KerasEfficientNetB3
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Model: "model_8"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_4 (InputLayer) (None, 300, 300, 3) 0
__________________________________________________________________________________________________
stem_conv (Conv2D) (None, 150, 150, 40) 1080 input_4[0][0]
__________________________________________________________________________________________________
stem_bn (BatchNormalization) (None, 150, 150, 40) 160 stem_conv[0][0]
__________________________________________________________________________________________________
stem_activation (Activation) (None, 150, 150, 40) 0 stem_bn[0][0]
__________________________________________________________________________________________________
block1a_dwconv (DepthwiseConv2D (None, 150, 150, 40) 360 stem_activation[0][0]
__________________________________________________________________________________________________
block1a_bn (BatchNormalization) (None, 150, 150, 40) 160 block1a_dwconv[0][0]
__________________________________________________________________________________________________
block1a_activation (Activation) (None, 150, 150, 40) 0 block1a_bn[0][0]
__________________________________________________________________________________________________
block1a_se_squeeze (GlobalAvera (None, 40) 0 block1a_activation[0][0]
__________________________________________________________________________________________________
block1a_se_reshape (Reshape) (None, 1, 1, 40) 0 block1a_se_squeeze[0][0]
__________________________________________________________________________________________________
block1a_se_reduce (Conv2D) (None, 1, 1, 10) 410 block1a_se_reshape[0][0]
__________________________________________________________________________________________________
block1a_se_expand (Conv2D) (None, 1, 1, 40) 440 block1a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w150_d40_1 (Lambda) (None, 150, 150, 40) 0 block1a_se_expand[0][0]
__________________________________________________________________________________________________
block1a_se_excite (Multiply) (None, 150, 150, 40) 0 block1a_activation[0][0]
broadcast_w150_d40_1[0][0]
__________________________________________________________________________________________________
block1a_project_conv (Conv2D) (None, 150, 150, 24) 960 block1a_se_excite[0][0]
__________________________________________________________________________________________________
block1a_project_bn (BatchNormal (None, 150, 150, 24) 96 block1a_project_conv[0][0]
__________________________________________________________________________________________________
block1b_dwconv (DepthwiseConv2D (None, 150, 150, 24) 216 block1a_project_bn[0][0]
__________________________________________________________________________________________________
block1b_bn (BatchNormalization) (None, 150, 150, 24) 96 block1b_dwconv[0][0]
__________________________________________________________________________________________________
block1b_activation (Activation) (None, 150, 150, 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_w150_d24_1 (Lambda) (None, 150, 150, 24) 0 block1b_se_expand[0][0]
__________________________________________________________________________________________________
block1b_se_excite (Multiply) (None, 150, 150, 24) 0 block1b_activation[0][0]
broadcast_w150_d24_1[0][0]
__________________________________________________________________________________________________
block1b_project_conv (Conv2D) (None, 150, 150, 24) 576 block1b_se_excite[0][0]
__________________________________________________________________________________________________
block1b_project_bn (BatchNormal (None, 150, 150, 24) 96 block1b_project_conv[0][0]
__________________________________________________________________________________________________
block1b_drop_dropout (Dropout) (None, 150, 150, 24) 0 block1b_project_bn[0][0]
__________________________________________________________________________________________________
block1b_add (Add) (None, 150, 150, 24) 0 block1a_project_bn[0][0]
block1b_drop_dropout[0][0]
__________________________________________________________________________________________________
block2a_expand_conv (Conv2D) (None, 150, 150, 144 3456 block1b_add[0][0]
__________________________________________________________________________________________________
block2a_expand_bn (BatchNormali (None, 150, 150, 144 576 block2a_expand_conv[0][0]
__________________________________________________________________________________________________
block2a_expand_activation (Acti (None, 150, 150, 144 0 block2a_expand_bn[0][0]
__________________________________________________________________________________________________
block2a_dwconv (DepthwiseConv2D (None, 75, 75, 144) 1296 block2a_expand_activation[0][0]
__________________________________________________________________________________________________
block2a_bn (BatchNormalization) (None, 75, 75, 144) 576 block2a_dwconv[0][0]
__________________________________________________________________________________________________
block2a_activation (Activation) (None, 75, 75, 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_w75_d144_1 (Lambda) (None, 75, 75, 144) 0 block2a_se_expand[0][0]
__________________________________________________________________________________________________
block2a_se_excite (Multiply) (None, 75, 75, 144) 0 block2a_activation[0][0]
broadcast_w75_d144_1[0][0]
__________________________________________________________________________________________________
block2a_project_conv (Conv2D) (None, 75, 75, 32) 4608 block2a_se_excite[0][0]
__________________________________________________________________________________________________
block2a_project_bn (BatchNormal (None, 75, 75, 32) 128 block2a_project_conv[0][0]
__________________________________________________________________________________________________
block2b_expand_conv (Conv2D) (None, 75, 75, 192) 6144 block2a_project_bn[0][0]
__________________________________________________________________________________________________
block2b_expand_bn (BatchNormali (None, 75, 75, 192) 768 block2b_expand_conv[0][0]
__________________________________________________________________________________________________
block2b_expand_activation (Acti (None, 75, 75, 192) 0 block2b_expand_bn[0][0]
__________________________________________________________________________________________________
block2b_dwconv (DepthwiseConv2D (None, 75, 75, 192) 1728 block2b_expand_activation[0][0]
__________________________________________________________________________________________________
block2b_bn (BatchNormalization) (None, 75, 75, 192) 768 block2b_dwconv[0][0]
__________________________________________________________________________________________________
block2b_activation (Activation) (None, 75, 75, 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_w75_d192_1 (Lambda) (None, 75, 75, 192) 0 block2b_se_expand[0][0]
__________________________________________________________________________________________________
block2b_se_excite (Multiply) (None, 75, 75, 192) 0 block2b_activation[0][0]
broadcast_w75_d192_1[0][0]
__________________________________________________________________________________________________
block2b_project_conv (Conv2D) (None, 75, 75, 32) 6144 block2b_se_excite[0][0]
__________________________________________________________________________________________________
block2b_project_bn (BatchNormal (None, 75, 75, 32) 128 block2b_project_conv[0][0]
__________________________________________________________________________________________________
block2b_drop_dropout (Dropout) (None, 75, 75, 32) 0 block2b_project_bn[0][0]
__________________________________________________________________________________________________
block2b_add (Add) (None, 75, 75, 32) 0 block2a_project_bn[0][0]
block2b_drop_dropout[0][0]
__________________________________________________________________________________________________
block2c_expand_conv (Conv2D) (None, 75, 75, 192) 6144 block2b_add[0][0]
__________________________________________________________________________________________________
block2c_expand_bn (BatchNormali (None, 75, 75, 192) 768 block2c_expand_conv[0][0]
__________________________________________________________________________________________________
block2c_expand_activation (Acti (None, 75, 75, 192) 0 block2c_expand_bn[0][0]
