KerasEfficientNetB2
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Model: "model_6"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_3 (InputLayer) (None, 260, 260, 3) 0
__________________________________________________________________________________________________
stem_conv (Conv2D) (None, 130, 130, 32) 864 input_3[0][0]
__________________________________________________________________________________________________
stem_bn (BatchNormalization) (None, 130, 130, 32) 128 stem_conv[0][0]
__________________________________________________________________________________________________
stem_activation (Activation) (None, 130, 130, 32) 0 stem_bn[0][0]
__________________________________________________________________________________________________
block1a_dwconv (DepthwiseConv2D (None, 130, 130, 32) 288 stem_activation[0][0]
__________________________________________________________________________________________________
block1a_bn (BatchNormalization) (None, 130, 130, 32) 128 block1a_dwconv[0][0]
__________________________________________________________________________________________________
block1a_activation (Activation) (None, 130, 130, 32) 0 block1a_bn[0][0]
__________________________________________________________________________________________________
block1a_se_squeeze (GlobalAvera (None, 32) 0 block1a_activation[0][0]
__________________________________________________________________________________________________
block1a_se_reshape (Reshape) (None, 1, 1, 32) 0 block1a_se_squeeze[0][0]
__________________________________________________________________________________________________
block1a_se_reduce (Conv2D) (None, 1, 1, 8) 264 block1a_se_reshape[0][0]
__________________________________________________________________________________________________
block1a_se_expand (Conv2D) (None, 1, 1, 32) 288 block1a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w130_d32_1 (Lambda) (None, 130, 130, 32) 0 block1a_se_expand[0][0]
__________________________________________________________________________________________________
block1a_se_excite (Multiply) (None, 130, 130, 32) 0 block1a_activation[0][0]
broadcast_w130_d32_1[0][0]
__________________________________________________________________________________________________
block1a_project_conv (Conv2D) (None, 130, 130, 16) 512 block1a_se_excite[0][0]
__________________________________________________________________________________________________
block1a_project_bn (BatchNormal (None, 130, 130, 16) 64 block1a_project_conv[0][0]
__________________________________________________________________________________________________
block1b_dwconv (DepthwiseConv2D (None, 130, 130, 16) 144 block1a_project_bn[0][0]
__________________________________________________________________________________________________
block1b_bn (BatchNormalization) (None, 130, 130, 16) 64 block1b_dwconv[0][0]
__________________________________________________________________________________________________
block1b_activation (Activation) (None, 130, 130, 16) 0 block1b_bn[0][0]
__________________________________________________________________________________________________
block1b_se_squeeze (GlobalAvera (None, 16) 0 block1b_activation[0][0]
__________________________________________________________________________________________________
block1b_se_reshape (Reshape) (None, 1, 1, 16) 0 block1b_se_squeeze[0][0]
__________________________________________________________________________________________________
block1b_se_reduce (Conv2D) (None, 1, 1, 4) 68 block1b_se_reshape[0][0]
__________________________________________________________________________________________________
block1b_se_expand (Conv2D) (None, 1, 1, 16) 80 block1b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w130_d16_1 (Lambda) (None, 130, 130, 16) 0 block1b_se_expand[0][0]
__________________________________________________________________________________________________
block1b_se_excite (Multiply) (None, 130, 130, 16) 0 block1b_activation[0][0]
broadcast_w130_d16_1[0][0]
__________________________________________________________________________________________________
block1b_project_conv (Conv2D) (None, 130, 130, 16) 256 block1b_se_excite[0][0]
__________________________________________________________________________________________________
block1b_project_bn (BatchNormal (None, 130, 130, 16) 64 block1b_project_conv[0][0]
__________________________________________________________________________________________________
block1b_drop_dropout (Dropout) (None, 130, 130, 16) 0 block1b_project_bn[0][0]
__________________________________________________________________________________________________
block1b_add (Add) (None, 130, 130, 16) 0 block1a_project_bn[0][0]
block1b_drop_dropout[0][0]
__________________________________________________________________________________________________
block2a_expand_conv (Conv2D) (None, 130, 130, 96) 1536 block1b_add[0][0]
__________________________________________________________________________________________________
block2a_expand_bn (BatchNormali (None, 130, 130, 96) 384 block2a_expand_conv[0][0]
__________________________________________________________________________________________________
block2a_expand_activation (Acti (None, 130, 130, 96) 0 block2a_expand_bn[0][0]
__________________________________________________________________________________________________
block2a_dwconv (DepthwiseConv2D (None, 65, 65, 96) 864 block2a_expand_activation[0][0]
__________________________________________________________________________________________________
block2a_bn (BatchNormalization) (None, 65, 65, 96) 384 block2a_dwconv[0][0]
__________________________________________________________________________________________________
block2a_activation (Activation) (None, 65, 65, 96) 0 block2a_bn[0][0]
__________________________________________________________________________________________________
block2a_se_squeeze (GlobalAvera (None, 96) 0 block2a_activation[0][0]
__________________________________________________________________________________________________
block2a_se_reshape (Reshape) (None, 1, 1, 96) 0 block2a_se_squeeze[0][0]
__________________________________________________________________________________________________
block2a_se_reduce (Conv2D) (None, 1, 1, 4) 388 block2a_se_reshape[0][0]
__________________________________________________________________________________________________
block2a_se_expand (Conv2D) (None, 1, 1, 96) 480 block2a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w65_d96_1 (Lambda) (None, 65, 65, 96) 0 block2a_se_expand[0][0]
__________________________________________________________________________________________________
block2a_se_excite (Multiply) (None, 65, 65, 96) 0 block2a_activation[0][0]
broadcast_w65_d96_1[0][0]
__________________________________________________________________________________________________
block2a_project_conv (Conv2D) (None, 65, 65, 24) 2304 block2a_se_excite[0][0]
__________________________________________________________________________________________________
block2a_project_bn (BatchNormal (None, 65, 65, 24) 96 block2a_project_conv[0][0]
__________________________________________________________________________________________________
block2b_expand_conv (Conv2D) (None, 65, 65, 144) 3456 block2a_project_bn[0][0]
__________________________________________________________________________________________________
block2b_expand_bn (BatchNormali (None, 65, 65, 144) 576 block2b_expand_conv[0][0]
