (None, 12, 12, 1632) 0 block6c_bn[0][0]
__________________________________________________________________________________________________
block6c_se_squeeze (GlobalAvera (None, 1632) 0 block6c_activation[0][0]
__________________________________________________________________________________________________
block6c_se_reshape (Reshape) (None, 1, 1, 1632) 0 block6c_se_squeeze[0][0]
__________________________________________________________________________________________________
block6c_se_reduce (Conv2D) (None, 1, 1, 68) 111044 block6c_se_reshape[0][0]
__________________________________________________________________________________________________
block6c_se_expand (Conv2D) (None, 1, 1, 1632) 112608 block6c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w12_d1632_2 (Lambda) (None, 12, 12, 1632) 0 block6c_se_expand[0][0]
__________________________________________________________________________________________________
block6c_se_excite (Multiply) (None, 12, 12, 1632) 0 block6c_activation[0][0]
broadcast_w12_d1632_2[0][0]
__________________________________________________________________________________________________
block6c_project_conv (Conv2D) (None, 12, 12, 272) 443904 block6c_se_excite[0][0]
__________________________________________________________________________________________________
block6c_project_bn (BatchNormal (None, 12, 12, 272) 1088 block6c_project_conv[0][0]
__________________________________________________________________________________________________
block6c_drop_dropout (Dropout) (None, 12, 12, 272) 0 block6c_project_bn[0][0]
__________________________________________________________________________________________________
block6c_add (Add) (None, 12, 12, 272) 0 block6b_add[0][0]
block6c_drop_dropout[0][0]
__________________________________________________________________________________________________
block6d_expand_conv (Conv2D) (None, 12, 12, 1632) 443904 block6c_add[0][0]
__________________________________________________________________________________________________
block6d_expand_bn (BatchNormali (None, 12, 12, 1632) 6528 block6d_expand_conv[0][0]
__________________________________________________________________________________________________
block6d_expand_activation (Acti (None, 12, 12, 1632) 0 block6d_expand_bn[0][0]
__________________________________________________________________________________________________
block6d_dwconv (DepthwiseConv2D (None, 12, 12, 1632) 40800 block6d_expand_activation[0][0]
__________________________________________________________________________________________________
block6d_bn (BatchNormalization) (None, 12, 12, 1632) 6528 block6d_dwconv[0][0]
__________________________________________________________________________________________________
block6d_activation (Activation) (None, 12, 12, 1632) 0 block6d_bn[0][0]
__________________________________________________________________________________________________
block6d_se_squeeze (GlobalAvera (None, 1632) 0 block6d_activation[0][0]
__________________________________________________________________________________________________
block6d_se_reshape (Reshape) (None, 1, 1, 1632) 0 block6d_se_squeeze[0][0]
__________________________________________________________________________________________________
block6d_se_reduce (Conv2D) (None, 1, 1, 68) 111044 block6d_se_reshape[0][0]
__________________________________________________________________________________________________
block6d_se_expand (Conv2D) (None, 1, 1, 1632) 112608 block6d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w12_d1632_3 (Lambda) (None, 12, 12, 1632) 0 block6d_se_expand[0][0]
__________________________________________________________________________________________________
block6d_se_excite (Multiply) (None, 12, 12, 1632) 0 block6d_activation[0][0]
broadcast_w12_d1632_3[0][0]
__________________________________________________________________________________________________
block6d_project_conv (Conv2D) (None, 12, 12, 272) 443904 block6d_se_excite[0][0]
__________________________________________________________________________________________________
block6d_project_bn (BatchNormal (None, 12, 12, 272) 1088 block6d_project_conv[0][0]
__________________________________________________________________________________________________
block6d_drop_dropout (Dropout) (None, 12, 12, 272) 0 block6d_project_bn[0][0]
__________________________________________________________________________________________________
block6d_add (Add) (None, 12, 12, 272) 0 block6c_add[0][0]
block6d_drop_dropout[0][0]
__________________________________________________________________________________________________
block6e_expand_conv (Conv2D) (None, 12, 12, 1632) 443904 block6d_add[0][0]
__________________________________________________________________________________________________
block6e_expand_bn (BatchNormali (None, 12, 12, 1632) 6528 block6e_expand_conv[0][0]
__________________________________________________________________________________________________
block6e_expand_activation (Acti (None, 12, 12, 1632) 0 block6e_expand_bn[0][0]
__________________________________________________________________________________________________
block6e_dwconv (DepthwiseConv2D (None, 12, 12, 1632) 40800 block6e_expand_activation[0][0]
__________________________________________________________________________________________________
block6e_bn (BatchNormalization) (None, 12, 12, 1632) 6528 block6e_dwconv[0][0]
__________________________________________________________________________________________________
block6e_activation (Activation) (None, 12, 12, 1632) 0 block6e_bn[0][0]
