model_summary_print.txt

__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
data (InputLayer)               (None, 256, 256, 3)  0                                            
__________________________________________________________________________________________________
bn_data (BatchNormalization)    (None, 256, 256, 3)  9           data[0][0]                       
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, 262, 262, 3)  0           bn_data[0][0]                    
__________________________________________________________________________________________________
conv0 (Conv2D)                  (None, 128, 128, 64) 9408        zero_padding2d_1[0][0]           
__________________________________________________________________________________________________
bn0 (BatchNormalization)        (None, 128, 128, 64) 256         conv0[0][0]                      
__________________________________________________________________________________________________
relu0 (Activation)              (None, 128, 128, 64) 0           bn0[0][0]                        
__________________________________________________________________________________________________
zero_padding2d_2 (ZeroPadding2D (None, 130, 130, 64) 0           relu0[0][0]                      
__________________________________________________________________________________________________
pooling0 (MaxPooling2D)         (None, 64, 64, 64)   0           zero_padding2d_2[0][0]           
__________________________________________________________________________________________________
stage1_unit1_bn1 (BatchNormaliz (None, 64, 64, 64)   256         pooling0[0][0]                   
__________________________________________________________________________________________________
stage1_unit1_relu1 (Activation) (None, 64, 64, 64)   0           stage1_unit1_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_3 (ZeroPadding2D (None, 66, 66, 64)   0           stage1_unit1_relu1[0][0]         
__________________________________________________________________________________________________
stage1_unit1_conv1 (Conv2D)     (None, 64, 64, 64)   36864       zero_padding2d_3[0][0]           
__________________________________________________________________________________________________
stage1_unit1_bn2 (BatchNormaliz (None, 64, 64, 64)   256         stage1_unit1_conv1[0][0]         
__________________________________________________________________________________________________
stage1_unit1_relu2 (Activation) (None, 64, 64, 64)   0           stage1_unit1_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_4 (ZeroPadding2D (None, 66, 66, 64)   0           stage1_unit1_relu2[0][0]         
__________________________________________________________________________________________________
stage1_unit1_conv2 (Conv2D)     (None, 64, 64, 64)   36864       zero_padding2d_4[0][0]           
__________________________________________________________________________________________________
stage1_unit1_sc (Conv2D)        (None, 64, 64, 64)   4096        stage1_unit1_relu1[0][0]         
__________________________________________________________________________________________________
add_1 (Add)                     (None, 64, 64, 64)   0           stage1_unit1_conv2[0][0]         
                                                                 stage1_unit1_sc[0][0]            
__________________________________________________________________________________________________
stage1_unit2_bn1 (BatchNormaliz (None, 64, 64, 64)   256         add_1[0][0]                      
__________________________________________________________________________________________________
stage1_unit2_relu1 (Activation) (None, 64, 64, 64)   0           stage1_unit2_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_5 (ZeroPadding2D (None, 66, 66, 64)   0           stage1_unit2_relu1[0][0]         
__________________________________________________________________________________________________
stage1_unit2_conv1 (Conv2D)     (None, 64, 64, 64)   36864       zero_padding2d_5[0][0]           
__________________________________________________________________________________________________
stage1_unit2_bn2 (BatchNormaliz (None, 64, 64, 64)   256         stage1_unit2_conv1[0][0]         
__________________________________________________________________________________________________
stage1_unit2_relu2 (Activation) (None, 64, 64, 64)   0           stage1_unit2_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_6 (ZeroPadding2D (None, 66, 66, 64)   0           stage1_unit2_relu2[0][0]         
__________________________________________________________________________________________________
stage1_unit2_conv2 (Conv2D)     (None, 64, 64, 64)   36864       zero_padding2d_6[0][0]           
__________________________________________________________________________________________________
add_2 (Add)                     (None, 64, 64, 64)   0           stage1_unit2_conv2[0][0]         
                                                                 add_1[0][0]                      
__________________________________________________________________________________________________
stage1_unit3_bn1 (BatchNormaliz (None, 64, 64, 64)   256         add_2[0][0]                      