__________________________________________________________________________________________________
block2b_expand_activation (Acti (None, 65, 65, 144) 0 block2b_expand_bn[0][0]
__________________________________________________________________________________________________
block2b_dwconv (DepthwiseConv2D (None, 65, 65, 144) 1296 block2b_expand_activation[0][0]
__________________________________________________________________________________________________
block2b_bn (BatchNormalization) (None, 65, 65, 144) 576 block2b_dwconv[0][0]
__________________________________________________________________________________________________
block2b_activation (Activation) (None, 65, 65, 144) 0 block2b_bn[0][0]
__________________________________________________________________________________________________
block2b_se_squeeze (GlobalAvera (None, 144) 0 block2b_activation[0][0]
__________________________________________________________________________________________________
block2b_se_reshape (Reshape) (None, 1, 1, 144) 0 block2b_se_squeeze[0][0]
__________________________________________________________________________________________________
block2b_se_reduce (Conv2D) (None, 1, 1, 6) 870 block2b_se_reshape[0][0]
__________________________________________________________________________________________________
block2b_se_expand (Conv2D) (None, 1, 1, 144) 1008 block2b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w65_d144_1 (Lambda) (None, 65, 65, 144) 0 block2b_se_expand[0][0]
__________________________________________________________________________________________________
block2b_se_excite (Multiply) (None, 65, 65, 144) 0 block2b_activation[0][0]
broadcast_w65_d144_1[0][0]
__________________________________________________________________________________________________
block2b_project_conv (Conv2D) (None, 65, 65, 24) 3456 block2b_se_excite[0][0]
__________________________________________________________________________________________________
block2b_project_bn (BatchNormal (None, 65, 65, 24) 96 block2b_project_conv[0][0]
__________________________________________________________________________________________________
block2b_drop_dropout (Dropout) (None, 65, 65, 24) 0 block2b_project_bn[0][0]
__________________________________________________________________________________________________
block2b_add (Add) (None, 65, 65, 24) 0 block2a_project_bn[0][0]
block2b_drop_dropout[0][0]
__________________________________________________________________________________________________
block2c_expand_conv (Conv2D) (None, 65, 65, 144) 3456 block2b_add[0][0]
__________________________________________________________________________________________________
block2c_expand_bn (BatchNormali (None, 65, 65, 144) 576 block2c_expand_conv[0][0]
__________________________________________________________________________________________________
block2c_expand_activation (Acti (None, 65, 65, 144) 0 block2c_expand_bn[0][0]
__________________________________________________________________________________________________
block2c_dwconv (DepthwiseConv2D (None, 65, 65, 144) 1296 block2c_expand_activation[0][0]
__________________________________________________________________________________________________
block2c_bn (BatchNormalization) (None, 65, 65, 144) 576 block2c_dwconv[0][0]
__________________________________________________________________________________________________
block2c_activation (Activation) (None, 65, 65, 144) 0 block2c_bn[0][0]
__________________________________________________________________________________________________
block2c_se_squeeze (GlobalAvera (None, 144) 0 block2c_activation[0][0]
__________________________________________________________________________________________________
block2c_se_reshape (Reshape) (None, 1, 1, 144) 0 block2c_se_squeeze[0][0]
__________________________________________________________________________________________________
block2c_se_reduce (Conv2D) (None, 1, 1, 6) 870 block2c_se_reshape[0][0]
__________________________________________________________________________________________________
block2c_se_expand (Conv2D) (None, 1, 1, 144) 1008 block2c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w65_d144_2 (Lambda) (None, 65, 65, 144) 0 block2c_se_expand[0][0]
__________________________________________________________________________________________________
block2c_se_excite (Multiply) (None, 65, 65, 144) 0 block2c_activation[0][0]
broadcast_w65_d144_2[0][0]
__________________________________________________________________________________________________
block2c_project_conv (Conv2D) (None, 65, 65, 24) 3456 block2c_se_excite[0][0]
__________________________________________________________________________________________________
block2c_project_bn (BatchNormal (None, 65, 65, 24) 96 block2c_project_conv[0][0]
__________________________________________________________________________________________________
block2c_drop_dropout (Dropout) (None, 65, 65, 24) 0 block2c_project_bn[0][0]
__________________________________________________________________________________________________
block2c_add (Add) (None, 65, 65, 24) 0 block2b_add[0][0]
block2c_drop_dropout[0][0]
__________________________________________________________________________________________________
block3a_expand_conv (Conv2D) (None, 65, 65, 144) 3456 block2c_add[0][0]
__________________________________________________________________________________________________
block3a_expand_bn (BatchNormali (None, 65, 65, 144) 576 block3a_expand_conv[0][0]
__________________________________________________________________________________________________
block3a_expand_activation (Acti (None, 65, 65, 144) 0 block3a_expand_bn[0][0]
__________________________________________________________________________________________________
block3a_dwconv (DepthwiseConv2D (None, 33, 33, 144) 3600 block3a_expand_activation[0][0]
__________________________________________________________________________________________________
block3a_bn (BatchNormalization) (None, 33, 33, 144) 576 block3a_dwconv[0][0]
__________________________________________________________________________________________________
block3a_activation (Activation) (None, 33, 33, 144) 0 block3a_bn[0][0]
__________________________________________________________________________________________________
block3a_se_squeeze (GlobalAvera (None, 144) 0 block3a_activation[0][0]
__________________________________________________________________________________________________
block3a_se_reshape (Reshape) (None, 1, 1, 144) 0 block3a_se_squeeze[0][0]
__________________________________________________________________________________________________
block3a_se_reduce (Conv2D) (None, 1, 1, 6) 870 block3a_se_reshape[0][0]
__________________________________________________________________________________________________
block3a_se_expand (Conv2D) (None, 1, 1, 144) 1008 block3a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w33_d144_1 (Lambda) (None, 33, 33, 144) 0 block3a_se_expand[0][0]
__________________________________________________________________________________________________
block3a_se_excite (Multiply) (None, 33, 33, 144) 0 block3a_activation[0][0]
broadcast_w33_d144_1[0][0]
__________________________________________________________________________________________________
block3a_project_conv (Conv2D) (None, 33, 33, 48) 6912 block3a_se_excite[0][0]