__________________________________________________________________________________________________
block6e_se_squeeze (GlobalAvera (None, 1632) 0 block6e_activation[0][0]
__________________________________________________________________________________________________
block6e_se_reshape (Reshape) (None, 1, 1, 1632) 0 block6e_se_squeeze[0][0]
__________________________________________________________________________________________________
block6e_se_reduce (Conv2D) (None, 1, 1, 68) 111044 block6e_se_reshape[0][0]
__________________________________________________________________________________________________
block6e_se_expand (Conv2D) (None, 1, 1, 1632) 112608 block6e_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w12_d1632_4 (Lambda) (None, 12, 12, 1632) 0 block6e_se_expand[0][0]
__________________________________________________________________________________________________
block6e_se_excite (Multiply) (None, 12, 12, 1632) 0 block6e_activation[0][0]
broadcast_w12_d1632_4[0][0]
__________________________________________________________________________________________________
block6e_project_conv (Conv2D) (None, 12, 12, 272) 443904 block6e_se_excite[0][0]
__________________________________________________________________________________________________
block6e_project_bn (BatchNormal (None, 12, 12, 272) 1088 block6e_project_conv[0][0]
__________________________________________________________________________________________________
block6e_drop_dropout (Dropout) (None, 12, 12, 272) 0 block6e_project_bn[0][0]
__________________________________________________________________________________________________
block6e_add (Add) (None, 12, 12, 272) 0 block6d_add[0][0]
block6e_drop_dropout[0][0]
__________________________________________________________________________________________________
block6f_expand_conv (Conv2D) (None, 12, 12, 1632) 443904 block6e_add[0][0]
__________________________________________________________________________________________________
block6f_expand_bn (BatchNormali (None, 12, 12, 1632) 6528 block6f_expand_conv[0][0]
__________________________________________________________________________________________________
block6f_expand_activation (Acti (None, 12, 12, 1632) 0 block6f_expand_bn[0][0]
__________________________________________________________________________________________________
block6f_dwconv (DepthwiseConv2D (None, 12, 12, 1632) 40800 block6f_expand_activation[0][0]
__________________________________________________________________________________________________
block6f_bn (BatchNormalization) (None, 12, 12, 1632) 6528 block6f_dwconv[0][0]
__________________________________________________________________________________________________
block6f_activation (Activation) (None, 12, 12, 1632) 0 block6f_bn[0][0]
__________________________________________________________________________________________________
block6f_se_squeeze (GlobalAvera (None, 1632) 0 block6f_activation[0][0]
__________________________________________________________________________________________________
block6f_se_reshape (Reshape) (None, 1, 1, 1632) 0 block6f_se_squeeze[0][0]
__________________________________________________________________________________________________
block6f_se_reduce (Conv2D) (None, 1, 1, 68) 111044 block6f_se_reshape[0][0]
__________________________________________________________________________________________________
block6f_se_expand (Conv2D) (None, 1, 1, 1632) 112608 block6f_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w12_d1632_5 (Lambda) (None, 12, 12, 1632) 0 block6f_se_expand[0][0]
__________________________________________________________________________________________________
block6f_se_excite (Multiply) (None, 12, 12, 1632) 0 block6f_activation[0][0]
broadcast_w12_d1632_5[0][0]
__________________________________________________________________________________________________
block6f_project_conv (Conv2D) (None, 12, 12, 272) 443904 block6f_se_excite[0][0]
__________________________________________________________________________________________________
block6f_project_bn (BatchNormal (None, 12, 12, 272) 1088 block6f_project_conv[0][0]
__________________________________________________________________________________________________
block6f_drop_dropout (Dropout) (None, 12, 12, 272) 0 block6f_project_bn[0][0]
__________________________________________________________________________________________________
block6f_add (Add) (None, 12, 12, 272) 0 block6e_add[0][0]
block6f_drop_dropout[0][0]
__________________________________________________________________________________________________
block6g_expand_conv (Conv2D) (None, 12, 12, 1632) 443904 block6f_add[0][0]
__________________________________________________________________________________________________
block6g_expand_bn (BatchNormali (None, 12, 12, 1632) 6528 block6g_expand_conv[0][0]
__________________________________________________________________________________________________
block6g_expand_activation (Acti (None, 12, 12, 1632) 0 block6g_expand_bn[0][0]
__________________________________________________________________________________________________
block6g_dwconv (DepthwiseConv2D (None, 12, 12, 1632) 40800 block6g_expand_activation[0][0]
__________________________________________________________________________________________________
block6g_bn (BatchNormalization) (None, 12, 12, 1632) 6528 block6g_dwconv[0][0]
