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Model: "MotionRec-bbox"
__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input_4 (InputLayer)            (None, 608, 608, 10) 0                                            
__________________________________________________________________________________________________
conv2d_1 (Conv2D)               (None, 608, 608, 32) 352         input_4[0][0]                    
__________________________________________________________________________________________________
conv2d_2 (Conv2D)               (None, 608, 608, 32) 2912        input_4[0][0]                    
__________________________________________________________________________________________________
conv2d_3 (Conv2D)               (None, 608, 608, 32) 8032        input_4[0][0]                    
__________________________________________________________________________________________________
activation_1 (Activation)       (None, 608, 608, 32) 0           conv2d_1[0][0]                   
__________________________________________________________________________________________________
activation_2 (Activation)       (None, 608, 608, 32) 0           conv2d_2[0][0]                   
__________________________________________________________________________________________________
activation_3 (Activation)       (None, 608, 608, 32) 0           conv2d_3[0][0]                   
__________________________________________________________________________________________________
average_1 (Average)             (None, 608, 608, 32) 0           activation_1[0][0]               
                                                                 activation_2[0][0]               
                                                                 activation_3[0][0]               
__________________________________________________________________________________________________
conv2d_4 (Conv2D)               (None, 608, 608, 16) 528         average_1[0][0]                  
__________________________________________________________________________________________________
conv2d_5 (Conv2D)               (None, 608, 608, 16) 4624        average_1[0][0]                  
__________________________________________________________________________________________________
conv2d_6 (Conv2D)               (None, 608, 608, 16) 12816       average_1[0][0]                  
__________________________________________________________________________________________________
activation_4 (Activation)       (None, 608, 608, 16) 0           conv2d_4[0][0]                   
__________________________________________________________________________________________________
activation_5 (Activation)       (None, 608, 608, 16) 0           conv2d_5[0][0]                   
__________________________________________________________________________________________________
activation_6 (Activation)       (None, 608, 608, 16) 0           conv2d_6[0][0]                   
__________________________________________________________________________________________________
average_2 (Average)             (None, 608, 608, 16) 0           activation_4[0][0]               
                                                                 activation_5[0][0]               
                                                                 activation_6[0][0]               
__________________________________________________________________________________________________
conv2d_7 (Conv2D)               (None, 608, 608, 8)  136         average_2[0][0]                  
__________________________________________________________________________________________________
conv2d_8 (Conv2D)               (None, 608, 608, 8)  1160        average_2[0][0]                  
__________________________________________________________________________________________________
conv2d_9 (Conv2D)               (None, 608, 608, 8)  3208        average_2[0][0]                  
__________________________________________________________________________________________________
activation_7 (Activation)       (None, 608, 608, 8)  0           conv2d_7[0][0]                   
__________________________________________________________________________________________________
activation_8 (Activation)       (None, 608, 608, 8)  0           conv2d_8[0][0]                   
__________________________________________________________________________________________________
activation_9 (Activation)       (None, 608, 608, 8)  0           conv2d_9[0][0]                   
__________________________________________________________________________________________________
average_3 (Average)             (None, 608, 608, 8)  0           activation_7[0][0]               
                                                                 activation_8[0][0]               
                                                                 activation_9[0][0]               
__________________________________________________________________________________________________
conv2d_10 (Conv2D)              (None, 608, 608, 1)  73          average_3[0][0]                  
__________________________________________________________________________________________________
input_1 (InputLayer)            (None, 608, 608, 3)  0                                            
__________________________________________________________________________________________________
activation_10 (Activation)      (None, 608, 608, 1)  0           conv2d_10[0][0]                  
__________________________________________________________________________________________________
input_3 (InputLayer)            (None, 608, 608, 1)  0                                            
__________________________________________________________________________________________________
input_2 (InputLayer)            (None, 608, 608, 1)  0                                            
__________________________________________________________________________________________________
concatenate_1 (Concatenate)     (None, 608, 608, 6)  0           activation_10[0][0]              
                                                                 input_1[0][0]                    
                                                                 input_3[0][0]                    
                                                                 input_2[0][0]                    
__________________________________________________________________________________________________
padding_conv1 (ZeroPadding2D)   (None, 614, 614, 6)  0           concatenate_1[0][0]              
__________________________________________________________________________________________________
padding_conv1_new_image (ZeroPa (None, 614, 614, 3)  0           input_1[0][0]                    
__________________________________________________________________________________________________
conv1 (Conv2D)                  (None, 304, 304, 64) 18816       padding_conv1[0][0]              
__________________________________________________________________________________________________
conv1_new_image (Conv2D)        (None, 304, 304, 64) 9408        padding_conv1_new_image[0][0]    
__________________________________________________________________________________________________
conv1_relu (Activation)         (None, 304, 304, 64) 0           conv1[0][0]                      
__________________________________________________________________________________________________
conv1_relu_new_image (Activatio (None, 304, 304, 64) 0           conv1_new_image[0][0]            
__________________________________________________________________________________________________
pool1 (MaxPooling2D)            (None, 152, 152, 64) 0           conv1_relu[0][0]                 
__________________________________________________________________________________________________
pool1_new_image (MaxPooling2D)  (None, 152, 152, 64) 0           conv1_relu_new_image[0][0]       
__________________________________________________________________________________________________
res2a_branch2a (Conv2D)         (None, 152, 152, 64) 4096        pool1[0][0]                      
__________________________________________________________________________________________________
res2a_branch2a_new_image (Conv2 (None, 152, 152, 64) 4096        pool1_new_image[0][0]            
__________________________________________________________________________________________________
bn2a_branch2a (BatchNormalizati (None, 152, 152, 64) 256         res2a_branch2a[0][0]             
__________________________________________________________________________________________________
bn2a_branch2a_new_image (BatchN (None, 152, 152, 64) 256         res2a_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res2a_branch2a_relu (Activation (None, 152, 152, 64) 0           bn2a_branch2a[0][0]              
__________________________________________________________________________________________________
res2a_branch2a_relu_new_image ( (None, 152, 152, 64) 0           bn2a_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding2a_branch2b (ZeroPadding (None, 154, 154, 64) 0           res2a_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding2a_branch2b_new_image (Z (None, 154, 154, 64) 0           res2a_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res2a_branch2b (Conv2D)         (None, 152, 152, 64) 36864       padding2a_branch2b[0][0]         
__________________________________________________________________________________________________
res2a_branch2b_new_image (Conv2 (None, 152, 152, 64) 36864       padding2a_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn2a_branch2b (BatchNormalizati (None, 152, 152, 64) 256         res2a_branch2b[0][0]             
__________________________________________________________________________________________________
bn2a_branch2b_new_image (BatchN (None, 152, 152, 64) 256         res2a_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res2a_branch2b_relu (Activation (None, 152, 152, 64) 0           bn2a_branch2b[0][0]              
