KerasEfficientNetB5

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