__________________________________________________________________________________________________
block3a_project_bn (BatchNormal (None, 33, 33, 48) 192 block3a_project_conv[0][0]
__________________________________________________________________________________________________
block3b_expand_conv (Conv2D) (None, 33, 33, 288) 13824 block3a_project_bn[0][0]
__________________________________________________________________________________________________
block3b_expand_bn (BatchNormali (None, 33, 33, 288) 1152 block3b_expand_conv[0][0]
__________________________________________________________________________________________________
block3b_expand_activation (Acti (None, 33, 33, 288) 0 block3b_expand_bn[0][0]
__________________________________________________________________________________________________
block3b_dwconv (DepthwiseConv2D (None, 33, 33, 288) 7200 block3b_expand_activation[0][0]
__________________________________________________________________________________________________
block3b_bn (BatchNormalization) (None, 33, 33, 288) 1152 block3b_dwconv[0][0]
__________________________________________________________________________________________________
block3b_activation (Activation) (None, 33, 33, 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_w33_d288_1 (Lambda) (None, 33, 33, 288) 0 block3b_se_expand[0][0]
__________________________________________________________________________________________________
block3b_se_excite (Multiply) (None, 33, 33, 288) 0 block3b_activation[0][0]
broadcast_w33_d288_1[0][0]
__________________________________________________________________________________________________
block3b_project_conv (Conv2D) (None, 33, 33, 48) 13824 block3b_se_excite[0][0]
__________________________________________________________________________________________________
block3b_project_bn (BatchNormal (None, 33, 33, 48) 192 block3b_project_conv[0][0]
__________________________________________________________________________________________________
block3b_drop_dropout (Dropout) (None, 33, 33, 48) 0 block3b_project_bn[0][0]
__________________________________________________________________________________________________
block3b_add (Add) (None, 33, 33, 48) 0 block3a_project_bn[0][0]
block3b_drop_dropout[0][0]
__________________________________________________________________________________________________
block3c_expand_conv (Conv2D) (None, 33, 33, 288) 13824 block3b_add[0][0]
__________________________________________________________________________________________________
block3c_expand_bn (BatchNormali (None, 33, 33, 288) 1152 block3c_expand_conv[0][0]
__________________________________________________________________________________________________
block3c_expand_activation (Acti (None, 33, 33, 288) 0 block3c_expand_bn[0][0]
__________________________________________________________________________________________________
block3c_dwconv (DepthwiseConv2D (None, 33, 33, 288) 7200 block3c_expand_activation[0][0]
__________________________________________________________________________________________________
block3c_bn (BatchNormalization) (None, 33, 33, 288) 1152 block3c_dwconv[0][0]
__________________________________________________________________________________________________
block3c_activation (Activation) (None, 33, 33, 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_w33_d288_2 (Lambda) (None, 33, 33, 288) 0 block3c_se_expand[0][0]
__________________________________________________________________________________________________
block3c_se_excite (Multiply) (None, 33, 33, 288) 0 block3c_activation[0][0]
broadcast_w33_d288_2[0][0]
__________________________________________________________________________________________________
block3c_project_conv (Conv2D) (None, 33, 33, 48) 13824 block3c_se_excite[0][0]
__________________________________________________________________________________________________
block3c_project_bn (BatchNormal (None, 33, 33, 48) 192 block3c_project_conv[0][0]
__________________________________________________________________________________________________
block3c_drop_dropout (Dropout) (None, 33, 33, 48) 0 block3c_project_bn[0][0]
__________________________________________________________________________________________________
block3c_add (Add) (None, 33, 33, 48) 0 block3b_add[0][0]
block3c_drop_dropout[0][0]
__________________________________________________________________________________________________
block4a_expand_conv (Conv2D) (None, 33, 33, 288) 13824 block3c_add[0][0]
__________________________________________________________________________________________________
block4a_expand_bn (BatchNormali (None, 33, 33, 288) 1152 block4a_expand_conv[0][0]
__________________________________________________________________________________________________
block4a_expand_activation (Acti (None, 33, 33, 288) 0 block4a_expand_bn[0][0]
__________________________________________________________________________________________________
block4a_dwconv (DepthwiseConv2D (None, 17, 17, 288) 2592 block4a_expand_activation[0][0]
__________________________________________________________________________________________________
block4a_bn (BatchNormalization) (None, 17, 17, 288) 1152 block4a_dwconv[0][0]
__________________________________________________________________________________________________
block4a_activation (Activation) (None, 17, 17, 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_w17_d288_1 (Lambda) (None, 17, 17, 288) 0 block4a_se_expand[0][0]
__________________________________________________________________________________________________
block4a_se_excite (Multiply) (None, 17, 17, 288) 0 block4a_activation[0][0]
broadcast_w17_d288_1[0][0]
__________________________________________________________________________________________________
block4a_project_conv (Conv2D) (None, 17, 17, 88) 25344 block4a_se_excite[0][0]
__________________________________________________________________________________________________
block4a_project_bn (BatchNormal (None, 17, 17, 88) 352 block4a_project_conv[0][0]
__________________________________________________________________________________________________
block4b_expand_conv (Conv2D) (None, 17, 17, 528) 46464 block4a_project_bn[0][0]
__________________________________________________________________________________________________
block4b_expand_bn (BatchNormali (None, 17, 17, 528) 2112 block4b_expand_conv[0][0]
__________________________________________________________________________________________________
block4b_expand_activation (Acti (None, 17, 17, 528) 0 block4b_expand_bn[0][0]
__________________________________________________________________________________________________
block4b_dwconv (DepthwiseConv2D (None, 17, 17, 528) 4752 block4b_expand_activation[0][0]
__________________________________________________________________________________________________
block4b_bn (BatchNormalization) (None, 17, 17, 528) 2112 block4b_dwconv[0][0]
__________________________________________________________________________________________________
block4b_activation (Activation) (None, 17, 17, 528) 0 block4b_bn[0][0]
__________________________________________________________________________________________________
block4b_se_squeeze (GlobalAvera (None, 528) 0 block4b_activation[0][0]
__________________________________________________________________________________________________
block4b_se_reshape (Reshape) (None, 1, 1, 528) 0 block4b_se_squeeze[0][0]
__________________________________________________________________________________________________
block4b_se_reduce (Conv2D) (None, 1, 1, 22) 11638 block4b_se_reshape[0][0]