__________________________________________________________________________________________________
res2a_branch2b_relu_new_image ( (None, 152, 152, 64) 0           bn2a_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res2a_branch2c (Conv2D)         (None, 152, 152, 256 16384       res2a_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res2a_branch1 (Conv2D)          (None, 152, 152, 256 16384       pool1[0][0]                      
__________________________________________________________________________________________________
res2a_branch2c_new_image (Conv2 (None, 152, 152, 256 16384       res2a_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
res2a_branch1_new_image (Conv2D (None, 152, 152, 256 16384       pool1_new_image[0][0]            
__________________________________________________________________________________________________
bn2a_branch2c (BatchNormalizati (None, 152, 152, 256 1024        res2a_branch2c[0][0]             
__________________________________________________________________________________________________
bn2a_branch1 (BatchNormalizatio (None, 152, 152, 256 1024        res2a_branch1[0][0]              
__________________________________________________________________________________________________
bn2a_branch2c_new_image (BatchN (None, 152, 152, 256 1024        res2a_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
bn2a_branch1_new_image (BatchNo (None, 152, 152, 256 1024        res2a_branch1_new_image[0][0]    
__________________________________________________________________________________________________
res2a (Add)                     (None, 152, 152, 256 0           bn2a_branch2c[0][0]              
                                                                 bn2a_branch1[0][0]               
__________________________________________________________________________________________________
res2a_new_image (Add)           (None, 152, 152, 256 0           bn2a_branch2c_new_image[0][0]    
                                                                 bn2a_branch1_new_image[0][0]     
__________________________________________________________________________________________________
res2a_relu (Activation)         (None, 152, 152, 256 0           res2a[0][0]                      
__________________________________________________________________________________________________
res2a_relu_new_image (Activatio (None, 152, 152, 256 0           res2a_new_image[0][0]            
__________________________________________________________________________________________________
res2b_branch2a (Conv2D)         (None, 152, 152, 64) 16384       res2a_relu[0][0]                 
__________________________________________________________________________________________________
res2b_branch2a_new_image (Conv2 (None, 152, 152, 64) 16384       res2a_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn2b_branch2a (BatchNormalizati (None, 152, 152, 64) 256         res2b_branch2a[0][0]             
__________________________________________________________________________________________________
bn2b_branch2a_new_image (BatchN (None, 152, 152, 64) 256         res2b_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res2b_branch2a_relu (Activation (None, 152, 152, 64) 0           bn2b_branch2a[0][0]              
__________________________________________________________________________________________________
res2b_branch2a_relu_new_image ( (None, 152, 152, 64) 0           bn2b_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding2b_branch2b (ZeroPadding (None, 154, 154, 64) 0           res2b_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding2b_branch2b_new_image (Z (None, 154, 154, 64) 0           res2b_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res2b_branch2b (Conv2D)         (None, 152, 152, 64) 36864       padding2b_branch2b[0][0]         
__________________________________________________________________________________________________
res2b_branch2b_new_image (Conv2 (None, 152, 152, 64) 36864       padding2b_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn2b_branch2b (BatchNormalizati (None, 152, 152, 64) 256         res2b_branch2b[0][0]             
__________________________________________________________________________________________________
bn2b_branch2b_new_image (BatchN (None, 152, 152, 64) 256         res2b_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res2b_branch2b_relu (Activation (None, 152, 152, 64) 0           bn2b_branch2b[0][0]              
__________________________________________________________________________________________________
res2b_branch2b_relu_new_image ( (None, 152, 152, 64) 0           bn2b_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res2b_branch2c (Conv2D)         (None, 152, 152, 256 16384       res2b_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res2b_branch2c_new_image (Conv2 (None, 152, 152, 256 16384       res2b_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
bn2b_branch2c (BatchNormalizati (None, 152, 152, 256 1024        res2b_branch2c[0][0]             
__________________________________________________________________________________________________
bn2b_branch2c_new_image (BatchN (None, 152, 152, 256 1024        res2b_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
res2b (Add)                     (None, 152, 152, 256 0           bn2b_branch2c[0][0]              
                                                                 res2a_relu[0][0]                 
__________________________________________________________________________________________________
res2b_new_image (Add)           (None, 152, 152, 256 0           bn2b_branch2c_new_image[0][0]    
                                                                 res2a_relu_new_image[0][0]       
__________________________________________________________________________________________________
res2b_relu (Activation)         (None, 152, 152, 256 0           res2b[0][0]                      
__________________________________________________________________________________________________
res2b_relu_new_image (Activatio (None, 152, 152, 256 0           res2b_new_image[0][0]            
__________________________________________________________________________________________________
res2c_branch2a (Conv2D)         (None, 152, 152, 64) 16384       res2b_relu[0][0]                 
__________________________________________________________________________________________________
res2c_branch2a_new_image (Conv2 (None, 152, 152, 64) 16384       res2b_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn2c_branch2a (BatchNormalizati (None, 152, 152, 64) 256         res2c_branch2a[0][0]             
__________________________________________________________________________________________________
bn2c_branch2a_new_image (BatchN (None, 152, 152, 64) 256         res2c_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res2c_branch2a_relu (Activation (None, 152, 152, 64) 0           bn2c_branch2a[0][0]              
__________________________________________________________________________________________________
res2c_branch2a_relu_new_image ( (None, 152, 152, 64) 0           bn2c_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding2c_branch2b (ZeroPadding (None, 154, 154, 64) 0           res2c_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding2c_branch2b_new_image (Z (None, 154, 154, 64) 0           res2c_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res2c_branch2b (Conv2D)         (None, 152, 152, 64) 36864       padding2c_branch2b[0][0]         
__________________________________________________________________________________________________
res2c_branch2b_new_image (Conv2 (None, 152, 152, 64) 36864       padding2c_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn2c_branch2b (BatchNormalizati (None, 152, 152, 64) 256         res2c_branch2b[0][0]             
__________________________________________________________________________________________________
bn2c_branch2b_new_image (BatchN (None, 152, 152, 64) 256         res2c_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res2c_branch2b_relu (Activation (None, 152, 152, 64) 0           bn2c_branch2b[0][0]              
__________________________________________________________________________________________________
res2c_branch2b_relu_new_image ( (None, 152, 152, 64) 0           bn2c_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res2c_branch2c (Conv2D)         (None, 152, 152, 256 16384       res2c_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res2c_branch2c_new_image (Conv2 (None, 152, 152, 256 16384       res2c_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
bn2c_branch2c (BatchNormalizati (None, 152, 152, 256 1024        res2c_branch2c[0][0]             
__________________________________________________________________________________________________
bn2c_branch2c_new_image (BatchN (None, 152, 152, 256 1024        res2c_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
res2c (Add)                     (None, 152, 152, 256 0           bn2c_branch2c[0][0]              
                                                                 res2b_relu[0][0]                 
__________________________________________________________________________________________________
res2c_new_image (Add)           (None, 152, 152, 256 0           bn2c_branch2c_new_image[0][0]    
                                                                 res2b_relu_new_image[0][0]       
__________________________________________________________________________________________________
res2c_relu (Activation)         (None, 152, 152, 256 0           res2c[0][0]                      
__________________________________________________________________________________________________
res2c_relu_new_image (Activatio (None, 152, 152, 256 0           res2c_new_image[0][0]            