__________________________________________________________________________________________________
block2c_dwconv (DepthwiseConv2D (None, 75, 75, 192) 1728 block2c_expand_activation[0][0]
__________________________________________________________________________________________________
block2c_bn (BatchNormalization) (None, 75, 75, 192) 768 block2c_dwconv[0][0]
__________________________________________________________________________________________________
block2c_activation (Activation) (None, 75, 75, 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_w75_d192_2 (Lambda) (None, 75, 75, 192) 0 block2c_se_expand[0][0]
__________________________________________________________________________________________________
block2c_se_excite (Multiply) (None, 75, 75, 192) 0 block2c_activation[0][0]
broadcast_w75_d192_2[0][0]
__________________________________________________________________________________________________
block2c_project_conv (Conv2D) (None, 75, 75, 32) 6144 block2c_se_excite[0][0]
__________________________________________________________________________________________________
block2c_project_bn (BatchNormal (None, 75, 75, 32) 128 block2c_project_conv[0][0]
__________________________________________________________________________________________________
block2c_drop_dropout (Dropout) (None, 75, 75, 32) 0 block2c_project_bn[0][0]
__________________________________________________________________________________________________
block2c_add (Add) (None, 75, 75, 32) 0 block2b_add[0][0]
block2c_drop_dropout[0][0]
__________________________________________________________________________________________________
block3a_expand_conv (Conv2D) (None, 75, 75, 192) 6144 block2c_add[0][0]
__________________________________________________________________________________________________
block3a_expand_bn (BatchNormali (None, 75, 75, 192) 768 block3a_expand_conv[0][0]
__________________________________________________________________________________________________
block3a_expand_activation (Acti (None, 75, 75, 192) 0 block3a_expand_bn[0][0]
__________________________________________________________________________________________________
block3a_dwconv (DepthwiseConv2D (None, 38, 38, 192) 4800 block3a_expand_activation[0][0]
__________________________________________________________________________________________________
block3a_bn (BatchNormalization) (None, 38, 38, 192) 768 block3a_dwconv[0][0]
__________________________________________________________________________________________________
block3a_activation (Activation) (None, 38, 38, 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_w38_d192_1 (Lambda) (None, 38, 38, 192) 0 block3a_se_expand[0][0]
__________________________________________________________________________________________________
block3a_se_excite (Multiply) (None, 38, 38, 192) 0 block3a_activation[0][0]
broadcast_w38_d192_1[0][0]
__________________________________________________________________________________________________
block3a_project_conv (Conv2D) (None, 38, 38, 48) 9216 block3a_se_excite[0][0]
__________________________________________________________________________________________________
block3a_project_bn (BatchNormal (None, 38, 38, 48) 192 block3a_project_conv[0][0]
__________________________________________________________________________________________________
block3b_expand_conv (Conv2D) (None, 38, 38, 288) 13824 block3a_project_bn[0][0]
__________________________________________________________________________________________________
block3b_expand_bn (BatchNormali (None, 38, 38, 288) 1152 block3b_expand_conv[0][0]
__________________________________________________________________________________________________
block3b_expand_activation (Acti (None, 38, 38, 288) 0 block3b_expand_bn[0][0]
__________________________________________________________________________________________________
block3b_dwconv (DepthwiseConv2D (None, 38, 38, 288) 7200 block3b_expand_activation[0][0]
__________________________________________________________________________________________________
block3b_bn (BatchNormalization) (None, 38, 38, 288) 1152 block3b_dwconv[0][0]
__________________________________________________________________________________________________
block3b_activation (Activation) (None, 38, 38, 288) 0 block3b_bn[0][0]
__________________________________________________________________________________________________
block3b_se_squeeze (GlobalAvera (None, 288) 0 block3b_activation[0][0]
__________________________________________________________________________________________________
block3b_se_reshape (Reshape) (None, 1, 1, 288) 0 block3b_se_squeeze[0][0]
__________________________________________________________________________________________________
block3b_se_reduce (Conv2D) (None, 1, 1, 12) 3468 block3b_se_reshape[0][0]
__________________________________________________________________________________________________
block3b_se_expand (Conv2D) (None, 1, 1, 288) 3744 block3b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w38_d288_1 (Lambda) (None, 38, 38, 288) 0 block3b_se_expand[0][0]
__________________________________________________________________________________________________
block3b_se_excite (Multiply) (None, 38, 38, 288) 0 block3b_activation[0][0]
broadcast_w38_d288_1[0][0]
__________________________________________________________________________________________________
block3b_project_conv (Conv2D) (None, 38, 38, 48) 13824 block3b_se_excite[0][0]
__________________________________________________________________________________________________
block3b_project_bn (BatchNormal (None, 38, 38, 48) 192 block3b_project_conv[0][0]
__________________________________________________________________________________________________
block3b_drop_dropout (Dropout) (None, 38, 38, 48) 0 block3b_project_bn[0][0]
__________________________________________________________________________________________________
block3b_add (Add) (None, 38, 38, 48) 0 block3a_project_bn[0][0]
block3b_drop_dropout[0][0]
__________________________________________________________________________________________________
block3c_expand_conv (Conv2D) (None, 38, 38, 288) 13824 block3b_add[0][0]
__________________________________________________________________________________________________
block3c_expand_bn (BatchNormali (None, 38, 38, 288) 1152 block3c_expand_conv[0][0]
__________________________________________________________________________________________________
block3c_expand_activation (Acti (None, 38, 38, 288) 0 block3c_expand_bn[0][0]
__________________________________________________________________________________________________
block3c_dwconv (DepthwiseConv2D (None, 38, 38, 288) 7200 block3c_expand_activation[0][0]
__________________________________________________________________________________________________
block3c_bn (BatchNormalization) (None, 38, 38, 288) 1152 block3c_dwconv[0][0]
__________________________________________________________________________________________________
block3c_activation (Activation) (None, 38, 38, 288) 0 block3c_bn[0][0]
__________________________________________________________________________________________________
block3c_se_squeeze (GlobalAvera (None, 288) 0 block3c_activation[0][0]
__________________________________________________________________________________________________
block3c_se_reshape (Reshape) (None, 1, 1, 288) 0 block3c_se_squeeze[0][0]
__________________________________________________________________________________________________
block3c_se_reduce (Conv2D) (None, 1, 1, 12) 3468 block3c_se_reshape[0][0]
__________________________________________________________________________________________________
block3c_se_expand (Conv2D) (None, 1, 1, 288) 3744 block3c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w38_d288_2 (Lambda) (None, 38, 38, 288) 0 block3c_se_expand[0][0]
__________________________________________________________________________________________________
block3c_se_excite (Multiply) (None, 38, 38, 288) 0 block3c_activation[0][0]
broadcast_w38_d288_2[0][0]
__________________________________________________________________________________________________
block3c_project_conv (Conv2D) (None, 38, 38, 48) 13824 block3c_se_excite[0][0]
__________________________________________________________________________________________________
block3c_project_bn (BatchNormal (None, 38, 38, 48) 192 block3c_project_conv[0][0]