__________________________________________________________________________________________________
block6g_activation (Activation) (None, 12, 12, 1632) 0 block6g_bn[0][0]
__________________________________________________________________________________________________
block6g_se_squeeze (GlobalAvera (None, 1632) 0 block6g_activation[0][0]
__________________________________________________________________________________________________
block6g_se_reshape (Reshape) (None, 1, 1, 1632) 0 block6g_se_squeeze[0][0]
__________________________________________________________________________________________________
block6g_se_reduce (Conv2D) (None, 1, 1, 68) 111044 block6g_se_reshape[0][0]
__________________________________________________________________________________________________
block6g_se_expand (Conv2D) (None, 1, 1, 1632) 112608 block6g_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w12_d1632_6 (Lambda) (None, 12, 12, 1632) 0 block6g_se_expand[0][0]
__________________________________________________________________________________________________
block6g_se_excite (Multiply) (None, 12, 12, 1632) 0 block6g_activation[0][0]
broadcast_w12_d1632_6[0][0]
__________________________________________________________________________________________________
block6g_project_conv (Conv2D) (None, 12, 12, 272) 443904 block6g_se_excite[0][0]
__________________________________________________________________________________________________
block6g_project_bn (BatchNormal (None, 12, 12, 272) 1088 block6g_project_conv[0][0]
__________________________________________________________________________________________________
block6g_drop_dropout (Dropout) (None, 12, 12, 272) 0 block6g_project_bn[0][0]
__________________________________________________________________________________________________
block6g_add (Add) (None, 12, 12, 272) 0 block6f_add[0][0]
block6g_drop_dropout[0][0]
__________________________________________________________________________________________________
block6h_expand_conv (Conv2D) (None, 12, 12, 1632) 443904 block6g_add[0][0]
__________________________________________________________________________________________________
block6h_expand_bn (BatchNormali (None, 12, 12, 1632) 6528 block6h_expand_conv[0][0]
__________________________________________________________________________________________________
block6h_expand_activation (Acti (None, 12, 12, 1632) 0 block6h_expand_bn[0][0]
__________________________________________________________________________________________________
block6h_dwconv (DepthwiseConv2D (None, 12, 12, 1632) 40800 block6h_expand_activation[0][0]
__________________________________________________________________________________________________
block6h_bn (BatchNormalization) (None, 12, 12, 1632) 6528 block6h_dwconv[0][0]
__________________________________________________________________________________________________
block6h_activation (Activation) (None, 12, 12, 1632) 0 block6h_bn[0][0]
__________________________________________________________________________________________________
block6h_se_squeeze (GlobalAvera (None, 1632) 0 block6h_activation[0][0]
__________________________________________________________________________________________________
block6h_se_reshape (Reshape) (None, 1, 1, 1632) 0 block6h_se_squeeze[0][0]
__________________________________________________________________________________________________
block6h_se_reduce (Conv2D) (None, 1, 1, 68) 111044 block6h_se_reshape[0][0]
__________________________________________________________________________________________________
block6h_se_expand (Conv2D) (None, 1, 1, 1632) 112608 block6h_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w12_d1632_7 (Lambda) (None, 12, 12, 1632) 0 block6h_se_expand[0][0]
__________________________________________________________________________________________________
block6h_se_excite (Multiply) (None, 12, 12, 1632) 0 block6h_activation[0][0]
broadcast_w12_d1632_7[0][0]
__________________________________________________________________________________________________
block6h_project_conv (Conv2D) (None, 12, 12, 272) 443904 block6h_se_excite[0][0]
__________________________________________________________________________________________________
block6h_project_bn (BatchNormal (None, 12, 12, 272) 1088 block6h_project_conv[0][0]
__________________________________________________________________________________________________
block6h_drop_dropout (Dropout) (None, 12, 12, 272) 0 block6h_project_bn[0][0]
__________________________________________________________________________________________________
block6h_add (Add) (None, 12, 12, 272) 0 block6g_add[0][0]
block6h_drop_dropout[0][0]
__________________________________________________________________________________________________
block7a_expand_conv (Conv2D) (None, 12, 12, 1632) 443904 block6h_add[0][0]
__________________________________________________________________________________________________
block7a_expand_bn (BatchNormali (None, 12, 12, 1632) 6528 block7a_expand_conv[0][0]
__________________________________________________________________________________________________
block7a_expand_activation (Acti (None, 12, 12, 1632) 0 block7a_expand_bn[0][0]
__________________________________________________________________________________________________
block7a_dwconv (DepthwiseConv2D (None, 12, 12, 1632) 14688 block7a_expand_activation[0][0]
__________________________________________________________________________________________________
block7a_bn (BatchNormalization) (None, 12, 12, 1632) 6528 block7a_dwconv[0][0]