__________________________________________________________________________________________________
res3a_branch2a (Conv2D)         (None, 76, 76, 128)  32768       res2c_relu[0][0]                 
__________________________________________________________________________________________________
res3a_branch2a_new_image (Conv2 (None, 76, 76, 128)  32768       res2c_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn3a_branch2a (BatchNormalizati (None, 76, 76, 128)  512         res3a_branch2a[0][0]             
__________________________________________________________________________________________________
bn3a_branch2a_new_image (BatchN (None, 76, 76, 128)  512         res3a_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res3a_branch2a_relu (Activation (None, 76, 76, 128)  0           bn3a_branch2a[0][0]              
__________________________________________________________________________________________________
res3a_branch2a_relu_new_image ( (None, 76, 76, 128)  0           bn3a_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding3a_branch2b (ZeroPadding (None, 78, 78, 128)  0           res3a_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding3a_branch2b_new_image (Z (None, 78, 78, 128)  0           res3a_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res3a_branch2b (Conv2D)         (None, 76, 76, 128)  147456      padding3a_branch2b[0][0]         
__________________________________________________________________________________________________
res3a_branch2b_new_image (Conv2 (None, 76, 76, 128)  147456      padding3a_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn3a_branch2b (BatchNormalizati (None, 76, 76, 128)  512         res3a_branch2b[0][0]             
__________________________________________________________________________________________________
bn3a_branch2b_new_image (BatchN (None, 76, 76, 128)  512         res3a_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res3a_branch2b_relu (Activation (None, 76, 76, 128)  0           bn3a_branch2b[0][0]              
__________________________________________________________________________________________________
res3a_branch2b_relu_new_image ( (None, 76, 76, 128)  0           bn3a_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res3a_branch2c (Conv2D)         (None, 76, 76, 512)  65536       res3a_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res3a_branch1 (Conv2D)          (None, 76, 76, 512)  131072      res2c_relu[0][0]                 
__________________________________________________________________________________________________
res3a_branch2c_new_image (Conv2 (None, 76, 76, 512)  65536       res3a_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
res3a_branch1_new_image (Conv2D (None, 76, 76, 512)  131072      res2c_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn3a_branch2c (BatchNormalizati (None, 76, 76, 512)  2048        res3a_branch2c[0][0]             
__________________________________________________________________________________________________
bn3a_branch1 (BatchNormalizatio (None, 76, 76, 512)  2048        res3a_branch1[0][0]              
__________________________________________________________________________________________________
bn3a_branch2c_new_image (BatchN (None, 76, 76, 512)  2048        res3a_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
bn3a_branch1_new_image (BatchNo (None, 76, 76, 512)  2048        res3a_branch1_new_image[0][0]    
__________________________________________________________________________________________________
res3a (Add)                     (None, 76, 76, 512)  0           bn3a_branch2c[0][0]              
                                                                 bn3a_branch1[0][0]               
__________________________________________________________________________________________________
res3a_new_image (Add)           (None, 76, 76, 512)  0           bn3a_branch2c_new_image[0][0]    
                                                                 bn3a_branch1_new_image[0][0]     
__________________________________________________________________________________________________
res3a_relu (Activation)         (None, 76, 76, 512)  0           res3a[0][0]                      
__________________________________________________________________________________________________
res3a_relu_new_image (Activatio (None, 76, 76, 512)  0           res3a_new_image[0][0]            
__________________________________________________________________________________________________
res3b_branch2a (Conv2D)         (None, 76, 76, 128)  65536       res3a_relu[0][0]                 
__________________________________________________________________________________________________
res3b_branch2a_new_image (Conv2 (None, 76, 76, 128)  65536       res3a_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn3b_branch2a (BatchNormalizati (None, 76, 76, 128)  512         res3b_branch2a[0][0]             
__________________________________________________________________________________________________
bn3b_branch2a_new_image (BatchN (None, 76, 76, 128)  512         res3b_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res3b_branch2a_relu (Activation (None, 76, 76, 128)  0           bn3b_branch2a[0][0]              
__________________________________________________________________________________________________
res3b_branch2a_relu_new_image ( (None, 76, 76, 128)  0           bn3b_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding3b_branch2b (ZeroPadding (None, 78, 78, 128)  0           res3b_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding3b_branch2b_new_image (Z (None, 78, 78, 128)  0           res3b_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res3b_branch2b (Conv2D)         (None, 76, 76, 128)  147456      padding3b_branch2b[0][0]         
__________________________________________________________________________________________________
res3b_branch2b_new_image (Conv2 (None, 76, 76, 128)  147456      padding3b_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn3b_branch2b (BatchNormalizati (None, 76, 76, 128)  512         res3b_branch2b[0][0]             
__________________________________________________________________________________________________
bn3b_branch2b_new_image (BatchN (None, 76, 76, 128)  512         res3b_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res3b_branch2b_relu (Activation (None, 76, 76, 128)  0           bn3b_branch2b[0][0]              
__________________________________________________________________________________________________
res3b_branch2b_relu_new_image ( (None, 76, 76, 128)  0           bn3b_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res3b_branch2c (Conv2D)         (None, 76, 76, 512)  65536       res3b_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res3b_branch2c_new_image (Conv2 (None, 76, 76, 512)  65536       res3b_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
bn3b_branch2c (BatchNormalizati (None, 76, 76, 512)  2048        res3b_branch2c[0][0]             
__________________________________________________________________________________________________
bn3b_branch2c_new_image (BatchN (None, 76, 76, 512)  2048        res3b_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
res3b (Add)                     (None, 76, 76, 512)  0           bn3b_branch2c[0][0]              
                                                                 res3a_relu[0][0]                 
__________________________________________________________________________________________________
res3b_new_image (Add)           (None, 76, 76, 512)  0           bn3b_branch2c_new_image[0][0]    
                                                                 res3a_relu_new_image[0][0]       
__________________________________________________________________________________________________
res3b_relu (Activation)         (None, 76, 76, 512)  0           res3b[0][0]                      
__________________________________________________________________________________________________
res3b_relu_new_image (Activatio (None, 76, 76, 512)  0           res3b_new_image[0][0]            
__________________________________________________________________________________________________
res3c_branch2a (Conv2D)         (None, 76, 76, 128)  65536       res3b_relu[0][0]                 
__________________________________________________________________________________________________
res3c_branch2a_new_image (Conv2 (None, 76, 76, 128)  65536       res3b_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn3c_branch2a (BatchNormalizati (None, 76, 76, 128)  512         res3c_branch2a[0][0]             
__________________________________________________________________________________________________
bn3c_branch2a_new_image (BatchN (None, 76, 76, 128)  512         res3c_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res3c_branch2a_relu (Activation (None, 76, 76, 128)  0           bn3c_branch2a[0][0]              
__________________________________________________________________________________________________
res3c_branch2a_relu_new_image ( (None, 76, 76, 128)  0           bn3c_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding3c_branch2b (ZeroPadding (None, 78, 78, 128)  0           res3c_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding3c_branch2b_new_image (Z (None, 78, 78, 128)  0           res3c_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res3c_branch2b (Conv2D)         (None, 76, 76, 128)  147456      padding3c_branch2b[0][0]         
__________________________________________________________________________________________________
res3c_branch2b_new_image (Conv2 (None, 76, 76, 128)  147456      padding3c_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn3c_branch2b (BatchNormalizati (None, 76, 76, 128)  512         res3c_branch2b[0][0]             
__________________________________________________________________________________________________
bn3c_branch2b_new_image (BatchN (None, 76, 76, 128)  512         res3c_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res3c_branch2b_relu (Activation (None, 76, 76, 128)  0           bn3c_branch2b[0][0]              