__________________________________________________________________________________________________
block3c_drop_dropout (Dropout) (None, 38, 38, 48) 0 block3c_project_bn[0][0]
__________________________________________________________________________________________________
block3c_add (Add) (None, 38, 38, 48) 0 block3b_add[0][0]
block3c_drop_dropout[0][0]
__________________________________________________________________________________________________
block4a_expand_conv (Conv2D) (None, 38, 38, 288) 13824 block3c_add[0][0]
__________________________________________________________________________________________________
block4a_expand_bn (BatchNormali (None, 38, 38, 288) 1152 block4a_expand_conv[0][0]
__________________________________________________________________________________________________
block4a_expand_activation (Acti (None, 38, 38, 288) 0 block4a_expand_bn[0][0]
__________________________________________________________________________________________________
block4a_dwconv (DepthwiseConv2D (None, 19, 19, 288) 2592 block4a_expand_activation[0][0]
__________________________________________________________________________________________________
block4a_bn (BatchNormalization) (None, 19, 19, 288) 1152 block4a_dwconv[0][0]
__________________________________________________________________________________________________
block4a_activation (Activation) (None, 19, 19, 288) 0 block4a_bn[0][0]
__________________________________________________________________________________________________
block4a_se_squeeze (GlobalAvera (None, 288) 0 block4a_activation[0][0]
__________________________________________________________________________________________________
block4a_se_reshape (Reshape) (None, 1, 1, 288) 0 block4a_se_squeeze[0][0]
__________________________________________________________________________________________________
block4a_se_reduce (Conv2D) (None, 1, 1, 12) 3468 block4a_se_reshape[0][0]
__________________________________________________________________________________________________
block4a_se_expand (Conv2D) (None, 1, 1, 288) 3744 block4a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w19_d288_1 (Lambda) (None, 19, 19, 288) 0 block4a_se_expand[0][0]
__________________________________________________________________________________________________
block4a_se_excite (Multiply) (None, 19, 19, 288) 0 block4a_activation[0][0]
broadcast_w19_d288_1[0][0]
__________________________________________________________________________________________________
block4a_project_conv (Conv2D) (None, 19, 19, 96) 27648 block4a_se_excite[0][0]
__________________________________________________________________________________________________
block4a_project_bn (BatchNormal (None, 19, 19, 96) 384 block4a_project_conv[0][0]
__________________________________________________________________________________________________
block4b_expand_conv (Conv2D) (None, 19, 19, 576) 55296 block4a_project_bn[0][0]
__________________________________________________________________________________________________
block4b_expand_bn (BatchNormali (None, 19, 19, 576) 2304 block4b_expand_conv[0][0]
__________________________________________________________________________________________________
block4b_expand_activation (Acti (None, 19, 19, 576) 0 block4b_expand_bn[0][0]
__________________________________________________________________________________________________
block4b_dwconv (DepthwiseConv2D (None, 19, 19, 576) 5184 block4b_expand_activation[0][0]
__________________________________________________________________________________________________
block4b_bn (BatchNormalization) (None, 19, 19, 576) 2304 block4b_dwconv[0][0]
__________________________________________________________________________________________________
block4b_activation (Activation) (None, 19, 19, 576) 0 block4b_bn[0][0]
__________________________________________________________________________________________________
block4b_se_squeeze (GlobalAvera (None, 576) 0 block4b_activation[0][0]
__________________________________________________________________________________________________
block4b_se_reshape (Reshape) (None, 1, 1, 576) 0 block4b_se_squeeze[0][0]
__________________________________________________________________________________________________
block4b_se_reduce (Conv2D) (None, 1, 1, 24) 13848 block4b_se_reshape[0][0]
__________________________________________________________________________________________________
block4b_se_expand (Conv2D) (None, 1, 1, 576) 14400 block4b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w19_d576_1 (Lambda) (None, 19, 19, 576) 0 block4b_se_expand[0][0]
__________________________________________________________________________________________________
block4b_se_excite (Multiply) (None, 19, 19, 576) 0 block4b_activation[0][0]
broadcast_w19_d576_1[0][0]
__________________________________________________________________________________________________
block4b_project_conv (Conv2D) (None, 19, 19, 96) 55296 block4b_se_excite[0][0]
__________________________________________________________________________________________________
block4b_project_bn (BatchNormal (None, 19, 19, 96) 384 block4b_project_conv[0][0]
__________________________________________________________________________________________________
block4b_drop_dropout (Dropout) (None, 19, 19, 96) 0 block4b_project_bn[0][0]
__________________________________________________________________________________________________
block4b_add (Add) (None, 19, 19, 96) 0 block4a_project_bn[0][0]
block4b_drop_dropout[0][0]
__________________________________________________________________________________________________
block4c_expand_conv (Conv2D) (None, 19, 19, 576) 55296 block4b_add[0][0]
__________________________________________________________________________________________________
block4c_expand_bn (BatchNormali (None, 19, 19, 576) 2304 block4c_expand_conv[0][0]
__________________________________________________________________________________________________
block4c_expand_activation (Acti (None, 19, 19, 576) 0 block4c_expand_bn[0][0]
__________________________________________________________________________________________________
block4c_dwconv (DepthwiseConv2D (None, 19, 19, 576) 5184 block4c_expand_activation[0][0]
__________________________________________________________________________________________________
block4c_bn (BatchNormalization) (None, 19, 19, 576) 2304 block4c_dwconv[0][0]
__________________________________________________________________________________________________
block4c_activation (Activation) (None, 19, 19, 576) 0 block4c_bn[0][0]
__________________________________________________________________________________________________
block4c_se_squeeze (GlobalAvera (None, 576) 0 block4c_activation[0][0]
__________________________________________________________________________________________________
block4c_se_reshape (Reshape) (None, 1, 1, 576) 0 block4c_se_squeeze[0][0]
__________________________________________________________________________________________________
block4c_se_reduce (Conv2D) (None, 1, 1, 24) 13848 block4c_se_reshape[0][0]
__________________________________________________________________________________________________
block4c_se_expand (Conv2D) (None, 1, 1, 576) 14400 block4c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w19_d576_2 (Lambda) (None, 19, 19, 576) 0 block4c_se_expand[0][0]
__________________________________________________________________________________________________
block4c_se_excite (Multiply) (None, 19, 19, 576) 0 block4c_activation[0][0]
broadcast_w19_d576_2[0][0]
__________________________________________________________________________________________________
block4c_project_conv (Conv2D) (None, 19, 19, 96) 55296 block4c_se_excite[0][0]
__________________________________________________________________________________________________
block4c_project_bn (BatchNormal (None, 19, 19, 96) 384 block4c_project_conv[0][0]
__________________________________________________________________________________________________
block4c_drop_dropout (Dropout) (None, 19, 19, 96) 0 block4c_project_bn[0][0]
__________________________________________________________________________________________________
block4c_add (Add) (None, 19, 19, 96) 0 block4b_add[0][0]