__________________________________________________________________________________________________
block4b_se_expand (Conv2D) (None, 1, 1, 528) 12144 block4b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w17_d528_1 (Lambda) (None, 17, 17, 528) 0 block4b_se_expand[0][0]
__________________________________________________________________________________________________
block4b_se_excite (Multiply) (None, 17, 17, 528) 0 block4b_activation[0][0]
broadcast_w17_d528_1[0][0]
__________________________________________________________________________________________________
block4b_project_conv (Conv2D) (None, 17, 17, 88) 46464 block4b_se_excite[0][0]
__________________________________________________________________________________________________
block4b_project_bn (BatchNormal (None, 17, 17, 88) 352 block4b_project_conv[0][0]
__________________________________________________________________________________________________
block4b_drop_dropout (Dropout) (None, 17, 17, 88) 0 block4b_project_bn[0][0]
__________________________________________________________________________________________________
block4b_add (Add) (None, 17, 17, 88) 0 block4a_project_bn[0][0]
block4b_drop_dropout[0][0]
__________________________________________________________________________________________________
block4c_expand_conv (Conv2D) (None, 17, 17, 528) 46464 block4b_add[0][0]
__________________________________________________________________________________________________
block4c_expand_bn (BatchNormali (None, 17, 17, 528) 2112 block4c_expand_conv[0][0]
__________________________________________________________________________________________________
block4c_expand_activation (Acti (None, 17, 17, 528) 0 block4c_expand_bn[0][0]
__________________________________________________________________________________________________
block4c_dwconv (DepthwiseConv2D (None, 17, 17, 528) 4752 block4c_expand_activation[0][0]
__________________________________________________________________________________________________
block4c_bn (BatchNormalization) (None, 17, 17, 528) 2112 block4c_dwconv[0][0]
__________________________________________________________________________________________________
block4c_activation (Activation) (None, 17, 17, 528) 0 block4c_bn[0][0]
__________________________________________________________________________________________________
block4c_se_squeeze (GlobalAvera (None, 528) 0 block4c_activation[0][0]
__________________________________________________________________________________________________
block4c_se_reshape (Reshape) (None, 1, 1, 528) 0 block4c_se_squeeze[0][0]
__________________________________________________________________________________________________
block4c_se_reduce (Conv2D) (None, 1, 1, 22) 11638 block4c_se_reshape[0][0]
__________________________________________________________________________________________________
block4c_se_expand (Conv2D) (None, 1, 1, 528) 12144 block4c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w17_d528_2 (Lambda) (None, 17, 17, 528) 0 block4c_se_expand[0][0]
__________________________________________________________________________________________________
block4c_se_excite (Multiply) (None, 17, 17, 528) 0 block4c_activation[0][0]
broadcast_w17_d528_2[0][0]
__________________________________________________________________________________________________
block4c_project_conv (Conv2D) (None, 17, 17, 88) 46464 block4c_se_excite[0][0]
__________________________________________________________________________________________________
block4c_project_bn (BatchNormal (None, 17, 17, 88) 352 block4c_project_conv[0][0]
__________________________________________________________________________________________________
block4c_drop_dropout (Dropout) (None, 17, 17, 88) 0 block4c_project_bn[0][0]
__________________________________________________________________________________________________
block4c_add (Add) (None, 17, 17, 88) 0 block4b_add[0][0]
block4c_drop_dropout[0][0]
__________________________________________________________________________________________________
block4d_expand_conv (Conv2D) (None, 17, 17, 528) 46464 block4c_add[0][0]
__________________________________________________________________________________________________
block4d_expand_bn (BatchNormali (None, 17, 17, 528) 2112 block4d_expand_conv[0][0]
__________________________________________________________________________________________________
block4d_expand_activation (Acti (None, 17, 17, 528) 0 block4d_expand_bn[0][0]
__________________________________________________________________________________________________
block4d_dwconv (DepthwiseConv2D (None, 17, 17, 528) 4752 block4d_expand_activation[0][0]
__________________________________________________________________________________________________
block4d_bn (BatchNormalization) (None, 17, 17, 528) 2112 block4d_dwconv[0][0]
__________________________________________________________________________________________________
block4d_activation (Activation) (None, 17, 17, 528) 0 block4d_bn[0][0]
__________________________________________________________________________________________________
block4d_se_squeeze (GlobalAvera (None, 528) 0 block4d_activation[0][0]
__________________________________________________________________________________________________
block4d_se_reshape (Reshape) (None, 1, 1, 528) 0 block4d_se_squeeze[0][0]
__________________________________________________________________________________________________
block4d_se_reduce (Conv2D) (None, 1, 1, 22) 11638 block4d_se_reshape[0][0]
__________________________________________________________________________________________________
block4d_se_expand (Conv2D) (None, 1, 1, 528) 12144 block4d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w17_d528_3 (Lambda) (None, 17, 17, 528) 0 block4d_se_expand[0][0]
__________________________________________________________________________________________________
block4d_se_excite (Multiply) (None, 17, 17, 528) 0 block4d_activation[0][0]
broadcast_w17_d528_3[0][0]
__________________________________________________________________________________________________
block4d_project_conv (Conv2D) (None, 17, 17, 88) 46464 block4d_se_excite[0][0]
__________________________________________________________________________________________________
block4d_project_bn (BatchNormal (None, 17, 17, 88) 352 block4d_project_conv[0][0]
__________________________________________________________________________________________________
block4d_drop_dropout (Dropout) (None, 17, 17, 88) 0 block4d_project_bn[0][0]
__________________________________________________________________________________________________
block4d_add (Add) (None, 17, 17, 88) 0 block4c_add[0][0]
block4d_drop_dropout[0][0]
__________________________________________________________________________________________________
block5a_expand_conv (Conv2D) (None, 17, 17, 528) 46464 block4d_add[0][0]
__________________________________________________________________________________________________
block5a_expand_bn (BatchNormali (None, 17, 17, 528) 2112 block5a_expand_conv[0][0]
__________________________________________________________________________________________________
block5a_expand_activation (Acti (None, 17, 17, 528) 0 block5a_expand_bn[0][0]
__________________________________________________________________________________________________
block5a_dwconv (DepthwiseConv2D (None, 17, 17, 528) 13200 block5a_expand_activation[0][0]