__________________________________________________________________________________________________
block7a_activation (Activation) (None, 12, 12, 1632) 0 block7a_bn[0][0]
__________________________________________________________________________________________________
block7a_se_squeeze (GlobalAvera (None, 1632) 0 block7a_activation[0][0]
__________________________________________________________________________________________________
block7a_se_reshape (Reshape) (None, 1, 1, 1632) 0 block7a_se_squeeze[0][0]
__________________________________________________________________________________________________
block7a_se_reduce (Conv2D) (None, 1, 1, 68) 111044 block7a_se_reshape[0][0]
__________________________________________________________________________________________________
block7a_se_expand (Conv2D) (None, 1, 1, 1632) 112608 block7a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w12_d1632_8 (Lambda) (None, 12, 12, 1632) 0 block7a_se_expand[0][0]
__________________________________________________________________________________________________
block7a_se_excite (Multiply) (None, 12, 12, 1632) 0 block7a_activation[0][0]
broadcast_w12_d1632_8[0][0]
__________________________________________________________________________________________________
block7a_project_conv (Conv2D) (None, 12, 12, 448) 731136 block7a_se_excite[0][0]
__________________________________________________________________________________________________
block7a_project_bn (BatchNormal (None, 12, 12, 448) 1792 block7a_project_conv[0][0]
__________________________________________________________________________________________________
block7b_expand_conv (Conv2D) (None, 12, 12, 2688) 1204224 block7a_project_bn[0][0]
__________________________________________________________________________________________________
block7b_expand_bn (BatchNormali (None, 12, 12, 2688) 10752 block7b_expand_conv[0][0]
__________________________________________________________________________________________________
block7b_expand_activation (Acti (None, 12, 12, 2688) 0 block7b_expand_bn[0][0]
__________________________________________________________________________________________________
block7b_dwconv (DepthwiseConv2D (None, 12, 12, 2688) 24192 block7b_expand_activation[0][0]
__________________________________________________________________________________________________
block7b_bn (BatchNormalization) (None, 12, 12, 2688) 10752 block7b_dwconv[0][0]
__________________________________________________________________________________________________
block7b_activation (Activation) (None, 12, 12, 2688) 0 block7b_bn[0][0]
__________________________________________________________________________________________________
block7b_se_squeeze (GlobalAvera (None, 2688) 0 block7b_activation[0][0]
__________________________________________________________________________________________________
block7b_se_reshape (Reshape) (None, 1, 1, 2688) 0 block7b_se_squeeze[0][0]
__________________________________________________________________________________________________
block7b_se_reduce (Conv2D) (None, 1, 1, 112) 301168 block7b_se_reshape[0][0]
__________________________________________________________________________________________________
block7b_se_expand (Conv2D) (None, 1, 1, 2688) 303744 block7b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w12_d2688_1 (Lambda) (None, 12, 12, 2688) 0 block7b_se_expand[0][0]
__________________________________________________________________________________________________
block7b_se_excite (Multiply) (None, 12, 12, 2688) 0 block7b_activation[0][0]
broadcast_w12_d2688_1[0][0]
__________________________________________________________________________________________________
block7b_project_conv (Conv2D) (None, 12, 12, 448) 1204224 block7b_se_excite[0][0]
__________________________________________________________________________________________________
block7b_project_bn (BatchNormal (None, 12, 12, 448) 1792 block7b_project_conv[0][0]
__________________________________________________________________________________________________
block7b_drop_dropout (Dropout) (None, 12, 12, 448) 0 block7b_project_bn[0][0]
__________________________________________________________________________________________________
block7b_add (Add) (None, 12, 12, 448) 0 block7a_project_bn[0][0]
block7b_drop_dropout[0][0]
__________________________________________________________________________________________________
top_conv (Conv2D) (None, 12, 12, 1792) 802816 block7b_add[0][0]
__________________________________________________________________________________________________
top_bn (BatchNormalization) (None, 12, 12, 1792) 7168 top_conv[0][0]
__________________________________________________________________________________________________
top_activation (Activation) (None, 12, 12, 1792) 0 top_bn[0][0]
__________________________________________________________________________________________________
avg_pool (GlobalAveragePooling2 (None, 1792) 0 top_activation[0][0]
__________________________________________________________________________________________________
top_dropout (Dropout) (None, 1792) 0 avg_pool[0][0]
__________________________________________________________________________________________________
probs (Dense) (None, 1000) 1793000 top_dropout[0][0]
==================================================================================================
Total params: 19,466,816
Trainable params: 19,341,616
Non-trainable params: 125,200
__________________________________________________________________________________________________