block4c_drop_dropout[0][0]
__________________________________________________________________________________________________
block4d_expand_conv (Conv2D) (None, 19, 19, 576) 55296 block4c_add[0][0]
__________________________________________________________________________________________________
block4d_expand_bn (BatchNormali (None, 19, 19, 576) 2304 block4d_expand_conv[0][0]
__________________________________________________________________________________________________
block4d_expand_activation (Acti (None, 19, 19, 576) 0 block4d_expand_bn[0][0]
__________________________________________________________________________________________________
block4d_dwconv (DepthwiseConv2D (None, 19, 19, 576) 5184 block4d_expand_activation[0][0]
__________________________________________________________________________________________________
block4d_bn (BatchNormalization) (None, 19, 19, 576) 2304 block4d_dwconv[0][0]
__________________________________________________________________________________________________
block4d_activation (Activation) (None, 19, 19, 576) 0 block4d_bn[0][0]
__________________________________________________________________________________________________
block4d_se_squeeze (GlobalAvera (None, 576) 0 block4d_activation[0][0]
__________________________________________________________________________________________________
block4d_se_reshape (Reshape) (None, 1, 1, 576) 0 block4d_se_squeeze[0][0]
__________________________________________________________________________________________________
block4d_se_reduce (Conv2D) (None, 1, 1, 24) 13848 block4d_se_reshape[0][0]
__________________________________________________________________________________________________
block4d_se_expand (Conv2D) (None, 1, 1, 576) 14400 block4d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w19_d576_3 (Lambda) (None, 19, 19, 576) 0 block4d_se_expand[0][0]
__________________________________________________________________________________________________
block4d_se_excite (Multiply) (None, 19, 19, 576) 0 block4d_activation[0][0]
broadcast_w19_d576_3[0][0]
__________________________________________________________________________________________________
block4d_project_conv (Conv2D) (None, 19, 19, 96) 55296 block4d_se_excite[0][0]
__________________________________________________________________________________________________
block4d_project_bn (BatchNormal (None, 19, 19, 96) 384 block4d_project_conv[0][0]
__________________________________________________________________________________________________
block4d_drop_dropout (Dropout) (None, 19, 19, 96) 0 block4d_project_bn[0][0]
__________________________________________________________________________________________________
block4d_add (Add) (None, 19, 19, 96) 0 block4c_add[0][0]
block4d_drop_dropout[0][0]
__________________________________________________________________________________________________
block4e_expand_conv (Conv2D) (None, 19, 19, 576) 55296 block4d_add[0][0]
__________________________________________________________________________________________________
block4e_expand_bn (BatchNormali (None, 19, 19, 576) 2304 block4e_expand_conv[0][0]
__________________________________________________________________________________________________
block4e_expand_activation (Acti (None, 19, 19, 576) 0 block4e_expand_bn[0][0]
__________________________________________________________________________________________________
block4e_dwconv (DepthwiseConv2D (None, 19, 19, 576) 5184 block4e_expand_activation[0][0]
__________________________________________________________________________________________________
block4e_bn (BatchNormalization) (None, 19, 19, 576) 2304 block4e_dwconv[0][0]
__________________________________________________________________________________________________
block4e_activation (Activation) (None, 19, 19, 576) 0 block4e_bn[0][0]
__________________________________________________________________________________________________
block4e_se_squeeze (GlobalAvera (None, 576) 0 block4e_activation[0][0]
__________________________________________________________________________________________________
block4e_se_reshape (Reshape) (None, 1, 1, 576) 0 block4e_se_squeeze[0][0]
__________________________________________________________________________________________________
block4e_se_reduce (Conv2D) (None, 1, 1, 24) 13848 block4e_se_reshape[0][0]
__________________________________________________________________________________________________
block4e_se_expand (Conv2D) (None, 1, 1, 576) 14400 block4e_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w19_d576_4 (Lambda) (None, 19, 19, 576) 0 block4e_se_expand[0][0]
__________________________________________________________________________________________________
block4e_se_excite (Multiply) (None, 19, 19, 576) 0 block4e_activation[0][0]
broadcast_w19_d576_4[0][0]
__________________________________________________________________________________________________
block4e_project_conv (Conv2D) (None, 19, 19, 96) 55296 block4e_se_excite[0][0]
__________________________________________________________________________________________________
block4e_project_bn (BatchNormal (None, 19, 19, 96) 384 block4e_project_conv[0][0]
__________________________________________________________________________________________________
block4e_drop_dropout (Dropout) (None, 19, 19, 96) 0 block4e_project_bn[0][0]
__________________________________________________________________________________________________
block4e_add (Add) (None, 19, 19, 96) 0 block4d_add[0][0]
block4e_drop_dropout[0][0]
__________________________________________________________________________________________________
block5a_expand_conv (Conv2D) (None, 19, 19, 576) 55296 block4e_add[0][0]
__________________________________________________________________________________________________
block5a_expand_bn (BatchNormali (None, 19, 19, 576) 2304 block5a_expand_conv[0][0]
__________________________________________________________________________________________________
block5a_expand_activation (Acti (None, 19, 19, 576) 0 block5a_expand_bn[0][0]
__________________________________________________________________________________________________
block5a_dwconv (DepthwiseConv2D (None, 19, 19, 576) 14400 block5a_expand_activation[0][0]
__________________________________________________________________________________________________
block5a_bn (BatchNormalization) (None, 19, 19, 576) 2304 block5a_dwconv[0][0]
__________________________________________________________________________________________________
block5a_activation (Activation) (None, 19, 19, 576) 0 block5a_bn[0][0]
__________________________________________________________________________________________________
block5a_se_squeeze (GlobalAvera (None, 576) 0 block5a_activation[0][0]
__________________________________________________________________________________________________
block5a_se_reshape (Reshape) (None, 1, 1, 576) 0 block5a_se_squeeze[0][0]
__________________________________________________________________________________________________
block5a_se_reduce (Conv2D) (None, 1, 1, 24) 13848 block5a_se_reshape[0][0]
__________________________________________________________________________________________________
block5a_se_expand (Conv2D) (None, 1, 1, 576) 14400 block5a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w19_d576_5 (Lambda) (None, 19, 19, 576) 0 block5a_se_expand[0][0]
__________________________________________________________________________________________________
block5a_se_excite (Multiply) (None, 19, 19, 576) 0 block5a_activation[0][0]
broadcast_w19_d576_5[0][0]
__________________________________________________________________________________________________
block5a_project_conv (Conv2D) (None, 19, 19, 136) 78336 block5a_se_excite[0][0]
__________________________________________________________________________________________________
block5a_project_bn (BatchNormal (None, 19, 19, 136) 544 block5a_project_conv[0][0]
__________________________________________________________________________________________________
block5b_expand_conv (Conv2D) (None, 19, 19, 816) 110976 block5a_project_bn[0][0]
__________________________________________________________________________________________________
block5b_expand_bn (BatchNormali (None, 19, 19, 816) 3264 block5b_expand_conv[0][0]