__________________________________________________________________________________________________
block5a_bn (BatchNormalization) (None, 17, 17, 528) 2112 block5a_dwconv[0][0]
__________________________________________________________________________________________________
block5a_activation (Activation) (None, 17, 17, 528) 0 block5a_bn[0][0]
__________________________________________________________________________________________________
block5a_se_squeeze (GlobalAvera (None, 528) 0 block5a_activation[0][0]
__________________________________________________________________________________________________
block5a_se_reshape (Reshape) (None, 1, 1, 528) 0 block5a_se_squeeze[0][0]
__________________________________________________________________________________________________
block5a_se_reduce (Conv2D) (None, 1, 1, 22) 11638 block5a_se_reshape[0][0]
__________________________________________________________________________________________________
block5a_se_expand (Conv2D) (None, 1, 1, 528) 12144 block5a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w17_d528_4 (Lambda) (None, 17, 17, 528) 0 block5a_se_expand[0][0]
__________________________________________________________________________________________________
block5a_se_excite (Multiply) (None, 17, 17, 528) 0 block5a_activation[0][0]
broadcast_w17_d528_4[0][0]
__________________________________________________________________________________________________
block5a_project_conv (Conv2D) (None, 17, 17, 120) 63360 block5a_se_excite[0][0]
__________________________________________________________________________________________________
block5a_project_bn (BatchNormal (None, 17, 17, 120) 480 block5a_project_conv[0][0]
__________________________________________________________________________________________________
block5b_expand_conv (Conv2D) (None, 17, 17, 720) 86400 block5a_project_bn[0][0]
__________________________________________________________________________________________________
block5b_expand_bn (BatchNormali (None, 17, 17, 720) 2880 block5b_expand_conv[0][0]
__________________________________________________________________________________________________
block5b_expand_activation (Acti (None, 17, 17, 720) 0 block5b_expand_bn[0][0]
__________________________________________________________________________________________________
block5b_dwconv (DepthwiseConv2D (None, 17, 17, 720) 18000 block5b_expand_activation[0][0]
__________________________________________________________________________________________________
block5b_bn (BatchNormalization) (None, 17, 17, 720) 2880 block5b_dwconv[0][0]
__________________________________________________________________________________________________
block5b_activation (Activation) (None, 17, 17, 720) 0 block5b_bn[0][0]
__________________________________________________________________________________________________
block5b_se_squeeze (GlobalAvera (None, 720) 0 block5b_activation[0][0]
__________________________________________________________________________________________________
block5b_se_reshape (Reshape) (None, 1, 1, 720) 0 block5b_se_squeeze[0][0]
__________________________________________________________________________________________________
block5b_se_reduce (Conv2D) (None, 1, 1, 30) 21630 block5b_se_reshape[0][0]
__________________________________________________________________________________________________
block5b_se_expand (Conv2D) (None, 1, 1, 720) 22320 block5b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w17_d720_1 (Lambda) (None, 17, 17, 720) 0 block5b_se_expand[0][0]
__________________________________________________________________________________________________
block5b_se_excite (Multiply) (None, 17, 17, 720) 0 block5b_activation[0][0]
broadcast_w17_d720_1[0][0]
__________________________________________________________________________________________________
block5b_project_conv (Conv2D) (None, 17, 17, 120) 86400 block5b_se_excite[0][0]
__________________________________________________________________________________________________
block5b_project_bn (BatchNormal (None, 17, 17, 120) 480 block5b_project_conv[0][0]
__________________________________________________________________________________________________
block5b_drop_dropout (Dropout) (None, 17, 17, 120) 0 block5b_project_bn[0][0]
__________________________________________________________________________________________________
block5b_add (Add) (None, 17, 17, 120) 0 block5a_project_bn[0][0]
block5b_drop_dropout[0][0]
__________________________________________________________________________________________________
block5c_expand_conv (Conv2D) (None, 17, 17, 720) 86400 block5b_add[0][0]
__________________________________________________________________________________________________
block5c_expand_bn (BatchNormali (None, 17, 17, 720) 2880 block5c_expand_conv[0][0]
__________________________________________________________________________________________________
block5c_expand_activation (Acti (None, 17, 17, 720) 0 block5c_expand_bn[0][0]
__________________________________________________________________________________________________
block5c_dwconv (DepthwiseConv2D (None, 17, 17, 720) 18000 block5c_expand_activation[0][0]
__________________________________________________________________________________________________
block5c_bn (BatchNormalization) (None, 17, 17, 720) 2880 block5c_dwconv[0][0]
__________________________________________________________________________________________________
block5c_activation (Activation) (None, 17, 17, 720) 0 block5c_bn[0][0]
__________________________________________________________________________________________________
block5c_se_squeeze (GlobalAvera (None, 720) 0 block5c_activation[0][0]
__________________________________________________________________________________________________
block5c_se_reshape (Reshape) (None, 1, 1, 720) 0 block5c_se_squeeze[0][0]
__________________________________________________________________________________________________
block5c_se_reduce (Conv2D) (None, 1, 1, 30) 21630 block5c_se_reshape[0][0]
__________________________________________________________________________________________________
block5c_se_expand (Conv2D) (None, 1, 1, 720) 22320 block5c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w17_d720_2 (Lambda) (None, 17, 17, 720) 0 block5c_se_expand[0][0]
__________________________________________________________________________________________________
block5c_se_excite (Multiply) (None, 17, 17, 720) 0 block5c_activation[0][0]
broadcast_w17_d720_2[0][0]
__________________________________________________________________________________________________
block5c_project_conv (Conv2D) (None, 17, 17, 120) 86400 block5c_se_excite[0][0]
__________________________________________________________________________________________________
block5c_project_bn (BatchNormal (None, 17, 17, 120) 480 block5c_project_conv[0][0]
__________________________________________________________________________________________________
block5c_drop_dropout (Dropout) (None, 17, 17, 120) 0 block5c_project_bn[0][0]
__________________________________________________________________________________________________
block5c_add (Add) (None, 17, 17, 120) 0 block5b_add[0][0]
block5c_drop_dropout[0][0]
__________________________________________________________________________________________________
block5d_expand_conv (Conv2D) (None, 17, 17, 720) 86400 block5c_add[0][0]