__________________________________________________________________________________________________
res3c_branch2b_relu_new_image ( (None, 76, 76, 128)  0           bn3c_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res3c_branch2c (Conv2D)         (None, 76, 76, 512)  65536       res3c_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res3c_branch2c_new_image (Conv2 (None, 76, 76, 512)  65536       res3c_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
bn3c_branch2c (BatchNormalizati (None, 76, 76, 512)  2048        res3c_branch2c[0][0]             
__________________________________________________________________________________________________
bn3c_branch2c_new_image (BatchN (None, 76, 76, 512)  2048        res3c_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
res3c (Add)                     (None, 76, 76, 512)  0           bn3c_branch2c[0][0]              
                                                                 res3b_relu[0][0]                 
__________________________________________________________________________________________________
res3c_new_image (Add)           (None, 76, 76, 512)  0           bn3c_branch2c_new_image[0][0]    
                                                                 res3b_relu_new_image[0][0]       
__________________________________________________________________________________________________
res3c_relu (Activation)         (None, 76, 76, 512)  0           res3c[0][0]                      
__________________________________________________________________________________________________
res3c_relu_new_image (Activatio (None, 76, 76, 512)  0           res3c_new_image[0][0]            
__________________________________________________________________________________________________
res3d_branch2a (Conv2D)         (None, 76, 76, 128)  65536       res3c_relu[0][0]                 
__________________________________________________________________________________________________
res3d_branch2a_new_image (Conv2 (None, 76, 76, 128)  65536       res3c_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn3d_branch2a (BatchNormalizati (None, 76, 76, 128)  512         res3d_branch2a[0][0]             
__________________________________________________________________________________________________
bn3d_branch2a_new_image (BatchN (None, 76, 76, 128)  512         res3d_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res3d_branch2a_relu (Activation (None, 76, 76, 128)  0           bn3d_branch2a[0][0]              
__________________________________________________________________________________________________
res3d_branch2a_relu_new_image ( (None, 76, 76, 128)  0           bn3d_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding3d_branch2b (ZeroPadding (None, 78, 78, 128)  0           res3d_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding3d_branch2b_new_image (Z (None, 78, 78, 128)  0           res3d_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res3d_branch2b (Conv2D)         (None, 76, 76, 128)  147456      padding3d_branch2b[0][0]         
__________________________________________________________________________________________________
res3d_branch2b_new_image (Conv2 (None, 76, 76, 128)  147456      padding3d_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn3d_branch2b (BatchNormalizati (None, 76, 76, 128)  512         res3d_branch2b[0][0]             
__________________________________________________________________________________________________
bn3d_branch2b_new_image (BatchN (None, 76, 76, 128)  512         res3d_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res3d_branch2b_relu (Activation (None, 76, 76, 128)  0           bn3d_branch2b[0][0]              
__________________________________________________________________________________________________
res3d_branch2b_relu_new_image ( (None, 76, 76, 128)  0           bn3d_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res3d_branch2c (Conv2D)         (None, 76, 76, 512)  65536       res3d_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res3d_branch2c_new_image (Conv2 (None, 76, 76, 512)  65536       res3d_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
bn3d_branch2c (BatchNormalizati (None, 76, 76, 512)  2048        res3d_branch2c[0][0]             
__________________________________________________________________________________________________
bn3d_branch2c_new_image (BatchN (None, 76, 76, 512)  2048        res3d_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
res3d (Add)                     (None, 76, 76, 512)  0           bn3d_branch2c[0][0]              
                                                                 res3c_relu[0][0]                 
__________________________________________________________________________________________________
res3d_new_image (Add)           (None, 76, 76, 512)  0           bn3d_branch2c_new_image[0][0]    
                                                                 res3c_relu_new_image[0][0]       
__________________________________________________________________________________________________
res3d_relu (Activation)         (None, 76, 76, 512)  0           res3d[0][0]                      
__________________________________________________________________________________________________
res3d_relu_new_image (Activatio (None, 76, 76, 512)  0           res3d_new_image[0][0]            
__________________________________________________________________________________________________
res4a_branch2a (Conv2D)         (None, 38, 38, 256)  131072      res3d_relu[0][0]                 
__________________________________________________________________________________________________
res4a_branch2a_new_image (Conv2 (None, 38, 38, 256)  131072      res3d_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn4a_branch2a (BatchNormalizati (None, 38, 38, 256)  1024        res4a_branch2a[0][0]             
__________________________________________________________________________________________________
bn4a_branch2a_new_image (BatchN (None, 38, 38, 256)  1024        res4a_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res4a_branch2a_relu (Activation (None, 38, 38, 256)  0           bn4a_branch2a[0][0]              
__________________________________________________________________________________________________
res4a_branch2a_relu_new_image ( (None, 38, 38, 256)  0           bn4a_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding4a_branch2b (ZeroPadding (None, 40, 40, 256)  0           res4a_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding4a_branch2b_new_image (Z (None, 40, 40, 256)  0           res4a_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res4a_branch2b (Conv2D)         (None, 38, 38, 256)  589824      padding4a_branch2b[0][0]         
__________________________________________________________________________________________________
res4a_branch2b_new_image (Conv2 (None, 38, 38, 256)  589824      padding4a_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn4a_branch2b (BatchNormalizati (None, 38, 38, 256)  1024        res4a_branch2b[0][0]             
__________________________________________________________________________________________________
bn4a_branch2b_new_image (BatchN (None, 38, 38, 256)  1024        res4a_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res4a_branch2b_relu (Activation (None, 38, 38, 256)  0           bn4a_branch2b[0][0]              
__________________________________________________________________________________________________
res4a_branch2b_relu_new_image ( (None, 38, 38, 256)  0           bn4a_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res4a_branch2c (Conv2D)         (None, 38, 38, 1024) 262144      res4a_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res4a_branch1 (Conv2D)          (None, 38, 38, 1024) 524288      res3d_relu[0][0]                 
__________________________________________________________________________________________________
res4a_branch2c_new_image (Conv2 (None, 38, 38, 1024) 262144      res4a_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
res4a_branch1_new_image (Conv2D (None, 38, 38, 1024) 524288      res3d_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn4a_branch2c (BatchNormalizati (None, 38, 38, 1024) 4096        res4a_branch2c[0][0]             
__________________________________________________________________________________________________
bn4a_branch1 (BatchNormalizatio (None, 38, 38, 1024) 4096        res4a_branch1[0][0]              
__________________________________________________________________________________________________
bn4a_branch2c_new_image (BatchN (None, 38, 38, 1024) 4096        res4a_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
bn4a_branch1_new_image (BatchNo (None, 38, 38, 1024) 4096        res4a_branch1_new_image[0][0]    
__________________________________________________________________________________________________
res4a (Add)                     (None, 38, 38, 1024) 0           bn4a_branch2c[0][0]              
                                                                 bn4a_branch1[0][0]               
__________________________________________________________________________________________________
res4a_new_image (Add)           (None, 38, 38, 1024) 0           bn4a_branch2c_new_image[0][0]    
                                                                 bn4a_branch1_new_image[0][0]     
__________________________________________________________________________________________________
res4a_relu (Activation)         (None, 38, 38, 1024) 0           res4a[0][0]                      
__________________________________________________________________________________________________
res4a_relu_new_image (Activatio (None, 38, 38, 1024) 0           res4a_new_image[0][0]            