__________________________________________________________________________________________________
block5b_expand_activation (Acti (None, 19, 19, 816) 0 block5b_expand_bn[0][0]
__________________________________________________________________________________________________
block5b_dwconv (DepthwiseConv2D (None, 19, 19, 816) 20400 block5b_expand_activation[0][0]
__________________________________________________________________________________________________
block5b_bn (BatchNormalization) (None, 19, 19, 816) 3264 block5b_dwconv[0][0]
__________________________________________________________________________________________________
block5b_activation (Activation) (None, 19, 19, 816) 0 block5b_bn[0][0]
__________________________________________________________________________________________________
block5b_se_squeeze (GlobalAvera (None, 816) 0 block5b_activation[0][0]
__________________________________________________________________________________________________
block5b_se_reshape (Reshape) (None, 1, 1, 816) 0 block5b_se_squeeze[0][0]
__________________________________________________________________________________________________
block5b_se_reduce (Conv2D) (None, 1, 1, 34) 27778 block5b_se_reshape[0][0]
__________________________________________________________________________________________________
block5b_se_expand (Conv2D) (None, 1, 1, 816) 28560 block5b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w19_d816_1 (Lambda) (None, 19, 19, 816) 0 block5b_se_expand[0][0]
__________________________________________________________________________________________________
block5b_se_excite (Multiply) (None, 19, 19, 816) 0 block5b_activation[0][0]
broadcast_w19_d816_1[0][0]
__________________________________________________________________________________________________
block5b_project_conv (Conv2D) (None, 19, 19, 136) 110976 block5b_se_excite[0][0]
__________________________________________________________________________________________________
block5b_project_bn (BatchNormal (None, 19, 19, 136) 544 block5b_project_conv[0][0]
__________________________________________________________________________________________________
block5b_drop_dropout (Dropout) (None, 19, 19, 136) 0 block5b_project_bn[0][0]
__________________________________________________________________________________________________
block5b_add (Add) (None, 19, 19, 136) 0 block5a_project_bn[0][0]
block5b_drop_dropout[0][0]
__________________________________________________________________________________________________
block5c_expand_conv (Conv2D) (None, 19, 19, 816) 110976 block5b_add[0][0]
__________________________________________________________________________________________________
block5c_expand_bn (BatchNormali (None, 19, 19, 816) 3264 block5c_expand_conv[0][0]
__________________________________________________________________________________________________
block5c_expand_activation (Acti (None, 19, 19, 816) 0 block5c_expand_bn[0][0]
__________________________________________________________________________________________________
block5c_dwconv (DepthwiseConv2D (None, 19, 19, 816) 20400 block5c_expand_activation[0][0]
__________________________________________________________________________________________________
block5c_bn (BatchNormalization) (None, 19, 19, 816) 3264 block5c_dwconv[0][0]
__________________________________________________________________________________________________
block5c_activation (Activation) (None, 19, 19, 816) 0 block5c_bn[0][0]
__________________________________________________________________________________________________
block5c_se_squeeze (GlobalAvera (None, 816) 0 block5c_activation[0][0]
__________________________________________________________________________________________________
block5c_se_reshape (Reshape) (None, 1, 1, 816) 0 block5c_se_squeeze[0][0]
__________________________________________________________________________________________________
block5c_se_reduce (Conv2D) (None, 1, 1, 34) 27778 block5c_se_reshape[0][0]
__________________________________________________________________________________________________
block5c_se_expand (Conv2D) (None, 1, 1, 816) 28560 block5c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w19_d816_2 (Lambda) (None, 19, 19, 816) 0 block5c_se_expand[0][0]
__________________________________________________________________________________________________
block5c_se_excite (Multiply) (None, 19, 19, 816) 0 block5c_activation[0][0]
broadcast_w19_d816_2[0][0]
__________________________________________________________________________________________________
block5c_project_conv (Conv2D) (None, 19, 19, 136) 110976 block5c_se_excite[0][0]
__________________________________________________________________________________________________
block5c_project_bn (BatchNormal (None, 19, 19, 136) 544 block5c_project_conv[0][0]
__________________________________________________________________________________________________
block5c_drop_dropout (Dropout) (None, 19, 19, 136) 0 block5c_project_bn[0][0]
__________________________________________________________________________________________________
block5c_add (Add) (None, 19, 19, 136) 0 block5b_add[0][0]
block5c_drop_dropout[0][0]
__________________________________________________________________________________________________
block5d_expand_conv (Conv2D) (None, 19, 19, 816) 110976 block5c_add[0][0]
__________________________________________________________________________________________________
block5d_expand_bn (BatchNormali (None, 19, 19, 816) 3264 block5d_expand_conv[0][0]
__________________________________________________________________________________________________
block5d_expand_activation (Acti (None, 19, 19, 816) 0 block5d_expand_bn[0][0]
__________________________________________________________________________________________________
block5d_dwconv (DepthwiseConv2D (None, 19, 19, 816) 20400 block5d_expand_activation[0][0]
__________________________________________________________________________________________________
block5d_bn (BatchNormalization) (None, 19, 19, 816) 3264 block5d_dwconv[0][0]
__________________________________________________________________________________________________
block5d_activation (Activation) (None, 19, 19, 816) 0 block5d_bn[0][0]
__________________________________________________________________________________________________
block5d_se_squeeze (GlobalAvera (None, 816) 0 block5d_activation[0][0]
__________________________________________________________________________________________________
block5d_se_reshape (Reshape) (None, 1, 1, 816) 0 block5d_se_squeeze[0][0]
__________________________________________________________________________________________________
block5d_se_reduce (Conv2D) (None, 1, 1, 34) 27778 block5d_se_reshape[0][0]
__________________________________________________________________________________________________
block5d_se_expand (Conv2D) (None, 1, 1, 816) 28560 block5d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w19_d816_3 (Lambda) (None, 19, 19, 816) 0 block5d_se_expand[0][0]
__________________________________________________________________________________________________
block5d_se_excite (Multiply) (None, 19, 19, 816) 0 block5d_activation[0][0]
broadcast_w19_d816_3[0][0]
__________________________________________________________________________________________________
block5d_project_conv (Conv2D) (None, 19, 19, 136) 110976 block5d_se_excite[0][0]
__________________________________________________________________________________________________
block5d_project_bn (BatchNormal (None, 19, 19, 136) 544 block5d_project_conv[0][0]
__________________________________________________________________________________________________
block5d_drop_dropout (Dropout) (None, 19, 19, 136) 0 block5d_project_bn[0][0]
__________________________________________________________________________________________________
block5d_add (Add) (None, 19, 19, 136) 0 block5c_add[0][0]
block5d_drop_dropout[0][0]
__________________________________________________________________________________________________
block5e_expand_conv (Conv2D) (None, 19, 19, 816) 110976 block5d_add[0][0]
__________________________________________________________________________________________________
block5e_expand_bn (BatchNormali (None, 19, 19, 816) 3264 block5e_expand_conv[0][0]
__________________________________________________________________________________________________
block5e_expand_activation (Acti (None, 19, 19, 816) 0 block5e_expand_bn[0][0]