__________________________________________________________________________________________________
block5d_expand_bn (BatchNormali (None, 17, 17, 720) 2880 block5d_expand_conv[0][0]
__________________________________________________________________________________________________
block5d_expand_activation (Acti (None, 17, 17, 720) 0 block5d_expand_bn[0][0]
__________________________________________________________________________________________________
block5d_dwconv (DepthwiseConv2D (None, 17, 17, 720) 18000 block5d_expand_activation[0][0]
__________________________________________________________________________________________________
block5d_bn (BatchNormalization) (None, 17, 17, 720) 2880 block5d_dwconv[0][0]
__________________________________________________________________________________________________
block5d_activation (Activation) (None, 17, 17, 720) 0 block5d_bn[0][0]
__________________________________________________________________________________________________
block5d_se_squeeze (GlobalAvera (None, 720) 0 block5d_activation[0][0]
__________________________________________________________________________________________________
block5d_se_reshape (Reshape) (None, 1, 1, 720) 0 block5d_se_squeeze[0][0]
__________________________________________________________________________________________________
block5d_se_reduce (Conv2D) (None, 1, 1, 30) 21630 block5d_se_reshape[0][0]
__________________________________________________________________________________________________
block5d_se_expand (Conv2D) (None, 1, 1, 720) 22320 block5d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w17_d720_3 (Lambda) (None, 17, 17, 720) 0 block5d_se_expand[0][0]
__________________________________________________________________________________________________
block5d_se_excite (Multiply) (None, 17, 17, 720) 0 block5d_activation[0][0]
broadcast_w17_d720_3[0][0]
__________________________________________________________________________________________________
block5d_project_conv (Conv2D) (None, 17, 17, 120) 86400 block5d_se_excite[0][0]
__________________________________________________________________________________________________
block5d_project_bn (BatchNormal (None, 17, 17, 120) 480 block5d_project_conv[0][0]
__________________________________________________________________________________________________
block5d_drop_dropout (Dropout) (None, 17, 17, 120) 0 block5d_project_bn[0][0]
__________________________________________________________________________________________________
block5d_add (Add) (None, 17, 17, 120) 0 block5c_add[0][0]
block5d_drop_dropout[0][0]
__________________________________________________________________________________________________
block6a_expand_conv (Conv2D) (None, 17, 17, 720) 86400 block5d_add[0][0]
__________________________________________________________________________________________________
block6a_expand_bn (BatchNormali (None, 17, 17, 720) 2880 block6a_expand_conv[0][0]
__________________________________________________________________________________________________
block6a_expand_activation (Acti (None, 17, 17, 720) 0 block6a_expand_bn[0][0]
__________________________________________________________________________________________________
block6a_dwconv (DepthwiseConv2D (None, 9, 9, 720) 18000 block6a_expand_activation[0][0]
__________________________________________________________________________________________________
block6a_bn (BatchNormalization) (None, 9, 9, 720) 2880 block6a_dwconv[0][0]
__________________________________________________________________________________________________
block6a_activation (Activation) (None, 9, 9, 720) 0 block6a_bn[0][0]
__________________________________________________________________________________________________
block6a_se_squeeze (GlobalAvera (None, 720) 0 block6a_activation[0][0]
__________________________________________________________________________________________________
block6a_se_reshape (Reshape) (None, 1, 1, 720) 0 block6a_se_squeeze[0][0]
__________________________________________________________________________________________________
block6a_se_reduce (Conv2D) (None, 1, 1, 30) 21630 block6a_se_reshape[0][0]
__________________________________________________________________________________________________
block6a_se_expand (Conv2D) (None, 1, 1, 720) 22320 block6a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w9_d720_1 (Lambda) (None, 9, 9, 720) 0 block6a_se_expand[0][0]
__________________________________________________________________________________________________
block6a_se_excite (Multiply) (None, 9, 9, 720) 0 block6a_activation[0][0]
broadcast_w9_d720_1[0][0]
__________________________________________________________________________________________________
block6a_project_conv (Conv2D) (None, 9, 9, 208) 149760 block6a_se_excite[0][0]
__________________________________________________________________________________________________
block6a_project_bn (BatchNormal (None, 9, 9, 208) 832 block6a_project_conv[0][0]
__________________________________________________________________________________________________
block6b_expand_conv (Conv2D) (None, 9, 9, 1248) 259584 block6a_project_bn[0][0]
__________________________________________________________________________________________________
block6b_expand_bn (BatchNormali (None, 9, 9, 1248) 4992 block6b_expand_conv[0][0]
__________________________________________________________________________________________________
block6b_expand_activation (Acti (None, 9, 9, 1248) 0 block6b_expand_bn[0][0]
__________________________________________________________________________________________________
block6b_dwconv (DepthwiseConv2D (None, 9, 9, 1248) 31200 block6b_expand_activation[0][0]
__________________________________________________________________________________________________
block6b_bn (BatchNormalization) (None, 9, 9, 1248) 4992 block6b_dwconv[0][0]
__________________________________________________________________________________________________
block6b_activation (Activation) (None, 9, 9, 1248) 0 block6b_bn[0][0]
__________________________________________________________________________________________________
block6b_se_squeeze (GlobalAvera (None, 1248) 0 block6b_activation[0][0]
__________________________________________________________________________________________________
block6b_se_reshape (Reshape) (None, 1, 1, 1248) 0 block6b_se_squeeze[0][0]
__________________________________________________________________________________________________
block6b_se_reduce (Conv2D) (None, 1, 1, 52) 64948 block6b_se_reshape[0][0]
__________________________________________________________________________________________________
block6b_se_expand (Conv2D) (None, 1, 1, 1248) 66144 block6b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w9_d1248_1 (Lambda) (None, 9, 9, 1248) 0 block6b_se_expand[0][0]
__________________________________________________________________________________________________
block6b_se_excite (Multiply) (None, 9, 9, 1248) 0 block6b_activation[0][0]
broadcast_w9_d1248_1[0][0]
__________________________________________________________________________________________________
block6b_project_conv (Conv2D) (None, 9, 9, 208) 259584 block6b_se_excite[0][0]
__________________________________________________________________________________________________
block6b_project_bn (BatchNormal (None, 9, 9, 208) 832 block6b_project_conv[0][0]
__________________________________________________________________________________________________
block6b_drop_dropout (Dropout) (None, 9, 9, 208) 0 block6b_project_bn[0][0]