__________________________________________________________________________________________________
res4b_branch2a (Conv2D)         (None, 38, 38, 256)  262144      res4a_relu[0][0]                 
__________________________________________________________________________________________________
res4b_branch2a_new_image (Conv2 (None, 38, 38, 256)  262144      res4a_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn4b_branch2a (BatchNormalizati (None, 38, 38, 256)  1024        res4b_branch2a[0][0]             
__________________________________________________________________________________________________
bn4b_branch2a_new_image (BatchN (None, 38, 38, 256)  1024        res4b_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res4b_branch2a_relu (Activation (None, 38, 38, 256)  0           bn4b_branch2a[0][0]              
__________________________________________________________________________________________________
res4b_branch2a_relu_new_image ( (None, 38, 38, 256)  0           bn4b_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding4b_branch2b (ZeroPadding (None, 40, 40, 256)  0           res4b_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding4b_branch2b_new_image (Z (None, 40, 40, 256)  0           res4b_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res4b_branch2b (Conv2D)         (None, 38, 38, 256)  589824      padding4b_branch2b[0][0]         
__________________________________________________________________________________________________
res4b_branch2b_new_image (Conv2 (None, 38, 38, 256)  589824      padding4b_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn4b_branch2b (BatchNormalizati (None, 38, 38, 256)  1024        res4b_branch2b[0][0]             
__________________________________________________________________________________________________
bn4b_branch2b_new_image (BatchN (None, 38, 38, 256)  1024        res4b_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res4b_branch2b_relu (Activation (None, 38, 38, 256)  0           bn4b_branch2b[0][0]              
__________________________________________________________________________________________________
res4b_branch2b_relu_new_image ( (None, 38, 38, 256)  0           bn4b_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res4b_branch2c (Conv2D)         (None, 38, 38, 1024) 262144      res4b_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res4b_branch2c_new_image (Conv2 (None, 38, 38, 1024) 262144      res4b_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
bn4b_branch2c (BatchNormalizati (None, 38, 38, 1024) 4096        res4b_branch2c[0][0]             
__________________________________________________________________________________________________
bn4b_branch2c_new_image (BatchN (None, 38, 38, 1024) 4096        res4b_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
res4b (Add)                     (None, 38, 38, 1024) 0           bn4b_branch2c[0][0]              
                                                                 res4a_relu[0][0]                 
__________________________________________________________________________________________________
res4b_new_image (Add)           (None, 38, 38, 1024) 0           bn4b_branch2c_new_image[0][0]    
                                                                 res4a_relu_new_image[0][0]       
__________________________________________________________________________________________________
res4b_relu (Activation)         (None, 38, 38, 1024) 0           res4b[0][0]                      
__________________________________________________________________________________________________
res4b_relu_new_image (Activatio (None, 38, 38, 1024) 0           res4b_new_image[0][0]            
__________________________________________________________________________________________________
res4c_branch2a (Conv2D)         (None, 38, 38, 256)  262144      res4b_relu[0][0]                 
__________________________________________________________________________________________________
res4c_branch2a_new_image (Conv2 (None, 38, 38, 256)  262144      res4b_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn4c_branch2a (BatchNormalizati (None, 38, 38, 256)  1024        res4c_branch2a[0][0]             
__________________________________________________________________________________________________
bn4c_branch2a_new_image (BatchN (None, 38, 38, 256)  1024        res4c_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res4c_branch2a_relu (Activation (None, 38, 38, 256)  0           bn4c_branch2a[0][0]              
__________________________________________________________________________________________________
res4c_branch2a_relu_new_image ( (None, 38, 38, 256)  0           bn4c_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding4c_branch2b (ZeroPadding (None, 40, 40, 256)  0           res4c_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding4c_branch2b_new_image (Z (None, 40, 40, 256)  0           res4c_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res4c_branch2b (Conv2D)         (None, 38, 38, 256)  589824      padding4c_branch2b[0][0]         
__________________________________________________________________________________________________
res4c_branch2b_new_image (Conv2 (None, 38, 38, 256)  589824      padding4c_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn4c_branch2b (BatchNormalizati (None, 38, 38, 256)  1024        res4c_branch2b[0][0]             
__________________________________________________________________________________________________
bn4c_branch2b_new_image (BatchN (None, 38, 38, 256)  1024        res4c_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res4c_branch2b_relu (Activation (None, 38, 38, 256)  0           bn4c_branch2b[0][0]              
__________________________________________________________________________________________________
res4c_branch2b_relu_new_image ( (None, 38, 38, 256)  0           bn4c_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res4c_branch2c (Conv2D)         (None, 38, 38, 1024) 262144      res4c_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res4c_branch2c_new_image (Conv2 (None, 38, 38, 1024) 262144      res4c_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
bn4c_branch2c (BatchNormalizati (None, 38, 38, 1024) 4096        res4c_branch2c[0][0]             
__________________________________________________________________________________________________
bn4c_branch2c_new_image (BatchN (None, 38, 38, 1024) 4096        res4c_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
res4c (Add)                     (None, 38, 38, 1024) 0           bn4c_branch2c[0][0]              
                                                                 res4b_relu[0][0]                 
__________________________________________________________________________________________________
res4c_new_image (Add)           (None, 38, 38, 1024) 0           bn4c_branch2c_new_image[0][0]    
                                                                 res4b_relu_new_image[0][0]       
__________________________________________________________________________________________________
res4c_relu (Activation)         (None, 38, 38, 1024) 0           res4c[0][0]                      
__________________________________________________________________________________________________
res4c_relu_new_image (Activatio (None, 38, 38, 1024) 0           res4c_new_image[0][0]            
__________________________________________________________________________________________________
res4d_branch2a (Conv2D)         (None, 38, 38, 256)  262144      res4c_relu[0][0]                 
__________________________________________________________________________________________________
res4d_branch2a_new_image (Conv2 (None, 38, 38, 256)  262144      res4c_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn4d_branch2a (BatchNormalizati (None, 38, 38, 256)  1024        res4d_branch2a[0][0]             
__________________________________________________________________________________________________
bn4d_branch2a_new_image (BatchN (None, 38, 38, 256)  1024        res4d_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res4d_branch2a_relu (Activation (None, 38, 38, 256)  0           bn4d_branch2a[0][0]              
__________________________________________________________________________________________________
res4d_branch2a_relu_new_image ( (None, 38, 38, 256)  0           bn4d_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding4d_branch2b (ZeroPadding (None, 40, 40, 256)  0           res4d_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding4d_branch2b_new_image (Z (None, 40, 40, 256)  0           res4d_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res4d_branch2b (Conv2D)         (None, 38, 38, 256)  589824      padding4d_branch2b[0][0]         
__________________________________________________________________________________________________
res4d_branch2b_new_image (Conv2 (None, 38, 38, 256)  589824      padding4d_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn4d_branch2b (BatchNormalizati (None, 38, 38, 256)  1024        res4d_branch2b[0][0]             
__________________________________________________________________________________________________
bn4d_branch2b_new_image (BatchN (None, 38, 38, 256)  1024        res4d_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res4d_branch2b_relu (Activation (None, 38, 38, 256)  0           bn4d_branch2b[0][0]              
__________________________________________________________________________________________________
res4d_branch2b_relu_new_image ( (None, 38, 38, 256)  0           bn4d_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res4d_branch2c (Conv2D)         (None, 38, 38, 1024) 262144      res4d_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res4d_branch2c_new_image (Conv2 (None, 38, 38, 1024) 262144      res4d_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
bn4d_branch2c (BatchNormalizati (None, 38, 38, 1024) 4096        res4d_branch2c[0][0]             