__________________________________________________________________________________________________
stage1_unit3_relu1 (Activation) (None, 64, 64, 64)   0           stage1_unit3_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_7 (ZeroPadding2D (None, 66, 66, 64)   0           stage1_unit3_relu1[0][0]         
__________________________________________________________________________________________________
stage1_unit3_conv1 (Conv2D)     (None, 64, 64, 64)   36864       zero_padding2d_7[0][0]           
__________________________________________________________________________________________________
stage1_unit3_bn2 (BatchNormaliz (None, 64, 64, 64)   256         stage1_unit3_conv1[0][0]         
__________________________________________________________________________________________________
stage1_unit3_relu2 (Activation) (None, 64, 64, 64)   0           stage1_unit3_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_8 (ZeroPadding2D (None, 66, 66, 64)   0           stage1_unit3_relu2[0][0]         
__________________________________________________________________________________________________
stage1_unit3_conv2 (Conv2D)     (None, 64, 64, 64)   36864       zero_padding2d_8[0][0]           
__________________________________________________________________________________________________
add_3 (Add)                     (None, 64, 64, 64)   0           stage1_unit3_conv2[0][0]         
                                                                 add_2[0][0]                      
__________________________________________________________________________________________________
stage2_unit1_bn1 (BatchNormaliz (None, 64, 64, 64)   256         add_3[0][0]                      
__________________________________________________________________________________________________
stage2_unit1_relu1 (Activation) (None, 64, 64, 64)   0           stage2_unit1_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_9 (ZeroPadding2D (None, 66, 66, 64)   0           stage2_unit1_relu1[0][0]         
__________________________________________________________________________________________________
stage2_unit1_conv1 (Conv2D)     (None, 32, 32, 128)  73728       zero_padding2d_9[0][0]           
__________________________________________________________________________________________________
stage2_unit1_bn2 (BatchNormaliz (None, 32, 32, 128)  512         stage2_unit1_conv1[0][0]         
__________________________________________________________________________________________________
stage2_unit1_relu2 (Activation) (None, 32, 32, 128)  0           stage2_unit1_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_10 (ZeroPadding2 (None, 34, 34, 128)  0           stage2_unit1_relu2[0][0]         
__________________________________________________________________________________________________
stage2_unit1_conv2 (Conv2D)     (None, 32, 32, 128)  147456      zero_padding2d_10[0][0]          
__________________________________________________________________________________________________
stage2_unit1_sc (Conv2D)        (None, 32, 32, 128)  8192        stage2_unit1_relu1[0][0]         
__________________________________________________________________________________________________
add_4 (Add)                     (None, 32, 32, 128)  0           stage2_unit1_conv2[0][0]         
                                                                 stage2_unit1_sc[0][0]            
__________________________________________________________________________________________________
stage2_unit2_bn1 (BatchNormaliz (None, 32, 32, 128)  512         add_4[0][0]                      
__________________________________________________________________________________________________
stage2_unit2_relu1 (Activation) (None, 32, 32, 128)  0           stage2_unit2_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_11 (ZeroPadding2 (None, 34, 34, 128)  0           stage2_unit2_relu1[0][0]         
__________________________________________________________________________________________________
stage2_unit2_conv1 (Conv2D)     (None, 32, 32, 128)  147456      zero_padding2d_11[0][0]          
__________________________________________________________________________________________________
stage2_unit2_bn2 (BatchNormaliz (None, 32, 32, 128)  512         stage2_unit2_conv1[0][0]         
__________________________________________________________________________________________________
stage2_unit2_relu2 (Activation) (None, 32, 32, 128)  0           stage2_unit2_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_12 (ZeroPadding2 (None, 34, 34, 128)  0           stage2_unit2_relu2[0][0]         
__________________________________________________________________________________________________
stage2_unit2_conv2 (Conv2D)     (None, 32, 32, 128)  147456      zero_padding2d_12[0][0]          
__________________________________________________________________________________________________
add_5 (Add)                     (None, 32, 32, 128)  0           stage2_unit2_conv2[0][0]         
                                                                 add_4[0][0]                      
__________________________________________________________________________________________________
stage2_unit3_bn1 (BatchNormaliz (None, 32, 32, 128)  512         add_5[0][0]                      