__________________________________________________________________________________________________
block6b_add (Add) (None, 9, 9, 208) 0 block6a_project_bn[0][0]
block6b_drop_dropout[0][0]
__________________________________________________________________________________________________
block6c_expand_conv (Conv2D) (None, 9, 9, 1248) 259584 block6b_add[0][0]
__________________________________________________________________________________________________
block6c_expand_bn (BatchNormali (None, 9, 9, 1248) 4992 block6c_expand_conv[0][0]
__________________________________________________________________________________________________
block6c_expand_activation (Acti (None, 9, 9, 1248) 0 block6c_expand_bn[0][0]
__________________________________________________________________________________________________
block6c_dwconv (DepthwiseConv2D (None, 9, 9, 1248) 31200 block6c_expand_activation[0][0]
__________________________________________________________________________________________________
block6c_bn (BatchNormalization) (None, 9, 9, 1248) 4992 block6c_dwconv[0][0]
__________________________________________________________________________________________________
block6c_activation (Activation) (None, 9, 9, 1248) 0 block6c_bn[0][0]
__________________________________________________________________________________________________
block6c_se_squeeze (GlobalAvera (None, 1248) 0 block6c_activation[0][0]
__________________________________________________________________________________________________
block6c_se_reshape (Reshape) (None, 1, 1, 1248) 0 block6c_se_squeeze[0][0]
__________________________________________________________________________________________________
block6c_se_reduce (Conv2D) (None, 1, 1, 52) 64948 block6c_se_reshape[0][0]
__________________________________________________________________________________________________
block6c_se_expand (Conv2D) (None, 1, 1, 1248) 66144 block6c_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w9_d1248_2 (Lambda) (None, 9, 9, 1248) 0 block6c_se_expand[0][0]
__________________________________________________________________________________________________
block6c_se_excite (Multiply) (None, 9, 9, 1248) 0 block6c_activation[0][0]
broadcast_w9_d1248_2[0][0]
__________________________________________________________________________________________________
block6c_project_conv (Conv2D) (None, 9, 9, 208) 259584 block6c_se_excite[0][0]
__________________________________________________________________________________________________
block6c_project_bn (BatchNormal (None, 9, 9, 208) 832 block6c_project_conv[0][0]
__________________________________________________________________________________________________
block6c_drop_dropout (Dropout) (None, 9, 9, 208) 0 block6c_project_bn[0][0]
__________________________________________________________________________________________________
block6c_add (Add) (None, 9, 9, 208) 0 block6b_add[0][0]
block6c_drop_dropout[0][0]
__________________________________________________________________________________________________
block6d_expand_conv (Conv2D) (None, 9, 9, 1248) 259584 block6c_add[0][0]
__________________________________________________________________________________________________
block6d_expand_bn (BatchNormali (None, 9, 9, 1248) 4992 block6d_expand_conv[0][0]
__________________________________________________________________________________________________
block6d_expand_activation (Acti (None, 9, 9, 1248) 0 block6d_expand_bn[0][0]
__________________________________________________________________________________________________
block6d_dwconv (DepthwiseConv2D (None, 9, 9, 1248) 31200 block6d_expand_activation[0][0]
__________________________________________________________________________________________________
block6d_bn (BatchNormalization) (None, 9, 9, 1248) 4992 block6d_dwconv[0][0]
__________________________________________________________________________________________________
block6d_activation (Activation) (None, 9, 9, 1248) 0 block6d_bn[0][0]
__________________________________________________________________________________________________
block6d_se_squeeze (GlobalAvera (None, 1248) 0 block6d_activation[0][0]
__________________________________________________________________________________________________
block6d_se_reshape (Reshape) (None, 1, 1, 1248) 0 block6d_se_squeeze[0][0]
__________________________________________________________________________________________________
block6d_se_reduce (Conv2D) (None, 1, 1, 52) 64948 block6d_se_reshape[0][0]
__________________________________________________________________________________________________
block6d_se_expand (Conv2D) (None, 1, 1, 1248) 66144 block6d_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w9_d1248_3 (Lambda) (None, 9, 9, 1248) 0 block6d_se_expand[0][0]
__________________________________________________________________________________________________
block6d_se_excite (Multiply) (None, 9, 9, 1248) 0 block6d_activation[0][0]
broadcast_w9_d1248_3[0][0]
__________________________________________________________________________________________________
block6d_project_conv (Conv2D) (None, 9, 9, 208) 259584 block6d_se_excite[0][0]
__________________________________________________________________________________________________
block6d_project_bn (BatchNormal (None, 9, 9, 208) 832 block6d_project_conv[0][0]
__________________________________________________________________________________________________
block6d_drop_dropout (Dropout) (None, 9, 9, 208) 0 block6d_project_bn[0][0]
__________________________________________________________________________________________________
block6d_add (Add) (None, 9, 9, 208) 0 block6c_add[0][0]
block6d_drop_dropout[0][0]
__________________________________________________________________________________________________
block6e_expand_conv (Conv2D) (None, 9, 9, 1248) 259584 block6d_add[0][0]
__________________________________________________________________________________________________
block6e_expand_bn (BatchNormali (None, 9, 9, 1248) 4992 block6e_expand_conv[0][0]
__________________________________________________________________________________________________
block6e_expand_activation (Acti (None, 9, 9, 1248) 0 block6e_expand_bn[0][0]
__________________________________________________________________________________________________
block6e_dwconv (DepthwiseConv2D (None, 9, 9, 1248) 31200 block6e_expand_activation[0][0]
__________________________________________________________________________________________________
block6e_bn (BatchNormalization) (None, 9, 9, 1248) 4992 block6e_dwconv[0][0]
__________________________________________________________________________________________________
block6e_activation (Activation) (None, 9, 9, 1248) 0 block6e_bn[0][0]
__________________________________________________________________________________________________
block6e_se_squeeze (GlobalAvera (None, 1248) 0 block6e_activation[0][0]
__________________________________________________________________________________________________
block6e_se_reshape (Reshape) (None, 1, 1, 1248) 0 block6e_se_squeeze[0][0]
__________________________________________________________________________________________________
block6e_se_reduce (Conv2D) (None, 1, 1, 52) 64948 block6e_se_reshape[0][0]
__________________________________________________________________________________________________
block6e_se_expand (Conv2D) (None, 1, 1, 1248) 66144 block6e_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w9_d1248_4 (Lambda) (None, 9, 9, 1248) 0 block6e_se_expand[0][0]