__________________________________________________________________________________________________
bn4d_branch2c_new_image (BatchN (None, 38, 38, 1024) 4096        res4d_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
res4d (Add)                     (None, 38, 38, 1024) 0           bn4d_branch2c[0][0]              
                                                                 res4c_relu[0][0]                 
__________________________________________________________________________________________________
res4d_new_image (Add)           (None, 38, 38, 1024) 0           bn4d_branch2c_new_image[0][0]    
                                                                 res4c_relu_new_image[0][0]       
__________________________________________________________________________________________________
res4d_relu (Activation)         (None, 38, 38, 1024) 0           res4d[0][0]                      
__________________________________________________________________________________________________
res4d_relu_new_image (Activatio (None, 38, 38, 1024) 0           res4d_new_image[0][0]            
__________________________________________________________________________________________________
res4e_branch2a (Conv2D)         (None, 38, 38, 256)  262144      res4d_relu[0][0]                 
__________________________________________________________________________________________________
res4e_branch2a_new_image (Conv2 (None, 38, 38, 256)  262144      res4d_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn4e_branch2a (BatchNormalizati (None, 38, 38, 256)  1024        res4e_branch2a[0][0]             
__________________________________________________________________________________________________
bn4e_branch2a_new_image (BatchN (None, 38, 38, 256)  1024        res4e_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res4e_branch2a_relu (Activation (None, 38, 38, 256)  0           bn4e_branch2a[0][0]              
__________________________________________________________________________________________________
res4e_branch2a_relu_new_image ( (None, 38, 38, 256)  0           bn4e_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding4e_branch2b (ZeroPadding (None, 40, 40, 256)  0           res4e_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding4e_branch2b_new_image (Z (None, 40, 40, 256)  0           res4e_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res4e_branch2b (Conv2D)         (None, 38, 38, 256)  589824      padding4e_branch2b[0][0]         
__________________________________________________________________________________________________
res4e_branch2b_new_image (Conv2 (None, 38, 38, 256)  589824      padding4e_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn4e_branch2b (BatchNormalizati (None, 38, 38, 256)  1024        res4e_branch2b[0][0]             
__________________________________________________________________________________________________
bn4e_branch2b_new_image (BatchN (None, 38, 38, 256)  1024        res4e_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res4e_branch2b_relu (Activation (None, 38, 38, 256)  0           bn4e_branch2b[0][0]              
__________________________________________________________________________________________________
res4e_branch2b_relu_new_image ( (None, 38, 38, 256)  0           bn4e_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res4e_branch2c (Conv2D)         (None, 38, 38, 1024) 262144      res4e_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res4e_branch2c_new_image (Conv2 (None, 38, 38, 1024) 262144      res4e_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
bn4e_branch2c (BatchNormalizati (None, 38, 38, 1024) 4096        res4e_branch2c[0][0]             
__________________________________________________________________________________________________
bn4e_branch2c_new_image (BatchN (None, 38, 38, 1024) 4096        res4e_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
res4e (Add)                     (None, 38, 38, 1024) 0           bn4e_branch2c[0][0]              
                                                                 res4d_relu[0][0]                 
__________________________________________________________________________________________________
res4e_new_image (Add)           (None, 38, 38, 1024) 0           bn4e_branch2c_new_image[0][0]    
                                                                 res4d_relu_new_image[0][0]       
__________________________________________________________________________________________________
res4e_relu (Activation)         (None, 38, 38, 1024) 0           res4e[0][0]                      
__________________________________________________________________________________________________
res4e_relu_new_image (Activatio (None, 38, 38, 1024) 0           res4e_new_image[0][0]            
__________________________________________________________________________________________________
res4f_branch2a (Conv2D)         (None, 38, 38, 256)  262144      res4e_relu[0][0]                 
__________________________________________________________________________________________________
res4f_branch2a_new_image (Conv2 (None, 38, 38, 256)  262144      res4e_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn4f_branch2a (BatchNormalizati (None, 38, 38, 256)  1024        res4f_branch2a[0][0]             
__________________________________________________________________________________________________
bn4f_branch2a_new_image (BatchN (None, 38, 38, 256)  1024        res4f_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res4f_branch2a_relu (Activation (None, 38, 38, 256)  0           bn4f_branch2a[0][0]              
__________________________________________________________________________________________________
res4f_branch2a_relu_new_image ( (None, 38, 38, 256)  0           bn4f_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding4f_branch2b (ZeroPadding (None, 40, 40, 256)  0           res4f_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding4f_branch2b_new_image (Z (None, 40, 40, 256)  0           res4f_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res4f_branch2b (Conv2D)         (None, 38, 38, 256)  589824      padding4f_branch2b[0][0]         
__________________________________________________________________________________________________
res4f_branch2b_new_image (Conv2 (None, 38, 38, 256)  589824      padding4f_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn4f_branch2b (BatchNormalizati (None, 38, 38, 256)  1024        res4f_branch2b[0][0]             
__________________________________________________________________________________________________
bn4f_branch2b_new_image (BatchN (None, 38, 38, 256)  1024        res4f_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res4f_branch2b_relu (Activation (None, 38, 38, 256)  0           bn4f_branch2b[0][0]              
__________________________________________________________________________________________________
res4f_branch2b_relu_new_image ( (None, 38, 38, 256)  0           bn4f_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res4f_branch2c (Conv2D)         (None, 38, 38, 1024) 262144      res4f_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res4f_branch2c_new_image (Conv2 (None, 38, 38, 1024) 262144      res4f_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
bn4f_branch2c (BatchNormalizati (None, 38, 38, 1024) 4096        res4f_branch2c[0][0]             
__________________________________________________________________________________________________
bn4f_branch2c_new_image (BatchN (None, 38, 38, 1024) 4096        res4f_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
res4f (Add)                     (None, 38, 38, 1024) 0           bn4f_branch2c[0][0]              
                                                                 res4e_relu[0][0]                 
__________________________________________________________________________________________________
res4f_new_image (Add)           (None, 38, 38, 1024) 0           bn4f_branch2c_new_image[0][0]    
                                                                 res4e_relu_new_image[0][0]       
__________________________________________________________________________________________________
res4f_relu (Activation)         (None, 38, 38, 1024) 0           res4f[0][0]                      
__________________________________________________________________________________________________
res4f_relu_new_image (Activatio (None, 38, 38, 1024) 0           res4f_new_image[0][0]            
__________________________________________________________________________________________________
res5a_branch2a (Conv2D)         (None, 19, 19, 512)  524288      res4f_relu[0][0]                 
__________________________________________________________________________________________________
res5a_branch2a_new_image (Conv2 (None, 19, 19, 512)  524288      res4f_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn5a_branch2a (BatchNormalizati (None, 19, 19, 512)  2048        res5a_branch2a[0][0]             
__________________________________________________________________________________________________
bn5a_branch2a_new_image (BatchN (None, 19, 19, 512)  2048        res5a_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res5a_branch2a_relu (Activation (None, 19, 19, 512)  0           bn5a_branch2a[0][0]              
__________________________________________________________________________________________________
res5a_branch2a_relu_new_image ( (None, 19, 19, 512)  0           bn5a_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding5a_branch2b (ZeroPadding (None, 21, 21, 512)  0           res5a_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding5a_branch2b_new_image (Z (None, 21, 21, 512)  0           res5a_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res5a_branch2b (Conv2D)         (None, 19, 19, 512)  2359296     padding5a_branch2b[0][0]         
__________________________________________________________________________________________________
res5a_branch2b_new_image (Conv2 (None, 19, 19, 512)  2359296     padding5a_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn5a_branch2b (BatchNormalizati (None, 19, 19, 512)  2048        res5a_branch2b[0][0]             