__________________________________________________________________________________________________
block5e_dwconv (DepthwiseConv2D (None, 19, 19, 816) 20400 block5e_expand_activation[0][0]
__________________________________________________________________________________________________
block5e_bn (BatchNormalization) (None, 19, 19, 816) 3264 block5e_dwconv[0][0]
__________________________________________________________________________________________________
block5e_activation (Activation) (None, 19, 19, 816) 0 block5e_bn[0][0]
__________________________________________________________________________________________________
block5e_se_squeeze (GlobalAvera (None, 816) 0 block5e_activation[0][0]
__________________________________________________________________________________________________
block5e_se_reshape (Reshape) (None, 1, 1, 816) 0 block5e_se_squeeze[0][0]
__________________________________________________________________________________________________
block5e_se_reduce (Conv2D) (None, 1, 1, 34) 27778 block5e_se_reshape[0][0]
__________________________________________________________________________________________________
block5e_se_expand (Conv2D) (None, 1, 1, 816) 28560 block5e_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w19_d816_4 (Lambda) (None, 19, 19, 816) 0 block5e_se_expand[0][0]
__________________________________________________________________________________________________
block5e_se_excite (Multiply) (None, 19, 19, 816) 0 block5e_activation[0][0]
broadcast_w19_d816_4[0][0]
__________________________________________________________________________________________________
block5e_project_conv (Conv2D) (None, 19, 19, 136) 110976 block5e_se_excite[0][0]
__________________________________________________________________________________________________
block5e_project_bn (BatchNormal (None, 19, 19, 136) 544 block5e_project_conv[0][0]
__________________________________________________________________________________________________
block5e_drop_dropout (Dropout) (None, 19, 19, 136) 0 block5e_project_bn[0][0]
__________________________________________________________________________________________________
block5e_add (Add) (None, 19, 19, 136) 0 block5d_add[0][0]
block5e_drop_dropout[0][0]
__________________________________________________________________________________________________
block6a_expand_conv (Conv2D) (None, 19, 19, 816) 110976 block5e_add[0][0]
__________________________________________________________________________________________________
block6a_expand_bn (BatchNormali (None, 19, 19, 816) 3264 block6a_expand_conv[0][0]
__________________________________________________________________________________________________
block6a_expand_activation (Acti (None, 19, 19, 816) 0 block6a_expand_bn[0][0]
__________________________________________________________________________________________________
block6a_dwconv (DepthwiseConv2D (None, 10, 10, 816) 20400 block6a_expand_activation[0][0]
__________________________________________________________________________________________________
block6a_bn (BatchNormalization) (None, 10, 10, 816) 3264 block6a_dwconv[0][0]
__________________________________________________________________________________________________
block6a_activation (Activation) (None, 10, 10, 816) 0 block6a_bn[0][0]
__________________________________________________________________________________________________
block6a_se_squeeze (GlobalAvera (None, 816) 0 block6a_activation[0][0]
__________________________________________________________________________________________________
block6a_se_reshape (Reshape) (None, 1, 1, 816) 0 block6a_se_squeeze[0][0]
__________________________________________________________________________________________________
block6a_se_reduce (Conv2D) (None, 1, 1, 34) 27778 block6a_se_reshape[0][0]
__________________________________________________________________________________________________
block6a_se_expand (Conv2D) (None, 1, 1, 816) 28560 block6a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w10_d816_1 (Lambda) (None, 10, 10, 816) 0 block6a_se_expand[0][0]
__________________________________________________________________________________________________
block6a_se_excite (Multiply) (None, 10, 10, 816) 0 block6a_activation[0][0]
broadcast_w10_d816_1[0][0]
__________________________________________________________________________________________________
block6a_project_conv (Conv2D) (None, 10, 10, 232) 189312 block6a_se_excite[0][0]
__________________________________________________________________________________________________
block6a_project_bn (BatchNormal (None, 10, 10, 232) 928 block6a_project_conv[0][0]
__________________________________________________________________________________________________
block6b_expand_conv (Conv2D) (None, 10, 10, 1392) 322944 block6a_project_bn[0][0]
__________________________________________________________________________________________________
block6b_expand_bn (BatchNormali (None, 10, 10, 1392) 5568 block6b_expand_conv[0][0]
__________________________________________________________________________________________________
block6b_expand_activation (Acti (None, 10, 10, 1392) 0 block6b_expand_bn[0][0]
__________________________________________________________________________________________________
block6b_dwconv (DepthwiseConv2D (None, 10, 10, 1392) 34800 block6b_expand_activation[0][0]
__________________________________________________________________________________________________
block6b_bn (BatchNormalization) (None, 10, 10, 1392) 5568 block6b_dwconv[0][0]
__________________________________________________________________________________________________
block6b_activation (Activation) (None, 10, 10, 1392) 0 block6b_bn[0][0]
__________________________________________________________________________________________________
block6b_se_squeeze (GlobalAvera (None, 1392) 0 block6b_activation[0][0]
__________________________________________________________________________________________________
block6b_se_reshape (Reshape) (None, 1, 1, 1392) 0 block6b_se_squeeze[0][0]
__________________________________________________________________________________________________
block6b_se_reduce (Conv2D) (None, 1, 1, 58) 80794 block6b_se_reshape[0][0]
__________________________________________________________________________________________________
block6b_se_expand (Conv2D) (None, 1, 1, 1392) 82128 block6b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w10_d1392_1 (Lambda) (None, 10, 10, 1392) 0 block6b_se_expand[0][0]
__________________________________________________________________________________________________
block6b_se_excite (Multiply) (None, 10, 10, 1392) 0 block6b_activation[0][0]
broadcast_w10_d1392_1[0][0]
__________________________________________________________________________________________________
block6b_project_conv (Conv2D) (None, 10, 10, 232) 322944 block6b_se_excite[0][0]
__________________________________________________________________________________________________
block6b_project_bn (BatchNormal (None, 10, 10, 232) 928 block6b_project_conv[0][0]
__________________________________________________________________________________________________
block6b_drop_dropout (Dropout) (None, 10, 10, 232) 0 block6b_project_bn[0][0]
__________________________________________________________________________________________________
block6b_add (Add) (None, 10, 10, 232) 0 block6a_project_bn[0][0]
block6b_drop_dropout[0][0]
__________________________________________________________________________________________________
block6c_expand_conv (Conv2D) (None, 10, 10, 1392) 322944 block6b_add[0][0]
__________________________________________________________________________________________________
block6c_expand_bn (BatchNormali (None, 10, 10, 1392) 5568 block6c_expand_conv[0][0]
__________________________________________________________________________________________________
block6c_expand_activation (Acti (None, 10, 10, 1392) 0 block6c_expand_bn[0][0]
__________________________________________________________________________________________________
block6c_dwconv (DepthwiseConv2D (None, 10, 10, 1392) 34800 block6c_expand_activation[0][0]
__________________________________________________________________________________________________
block6c_bn (BatchNormalization) (None, 10, 10, 1392) 5568 block6c_dwconv[0][0]