__________________________________________________________________________________________________
block6e_se_excite (Multiply) (None, 9, 9, 1248) 0 block6e_activation[0][0]
broadcast_w9_d1248_4[0][0]
__________________________________________________________________________________________________
block6e_project_conv (Conv2D) (None, 9, 9, 208) 259584 block6e_se_excite[0][0]
__________________________________________________________________________________________________
block6e_project_bn (BatchNormal (None, 9, 9, 208) 832 block6e_project_conv[0][0]
__________________________________________________________________________________________________
block6e_drop_dropout (Dropout) (None, 9, 9, 208) 0 block6e_project_bn[0][0]
__________________________________________________________________________________________________
block6e_add (Add) (None, 9, 9, 208) 0 block6d_add[0][0]
block6e_drop_dropout[0][0]
__________________________________________________________________________________________________
block7a_expand_conv (Conv2D) (None, 9, 9, 1248) 259584 block6e_add[0][0]
__________________________________________________________________________________________________
block7a_expand_bn (BatchNormali (None, 9, 9, 1248) 4992 block7a_expand_conv[0][0]
__________________________________________________________________________________________________
block7a_expand_activation (Acti (None, 9, 9, 1248) 0 block7a_expand_bn[0][0]
__________________________________________________________________________________________________
block7a_dwconv (DepthwiseConv2D (None, 9, 9, 1248) 11232 block7a_expand_activation[0][0]
__________________________________________________________________________________________________
block7a_bn (BatchNormalization) (None, 9, 9, 1248) 4992 block7a_dwconv[0][0]
__________________________________________________________________________________________________
block7a_activation (Activation) (None, 9, 9, 1248) 0 block7a_bn[0][0]
__________________________________________________________________________________________________
block7a_se_squeeze (GlobalAvera (None, 1248) 0 block7a_activation[0][0]
__________________________________________________________________________________________________
block7a_se_reshape (Reshape) (None, 1, 1, 1248) 0 block7a_se_squeeze[0][0]
__________________________________________________________________________________________________
block7a_se_reduce (Conv2D) (None, 1, 1, 52) 64948 block7a_se_reshape[0][0]
__________________________________________________________________________________________________
block7a_se_expand (Conv2D) (None, 1, 1, 1248) 66144 block7a_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w9_d1248_5 (Lambda) (None, 9, 9, 1248) 0 block7a_se_expand[0][0]
__________________________________________________________________________________________________
block7a_se_excite (Multiply) (None, 9, 9, 1248) 0 block7a_activation[0][0]
broadcast_w9_d1248_5[0][0]
__________________________________________________________________________________________________
block7a_project_conv (Conv2D) (None, 9, 9, 352) 439296 block7a_se_excite[0][0]
__________________________________________________________________________________________________
block7a_project_bn (BatchNormal (None, 9, 9, 352) 1408 block7a_project_conv[0][0]
__________________________________________________________________________________________________
block7b_expand_conv (Conv2D) (None, 9, 9, 2112) 743424 block7a_project_bn[0][0]
__________________________________________________________________________________________________
block7b_expand_bn (BatchNormali (None, 9, 9, 2112) 8448 block7b_expand_conv[0][0]
__________________________________________________________________________________________________
block7b_expand_activation (Acti (None, 9, 9, 2112) 0 block7b_expand_bn[0][0]
__________________________________________________________________________________________________
block7b_dwconv (DepthwiseConv2D (None, 9, 9, 2112) 19008 block7b_expand_activation[0][0]
__________________________________________________________________________________________________
block7b_bn (BatchNormalization) (None, 9, 9, 2112) 8448 block7b_dwconv[0][0]
__________________________________________________________________________________________________
block7b_activation (Activation) (None, 9, 9, 2112) 0 block7b_bn[0][0]
__________________________________________________________________________________________________
block7b_se_squeeze (GlobalAvera (None, 2112) 0 block7b_activation[0][0]
__________________________________________________________________________________________________
block7b_se_reshape (Reshape) (None, 1, 1, 2112) 0 block7b_se_squeeze[0][0]
__________________________________________________________________________________________________
block7b_se_reduce (Conv2D) (None, 1, 1, 88) 185944 block7b_se_reshape[0][0]
__________________________________________________________________________________________________
block7b_se_expand (Conv2D) (None, 1, 1, 2112) 187968 block7b_se_reduce[0][0]
__________________________________________________________________________________________________
broadcast_w9_d2112_1 (Lambda) (None, 9, 9, 2112) 0 block7b_se_expand[0][0]
__________________________________________________________________________________________________
block7b_se_excite (Multiply) (None, 9, 9, 2112) 0 block7b_activation[0][0]
broadcast_w9_d2112_1[0][0]
__________________________________________________________________________________________________
block7b_project_conv (Conv2D) (None, 9, 9, 352) 743424 block7b_se_excite[0][0]
__________________________________________________________________________________________________
block7b_project_bn (BatchNormal (None, 9, 9, 352) 1408 block7b_project_conv[0][0]
__________________________________________________________________________________________________
block7b_drop_dropout (Dropout) (None, 9, 9, 352) 0 block7b_project_bn[0][0]
__________________________________________________________________________________________________
block7b_add (Add) (None, 9, 9, 352) 0 block7a_project_bn[0][0]
block7b_drop_dropout[0][0]
__________________________________________________________________________________________________
top_conv (Conv2D) (None, 9, 9, 1408) 495616 block7b_add[0][0]
__________________________________________________________________________________________________
top_bn (BatchNormalization) (None, 9, 9, 1408) 5632 top_conv[0][0]
__________________________________________________________________________________________________
top_activation (Activation) (None, 9, 9, 1408) 0 top_bn[0][0]
__________________________________________________________________________________________________
avg_pool (GlobalAveragePooling2 (None, 1408) 0 top_activation[0][0]
__________________________________________________________________________________________________
top_dropout (Dropout) (None, 1408) 0 avg_pool[0][0]
__________________________________________________________________________________________________
probs (Dense) (None, 1000) 1409000 top_dropout[0][0]
==================================================================================================
Total params: 9,177,562
Trainable params: 9,109,994
Non-trainable params: 67,568
__________________________________________________________________________________________________