__________________________________________________________________________________________________
stage2_unit3_relu1 (Activation) (None, 32, 32, 128)  0           stage2_unit3_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_13 (ZeroPadding2 (None, 34, 34, 128)  0           stage2_unit3_relu1[0][0]         
__________________________________________________________________________________________________
stage2_unit3_conv1 (Conv2D)     (None, 32, 32, 128)  147456      zero_padding2d_13[0][0]          
__________________________________________________________________________________________________
stage2_unit3_bn2 (BatchNormaliz (None, 32, 32, 128)  512         stage2_unit3_conv1[0][0]         
__________________________________________________________________________________________________
stage2_unit3_relu2 (Activation) (None, 32, 32, 128)  0           stage2_unit3_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_14 (ZeroPadding2 (None, 34, 34, 128)  0           stage2_unit3_relu2[0][0]         
__________________________________________________________________________________________________
stage2_unit3_conv2 (Conv2D)     (None, 32, 32, 128)  147456      zero_padding2d_14[0][0]          
__________________________________________________________________________________________________
add_6 (Add)                     (None, 32, 32, 128)  0           stage2_unit3_conv2[0][0]         
                                                                 add_5[0][0]                      
__________________________________________________________________________________________________
stage2_unit4_bn1 (BatchNormaliz (None, 32, 32, 128)  512         add_6[0][0]                      
__________________________________________________________________________________________________
stage2_unit4_relu1 (Activation) (None, 32, 32, 128)  0           stage2_unit4_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_15 (ZeroPadding2 (None, 34, 34, 128)  0           stage2_unit4_relu1[0][0]         
__________________________________________________________________________________________________
stage2_unit4_conv1 (Conv2D)     (None, 32, 32, 128)  147456      zero_padding2d_15[0][0]          
__________________________________________________________________________________________________
stage2_unit4_bn2 (BatchNormaliz (None, 32, 32, 128)  512         stage2_unit4_conv1[0][0]         
__________________________________________________________________________________________________
stage2_unit4_relu2 (Activation) (None, 32, 32, 128)  0           stage2_unit4_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_16 (ZeroPadding2 (None, 34, 34, 128)  0           stage2_unit4_relu2[0][0]         
__________________________________________________________________________________________________
stage2_unit4_conv2 (Conv2D)     (None, 32, 32, 128)  147456      zero_padding2d_16[0][0]          
__________________________________________________________________________________________________
add_7 (Add)                     (None, 32, 32, 128)  0           stage2_unit4_conv2[0][0]         
                                                                 add_6[0][0]                      
__________________________________________________________________________________________________
stage3_unit1_bn1 (BatchNormaliz (None, 32, 32, 128)  512         add_7[0][0]                      
__________________________________________________________________________________________________
stage3_unit1_relu1 (Activation) (None, 32, 32, 128)  0           stage3_unit1_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_17 (ZeroPadding2 (None, 34, 34, 128)  0           stage3_unit1_relu1[0][0]         
__________________________________________________________________________________________________
stage3_unit1_conv1 (Conv2D)     (None, 16, 16, 256)  294912      zero_padding2d_17[0][0]          
__________________________________________________________________________________________________
stage3_unit1_bn2 (BatchNormaliz (None, 16, 16, 256)  1024        stage3_unit1_conv1[0][0]         
__________________________________________________________________________________________________
stage3_unit1_relu2 (Activation) (None, 16, 16, 256)  0           stage3_unit1_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_18 (ZeroPadding2 (None, 18, 18, 256)  0           stage3_unit1_relu2[0][0]         
__________________________________________________________________________________________________
stage3_unit1_conv2 (Conv2D)     (None, 16, 16, 256)  589824      zero_padding2d_18[0][0]          
__________________________________________________________________________________________________
stage3_unit1_sc (Conv2D)        (None, 16, 16, 256)  32768       stage3_unit1_relu1[0][0]         
__________________________________________________________________________________________________
add_8 (Add)                     (None, 16, 16, 256)  0           stage3_unit1_conv2[0][0]         
                                                                 stage3_unit1_sc[0][0]            
__________________________________________________________________________________________________
stage3_unit2_bn1 (BatchNormaliz (None, 16, 16, 256)  1024        add_8[0][0]                      