__________________________________________________________________________________________________
bn5a_branch2b_new_image (BatchN (None, 19, 19, 512)  2048        res5a_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res5a_branch2b_relu (Activation (None, 19, 19, 512)  0           bn5a_branch2b[0][0]              
__________________________________________________________________________________________________
res5a_branch2b_relu_new_image ( (None, 19, 19, 512)  0           bn5a_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res5a_branch2c (Conv2D)         (None, 19, 19, 2048) 1048576     res5a_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res5a_branch1 (Conv2D)          (None, 19, 19, 2048) 2097152     res4f_relu[0][0]                 
__________________________________________________________________________________________________
res5a_branch2c_new_image (Conv2 (None, 19, 19, 2048) 1048576     res5a_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
res5a_branch1_new_image (Conv2D (None, 19, 19, 2048) 2097152     res4f_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn5a_branch2c (BatchNormalizati (None, 19, 19, 2048) 8192        res5a_branch2c[0][0]             
__________________________________________________________________________________________________
bn5a_branch1 (BatchNormalizatio (None, 19, 19, 2048) 8192        res5a_branch1[0][0]              
__________________________________________________________________________________________________
bn5a_branch2c_new_image (BatchN (None, 19, 19, 2048) 8192        res5a_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
bn5a_branch1_new_image (BatchNo (None, 19, 19, 2048) 8192        res5a_branch1_new_image[0][0]    
__________________________________________________________________________________________________
res5a (Add)                     (None, 19, 19, 2048) 0           bn5a_branch2c[0][0]              
                                                                 bn5a_branch1[0][0]               
__________________________________________________________________________________________________
res5a_new_image (Add)           (None, 19, 19, 2048) 0           bn5a_branch2c_new_image[0][0]    
                                                                 bn5a_branch1_new_image[0][0]     
__________________________________________________________________________________________________
res5a_relu (Activation)         (None, 19, 19, 2048) 0           res5a[0][0]                      
__________________________________________________________________________________________________
res5a_relu_new_image (Activatio (None, 19, 19, 2048) 0           res5a_new_image[0][0]            
__________________________________________________________________________________________________
res5b_branch2a (Conv2D)         (None, 19, 19, 512)  1048576     res5a_relu[0][0]                 
__________________________________________________________________________________________________
res5b_branch2a_new_image (Conv2 (None, 19, 19, 512)  1048576     res5a_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn5b_branch2a (BatchNormalizati (None, 19, 19, 512)  2048        res5b_branch2a[0][0]             
__________________________________________________________________________________________________
bn5b_branch2a_new_image (BatchN (None, 19, 19, 512)  2048        res5b_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res5b_branch2a_relu (Activation (None, 19, 19, 512)  0           bn5b_branch2a[0][0]              
__________________________________________________________________________________________________
res5b_branch2a_relu_new_image ( (None, 19, 19, 512)  0           bn5b_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding5b_branch2b (ZeroPadding (None, 21, 21, 512)  0           res5b_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding5b_branch2b_new_image (Z (None, 21, 21, 512)  0           res5b_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res5b_branch2b (Conv2D)         (None, 19, 19, 512)  2359296     padding5b_branch2b[0][0]         
__________________________________________________________________________________________________
res5b_branch2b_new_image (Conv2 (None, 19, 19, 512)  2359296     padding5b_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn5b_branch2b (BatchNormalizati (None, 19, 19, 512)  2048        res5b_branch2b[0][0]             
__________________________________________________________________________________________________
bn5b_branch2b_new_image (BatchN (None, 19, 19, 512)  2048        res5b_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res5b_branch2b_relu (Activation (None, 19, 19, 512)  0           bn5b_branch2b[0][0]              
__________________________________________________________________________________________________
res5b_branch2b_relu_new_image ( (None, 19, 19, 512)  0           bn5b_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res5b_branch2c (Conv2D)         (None, 19, 19, 2048) 1048576     res5b_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res5b_branch2c_new_image (Conv2 (None, 19, 19, 2048) 1048576     res5b_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
bn5b_branch2c (BatchNormalizati (None, 19, 19, 2048) 8192        res5b_branch2c[0][0]             
__________________________________________________________________________________________________
bn5b_branch2c_new_image (BatchN (None, 19, 19, 2048) 8192        res5b_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
res5b (Add)                     (None, 19, 19, 2048) 0           bn5b_branch2c[0][0]              
                                                                 res5a_relu[0][0]                 
__________________________________________________________________________________________________
res5b_new_image (Add)           (None, 19, 19, 2048) 0           bn5b_branch2c_new_image[0][0]    
                                                                 res5a_relu_new_image[0][0]       
__________________________________________________________________________________________________
res5b_relu (Activation)         (None, 19, 19, 2048) 0           res5b[0][0]                      
__________________________________________________________________________________________________
res5b_relu_new_image (Activatio (None, 19, 19, 2048) 0           res5b_new_image[0][0]            
__________________________________________________________________________________________________
res5c_branch2a (Conv2D)         (None, 19, 19, 512)  1048576     res5b_relu[0][0]                 
__________________________________________________________________________________________________
res5c_branch2a_new_image (Conv2 (None, 19, 19, 512)  1048576     res5b_relu_new_image[0][0]       
__________________________________________________________________________________________________
bn5c_branch2a (BatchNormalizati (None, 19, 19, 512)  2048        res5c_branch2a[0][0]             
__________________________________________________________________________________________________
bn5c_branch2a_new_image (BatchN (None, 19, 19, 512)  2048        res5c_branch2a_new_image[0][0]   
__________________________________________________________________________________________________
res5c_branch2a_relu (Activation (None, 19, 19, 512)  0           bn5c_branch2a[0][0]              
__________________________________________________________________________________________________
res5c_branch2a_relu_new_image ( (None, 19, 19, 512)  0           bn5c_branch2a_new_image[0][0]    
__________________________________________________________________________________________________
padding5c_branch2b (ZeroPadding (None, 21, 21, 512)  0           res5c_branch2a_relu[0][0]        
__________________________________________________________________________________________________
padding5c_branch2b_new_image (Z (None, 21, 21, 512)  0           res5c_branch2a_relu_new_image[0][
__________________________________________________________________________________________________
res5c_branch2b (Conv2D)         (None, 19, 19, 512)  2359296     padding5c_branch2b[0][0]         
__________________________________________________________________________________________________
res5c_branch2b_new_image (Conv2 (None, 19, 19, 512)  2359296     padding5c_branch2b_new_image[0][0
__________________________________________________________________________________________________
bn5c_branch2b (BatchNormalizati (None, 19, 19, 512)  2048        res5c_branch2b[0][0]             
__________________________________________________________________________________________________
bn5c_branch2b_new_image (BatchN (None, 19, 19, 512)  2048        res5c_branch2b_new_image[0][0]   
__________________________________________________________________________________________________
res5c_branch2b_relu (Activation (None, 19, 19, 512)  0           bn5c_branch2b[0][0]              
__________________________________________________________________________________________________
res5c_branch2b_relu_new_image ( (None, 19, 19, 512)  0           bn5c_branch2b_new_image[0][0]    
__________________________________________________________________________________________________
res5c_branch2c (Conv2D)         (None, 19, 19, 2048) 1048576     res5c_branch2b_relu[0][0]        
__________________________________________________________________________________________________
res5c_branch2c_new_image (Conv2 (None, 19, 19, 2048) 1048576     res5c_branch2b_relu_new_image[0][
__________________________________________________________________________________________________
bn5c_branch2c (BatchNormalizati (None, 19, 19, 2048) 8192        res5c_branch2c[0][0]             
