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
__________________________________________________________________________________________________