__________________________________________________________________________________________________
block6c_activation (Activation) (None, 10, 10, 1392) 0 block6c_bn[0][0]
__________________________________________________________________________________________________
block6c_se_squeeze (GlobalAvera (None, 1392) 0 block6c_activation[0][0]
__________________________________________________________________________________________________
block6c_se_reshape (Reshape) (None, 1, 1, 1392) 0 block6c_se_squeeze[0][0]
__________________________________________________________________________________________________
block6c_se_reduce (Conv2D) (None, 1, 1, 58) 80794 block6c_se_reshape[0][0]
__________________________________________________________________________________________________
block6c_se_expand (Conv2D) (None, 1, 1, 1392) 82128 block6c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w10_d1392_2 (Lambda) (None, 10, 10, 1392) 0 block6c_se_expand[0][0]
__________________________________________________________________________________________________
block6c_se_excite (Multiply) (None, 10, 10, 1392) 0 block6c_activation[0][0]
broadcast_w10_d1392_2[0][0]
__________________________________________________________________________________________________
block6c_project_conv (Conv2D) (None, 10, 10, 232) 322944 block6c_se_excite[0][0]
__________________________________________________________________________________________________
block6c_project_bn (BatchNormal (None, 10, 10, 232) 928 block6c_project_conv[0][0]
__________________________________________________________________________________________________
block6c_drop_dropout (Dropout) (None, 10, 10, 232) 0 block6c_project_bn[0][0]
__________________________________________________________________________________________________
block6c_add (Add) (None, 10, 10, 232) 0 block6b_add[0][0]
block6c_drop_dropout[0][0]
__________________________________________________________________________________________________
block6d_expand_conv (Conv2D) (None, 10, 10, 1392) 322944 block6c_add[0][0]
__________________________________________________________________________________________________
block6d_expand_bn (BatchNormali (None, 10, 10, 1392) 5568 block6d_expand_conv[0][0]
__________________________________________________________________________________________________
block6d_expand_activation (Acti (None, 10, 10, 1392) 0 block6d_expand_bn[0][0]
__________________________________________________________________________________________________
block6d_dwconv (DepthwiseConv2D (None, 10, 10, 1392) 34800 block6d_expand_activation[0][0]
__________________________________________________________________________________________________
block6d_bn (BatchNormalization) (None, 10, 10, 1392) 5568 block6d_dwconv[0][0]
__________________________________________________________________________________________________
block6d_activation (Activation) (None, 10, 10, 1392) 0 block6d_bn[0][0]
__________________________________________________________________________________________________
block6d_se_squeeze (GlobalAvera (None, 1392) 0 block6d_activation[0][0]
__________________________________________________________________________________________________
block6d_se_reshape (Reshape) (None, 1, 1, 1392) 0 block6d_se_squeeze[0][0]
__________________________________________________________________________________________________
block6d_se_reduce (Conv2D) (None, 1, 1, 58) 80794 block6d_se_reshape[0][0]
__________________________________________________________________________________________________
block6d_se_expand (Conv2D) (None, 1, 1, 1392) 82128 block6d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w10_d1392_3 (Lambda) (None, 10, 10, 1392) 0 block6d_se_expand[0][0]
__________________________________________________________________________________________________
block6d_se_excite (Multiply) (None, 10, 10, 1392) 0 block6d_activation[0][0]
broadcast_w10_d1392_3[0][0]
__________________________________________________________________________________________________
block6d_project_conv (Conv2D) (None, 10, 10, 232) 322944 block6d_se_excite[0][0]
__________________________________________________________________________________________________
block6d_project_bn (BatchNormal (None, 10, 10, 232) 928 block6d_project_conv[0][0]
__________________________________________________________________________________________________
block6d_drop_dropout (Dropout) (None, 10, 10, 232) 0 block6d_project_bn[0][0]
__________________________________________________________________________________________________
block6d_add (Add) (None, 10, 10, 232) 0 block6c_add[0][0]
block6d_drop_dropout[0][0]
__________________________________________________________________________________________________
block6e_expand_conv (Conv2D) (None, 10, 10, 1392) 322944 block6d_add[0][0]
__________________________________________________________________________________________________
block6e_expand_bn (BatchNormali (None, 10, 10, 1392) 5568 block6e_expand_conv[0][0]
__________________________________________________________________________________________________
block6e_expand_activation (Acti (None, 10, 10, 1392) 0 block6e_expand_bn[0][0]
__________________________________________________________________________________________________
block6e_dwconv (DepthwiseConv2D (None, 10, 10, 1392) 34800 block6e_expand_activation[0][0]
__________________________________________________________________________________________________
block6e_bn (BatchNormalization) (None, 10, 10, 1392) 5568 block6e_dwconv[0][0]
__________________________________________________________________________________________________
block6e_activation (Activation) (None, 10, 10, 1392) 0 block6e_bn[0][0]
__________________________________________________________________________________________________
block6e_se_squeeze (GlobalAvera (None, 1392) 0 block6e_activation[0][0]
__________________________________________________________________________________________________
block6e_se_reshape (Reshape) (None, 1, 1, 1392) 0 block6e_se_squeeze[0][0]
__________________________________________________________________________________________________
block6e_se_reduce (Conv2D) (None, 1, 1, 58) 80794 block6e_se_reshape[0][0]
__________________________________________________________________________________________________
block6e_se_expand (Conv2D) (None, 1, 1, 1392) 82128 block6e_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w10_d1392_4 (Lambda) (None, 10, 10, 1392) 0 block6e_se_expand[0][0]
__________________________________________________________________________________________________
block6e_se_excite (Multiply) (None, 10, 10, 1392) 0 block6e_activation[0][0]
broadcast_w10_d1392_4[0][0]
__________________________________________________________________________________________________
block6e_project_conv (Conv2D) (None, 10, 10, 232) 322944 block6e_se_excite[0][0]
__________________________________________________________________________________________________
block6e_project_bn (BatchNormal (None, 10, 10, 232) 928 block6e_project_conv[0][0]
__________________________________________________________________________________________________
block6e_drop_dropout (Dropout) (None, 10, 10, 232) 0 block6e_project_bn[0][0]
__________________________________________________________________________________________________
block6e_add (Add) (None, 10, 10, 232) 0 block6d_add[0][0]
block6e_drop_dropout[0][0]
__________________________________________________________________________________________________
block6f_expand_conv (Conv2D) (None, 10, 10, 1392) 322944 block6e_add[0][0]
__________________________________________________________________________________________________
block6f_expand_bn (BatchNormali (None, 10, 10, 1392) 5568 block6f_expand_conv[0][0]
__________________________________________________________________________________________________
block6f_expand_activation (Acti (None, 10, 10, 1392) 0 block6f_expand_bn[0][0]
__________________________________________________________________________________________________
block6f_dwconv (DepthwiseConv2D (None, 10, 10, 1392) 34800 block6f_expand_activation[0][0]
__________________________________________________________________________________________________
block6f_bn (BatchNormalization) (None, 10, 10, 1392) 5568 block6f_dwconv[0][0]