__________________________________________________________________________________________________
bn5c_branch2c_new_image (BatchN (None, 19, 19, 2048) 8192        res5c_branch2c_new_image[0][0]   
__________________________________________________________________________________________________
res5c (Add)                     (None, 19, 19, 2048) 0           bn5c_branch2c[0][0]              
                                                                 res5b_relu[0][0]                 
__________________________________________________________________________________________________
res5c_new_image (Add)           (None, 19, 19, 2048) 0           bn5c_branch2c_new_image[0][0]    
                                                                 res5b_relu_new_image[0][0]       
__________________________________________________________________________________________________
res5c_relu (Activation)         (None, 19, 19, 2048) 0           res5c[0][0]                      
__________________________________________________________________________________________________
res5c_relu_new_image (Activatio (None, 19, 19, 2048) 0           res5c_new_image[0][0]            
__________________________________________________________________________________________________
concatenate_5 (Concatenate)     (None, 19, 19, 4096) 0           res5c_relu[0][0]                 
                                                                 res5c_relu_new_image[0][0]       
__________________________________________________________________________________________________
C5_reduced (Conv2D)             (None, 19, 19, 256)  1048832     concatenate_5[0][0]              
__________________________________________________________________________________________________
concatenate_4 (Concatenate)     (None, 38, 38, 2048) 0           res4f_relu[0][0]                 
                                                                 res4f_relu_new_image[0][0]       
__________________________________________________________________________________________________
P5_upsampled (UpsampleLike)     (None, 38, 38, 256)  0           C5_reduced[0][0]                 
                                                                 concatenate_4[0][0]              
__________________________________________________________________________________________________
C4_reduced (Conv2D)             (None, 38, 38, 256)  524544      concatenate_4[0][0]              
__________________________________________________________________________________________________
P4_merged (Add)                 (None, 38, 38, 256)  0           P5_upsampled[0][0]               
                                                                 C4_reduced[0][0]                 
__________________________________________________________________________________________________
concatenate_3 (Concatenate)     (None, 76, 76, 1024) 0           res3d_relu[0][0]                 
                                                                 res3d_relu_new_image[0][0]       
__________________________________________________________________________________________________
P4_upsampled (UpsampleLike)     (None, 76, 76, 256)  0           P4_merged[0][0]                  
                                                                 concatenate_3[0][0]              
__________________________________________________________________________________________________
C3_reduced (Conv2D)             (None, 76, 76, 256)  262400      concatenate_3[0][0]              
__________________________________________________________________________________________________
P6 (Conv2D)                     (None, 10, 10, 256)  9437440     concatenate_5[0][0]              
__________________________________________________________________________________________________
P3_merged (Add)                 (None, 76, 76, 256)  0           P4_upsampled[0][0]               
                                                                 C3_reduced[0][0]                 
__________________________________________________________________________________________________
C6_relu (Activation)            (None, 10, 10, 256)  0           P6[0][0]                         
__________________________________________________________________________________________________
P3 (Conv2D)                     (None, 76, 76, 256)  590080      P3_merged[0][0]                  
__________________________________________________________________________________________________
P4 (Conv2D)                     (None, 38, 38, 256)  590080      P4_merged[0][0]                  
__________________________________________________________________________________________________
P5 (Conv2D)                     (None, 19, 19, 256)  590080      C5_reduced[0][0]                 
__________________________________________________________________________________________________
P7 (Conv2D)                     (None, 5, 5, 256)    590080      C6_relu[0][0]                    
__________________________________________________________________________________________________
anchors_0 (Anchors)             (None, 51984, 4)     0           P3[0][0]                         
__________________________________________________________________________________________________
anchors_1 (Anchors)             (None, 12996, 4)     0           P4[0][0]                         
__________________________________________________________________________________________________
anchors_2 (Anchors)             (None, 3249, 4)      0           P5[0][0]                         
__________________________________________________________________________________________________
anchors_3 (Anchors)             (None, 900, 4)       0           P6[0][0]                         
__________________________________________________________________________________________________
anchors_4 (Anchors)             (None, 225, 4)       0           P7[0][0]                         
__________________________________________________________________________________________________
regression_submodel (Model)     multiple             2443300     P3[0][0]                         
                                                                 P4[0][0]                         
                                                                 P5[0][0]                         
                                                                 P6[0][0]                         
                                                                 P7[0][0]                         
__________________________________________________________________________________________________
anchors (Concatenate)           (None, 69354, 4)     0           anchors_0[0][0]                  
                                                                 anchors_1[0][0]                  
                                                                 anchors_2[0][0]                  
                                                                 anchors_3[0][0]                  
                                                                 anchors_4[0][0]                  
__________________________________________________________________________________________________
regression (Concatenate)        (None, 69354, 4)     0           regression_submodel[1][0]        
                                                                 regression_submodel[2][0]        
                                                                 regression_submodel[3][0]        
                                                                 regression_submodel[4][0]        
                                                                 regression_submodel[5][0]        
__________________________________________________________________________________________________
boxes (RegressBoxes)            (None, 69354, 4)     0           anchors[0][0]                    
                                                                 regression[0][0]                 
__________________________________________________________________________________________________
classification_submodel (Model) multiple             2401810     P3[0][0]                         
                                                                 P4[0][0]                         
                                                                 P5[0][0]                         
                                                                 P6[0][0]                         
                                                                 P7[0][0]                         
__________________________________________________________________________________________________
clipped_boxes (ClipBoxes)       (None, 69354, 4)     0           input_1[0][0]                    
                                                                 boxes[0][0]                      
__________________________________________________________________________________________________
classification (Concatenate)    (None, 69354, 2)     0           classification_submodel[1][0]    
                                                                 classification_submodel[2][0]    
                                                                 classification_submodel[3][0]    
                                                                 classification_submodel[4][0]    
                                                                 classification_submodel[5][0]    
__________________________________________________________________________________________________
filtered_detections (FilterDete [(None, 300, 4), (No 0           clipped_boxes[0][0]              
                                                                 classification[0][0]             
==================================================================================================
Total params: 65,643,687
Trainable params: 65,431,719
Non-trainable params: 211,968
__________________________________________________________________________________________________