__________________________________________________________________________________________________
block6f_activation (Activation) (None, 10, 10, 1392) 0 block6f_bn[0][0]
__________________________________________________________________________________________________
block6f_se_squeeze (GlobalAvera (None, 1392) 0 block6f_activation[0][0]
__________________________________________________________________________________________________
block6f_se_reshape (Reshape) (None, 1, 1, 1392) 0 block6f_se_squeeze[0][0]
__________________________________________________________________________________________________
block6f_se_reduce (Conv2D) (None, 1, 1, 58) 80794 block6f_se_reshape[0][0]
__________________________________________________________________________________________________
block6f_se_expand (Conv2D) (None, 1, 1, 1392) 82128 block6f_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w10_d1392_5 (Lambda) (None, 10, 10, 1392) 0 block6f_se_expand[0][0]
__________________________________________________________________________________________________
block6f_se_excite (Multiply) (None, 10, 10, 1392) 0 block6f_activation[0][0]
broadcast_w10_d1392_5[0][0]
__________________________________________________________________________________________________
block6f_project_conv (Conv2D) (None, 10, 10, 232) 322944 block6f_se_excite[0][0]
__________________________________________________________________________________________________
block6f_project_bn (BatchNormal (None, 10, 10, 232) 928 block6f_project_conv[0][0]
__________________________________________________________________________________________________
block6f_drop_dropout (Dropout) (None, 10, 10, 232) 0 block6f_project_bn[0][0]
__________________________________________________________________________________________________
block6f_add (Add) (None, 10, 10, 232) 0 block6e_add[0][0]
block6f_drop_dropout[0][0]
__________________________________________________________________________________________________
block7a_expand_conv (Conv2D) (None, 10, 10, 1392) 322944 block6f_add[0][0]
__________________________________________________________________________________________________
block7a_expand_bn (BatchNormali (None, 10, 10, 1392) 5568 block7a_expand_conv[0][0]
__________________________________________________________________________________________________
block7a_expand_activation (Acti (None, 10, 10, 1392) 0 block7a_expand_bn[0][0]
__________________________________________________________________________________________________
block7a_dwconv (DepthwiseConv2D (None, 10, 10, 1392) 12528 block7a_expand_activation[0][0]
__________________________________________________________________________________________________
block7a_bn (BatchNormalization) (None, 10, 10, 1392) 5568 block7a_dwconv[0][0]
__________________________________________________________________________________________________
block7a_activation (Activation) (None, 10, 10, 1392) 0 block7a_bn[0][0]
__________________________________________________________________________________________________
block7a_se_squeeze (GlobalAvera (None, 1392) 0 block7a_activation[0][0]
__________________________________________________________________________________________________
block7a_se_reshape (Reshape) (None, 1, 1, 1392) 0 block7a_se_squeeze[0][0]
__________________________________________________________________________________________________
block7a_se_reduce (Conv2D) (None, 1, 1, 58) 80794 block7a_se_reshape[0][0]
__________________________________________________________________________________________________
block7a_se_expand (Conv2D) (None, 1, 1, 1392) 82128 block7a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w10_d1392_6 (Lambda) (None, 10, 10, 1392) 0 block7a_se_expand[0][0]
__________________________________________________________________________________________________
block7a_se_excite (Multiply) (None, 10, 10, 1392) 0 block7a_activation[0][0]
broadcast_w10_d1392_6[0][0]
__________________________________________________________________________________________________
block7a_project_conv (Conv2D) (None, 10, 10, 384) 534528 block7a_se_excite[0][0]
__________________________________________________________________________________________________
block7a_project_bn (BatchNormal (None, 10, 10, 384) 1536 block7a_project_conv[0][0]
__________________________________________________________________________________________________
block7b_expand_conv (Conv2D) (None, 10, 10, 2304) 884736 block7a_project_bn[0][0]
__________________________________________________________________________________________________
block7b_expand_bn (BatchNormali (None, 10, 10, 2304) 9216 block7b_expand_conv[0][0]
__________________________________________________________________________________________________
block7b_expand_activation (Acti (None, 10, 10, 2304) 0 block7b_expand_bn[0][0]
__________________________________________________________________________________________________
block7b_dwconv (DepthwiseConv2D (None, 10, 10, 2304) 20736 block7b_expand_activation[0][0]
__________________________________________________________________________________________________
block7b_bn (BatchNormalization) (None, 10, 10, 2304) 9216 block7b_dwconv[0][0]
__________________________________________________________________________________________________
block7b_activation (Activation) (None, 10, 10, 2304) 0 block7b_bn[0][0]
__________________________________________________________________________________________________
block7b_se_squeeze (GlobalAvera (None, 2304) 0 block7b_activation[0][0]
__________________________________________________________________________________________________
block7b_se_reshape (Reshape) (None, 1, 1, 2304) 0 block7b_se_squeeze[0][0]
__________________________________________________________________________________________________
block7b_se_reduce (Conv2D) (None, 1, 1, 96) 221280 block7b_se_reshape[0][0]
__________________________________________________________________________________________________
block7b_se_expand (Conv2D) (None, 1, 1, 2304) 223488 block7b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w10_d2304_1 (Lambda) (None, 10, 10, 2304) 0 block7b_se_expand[0][0]
__________________________________________________________________________________________________
block7b_se_excite (Multiply) (None, 10, 10, 2304) 0 block7b_activation[0][0]
broadcast_w10_d2304_1[0][0]
__________________________________________________________________________________________________
block7b_project_conv (Conv2D) (None, 10, 10, 384) 884736 block7b_se_excite[0][0]
__________________________________________________________________________________________________
block7b_project_bn (BatchNormal (None, 10, 10, 384) 1536 block7b_project_conv[0][0]
__________________________________________________________________________________________________
block7b_drop_dropout (Dropout) (None, 10, 10, 384) 0 block7b_project_bn[0][0]
__________________________________________________________________________________________________
block7b_add (Add) (None, 10, 10, 384) 0 block7a_project_bn[0][0]
block7b_drop_dropout[0][0]
__________________________________________________________________________________________________
top_conv (Conv2D) (None, 10, 10, 1536) 589824 block7b_add[0][0]
__________________________________________________________________________________________________
top_bn (BatchNormalization) (None, 10, 10, 1536) 6144 top_conv[0][0]
__________________________________________________________________________________________________
top_activation (Activation) (None, 10, 10, 1536) 0 top_bn[0][0]
__________________________________________________________________________________________________
avg_pool (GlobalAveragePooling2 (None, 1536) 0 top_activation[0][0]
__________________________________________________________________________________________________
top_dropout (Dropout) (None, 1536) 0 avg_pool[0][0]
__________________________________________________________________________________________________
probs (Dense) (None, 1000) 1537000 top_dropout[0][0]
==================================================================================================
Total params: 12,320,528
Trainable params: 12,233,232
Non-trainable params: 87,296
__________________________________________________________________________________________________