__________________________________________________________________________________________________
stage3_unit2_relu1 (Activation) (None, 16, 16, 256)  0           stage3_unit2_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_19 (ZeroPadding2 (None, 18, 18, 256)  0           stage3_unit2_relu1[0][0]         
__________________________________________________________________________________________________
stage3_unit2_conv1 (Conv2D)     (None, 16, 16, 256)  589824      zero_padding2d_19[0][0]          
__________________________________________________________________________________________________
stage3_unit2_bn2 (BatchNormaliz (None, 16, 16, 256)  1024        stage3_unit2_conv1[0][0]         
__________________________________________________________________________________________________
stage3_unit2_relu2 (Activation) (None, 16, 16, 256)  0           stage3_unit2_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_20 (ZeroPadding2 (None, 18, 18, 256)  0           stage3_unit2_relu2[0][0]         
__________________________________________________________________________________________________
stage3_unit2_conv2 (Conv2D)     (None, 16, 16, 256)  589824      zero_padding2d_20[0][0]          
__________________________________________________________________________________________________
add_9 (Add)                     (None, 16, 16, 256)  0           stage3_unit2_conv2[0][0]         
                                                                 add_8[0][0]                      
__________________________________________________________________________________________________
stage3_unit3_bn1 (BatchNormaliz (None, 16, 16, 256)  1024        add_9[0][0]                      
__________________________________________________________________________________________________
stage3_unit3_relu1 (Activation) (None, 16, 16, 256)  0           stage3_unit3_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_21 (ZeroPadding2 (None, 18, 18, 256)  0           stage3_unit3_relu1[0][0]         
__________________________________________________________________________________________________
stage3_unit3_conv1 (Conv2D)     (None, 16, 16, 256)  589824      zero_padding2d_21[0][0]          
__________________________________________________________________________________________________
stage3_unit3_bn2 (BatchNormaliz (None, 16, 16, 256)  1024        stage3_unit3_conv1[0][0]         
__________________________________________________________________________________________________
stage3_unit3_relu2 (Activation) (None, 16, 16, 256)  0           stage3_unit3_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_22 (ZeroPadding2 (None, 18, 18, 256)  0           stage3_unit3_relu2[0][0]         
__________________________________________________________________________________________________
stage3_unit3_conv2 (Conv2D)     (None, 16, 16, 256)  589824      zero_padding2d_22[0][0]          
__________________________________________________________________________________________________
add_10 (Add)                    (None, 16, 16, 256)  0           stage3_unit3_conv2[0][0]         
                                                                 add_9[0][0]                      
__________________________________________________________________________________________________
stage3_unit4_bn1 (BatchNormaliz (None, 16, 16, 256)  1024        add_10[0][0]                     
__________________________________________________________________________________________________
stage3_unit4_relu1 (Activation) (None, 16, 16, 256)  0           stage3_unit4_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_23 (ZeroPadding2 (None, 18, 18, 256)  0           stage3_unit4_relu1[0][0]         
__________________________________________________________________________________________________
stage3_unit4_conv1 (Conv2D)     (None, 16, 16, 256)  589824      zero_padding2d_23[0][0]          
__________________________________________________________________________________________________
stage3_unit4_bn2 (BatchNormaliz (None, 16, 16, 256)  1024        stage3_unit4_conv1[0][0]         
__________________________________________________________________________________________________
stage3_unit4_relu2 (Activation) (None, 16, 16, 256)  0           stage3_unit4_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_24 (ZeroPadding2 (None, 18, 18, 256)  0           stage3_unit4_relu2[0][0]         
__________________________________________________________________________________________________
stage3_unit4_conv2 (Conv2D)     (None, 16, 16, 256)  589824      zero_padding2d_24[0][0]          
__________________________________________________________________________________________________
add_11 (Add)                    (None, 16, 16, 256)  0           stage3_unit4_conv2[0][0]         
                                                                 add_10[0][0]                     
__________________________________________________________________________________________________
stage3_unit5_bn1 (BatchNormaliz (None, 16, 16, 256)  1024        add_11[0][0]                     
__________________________________________________________________________________________________
stage3_unit5_relu1 (Activation) (None, 16, 16, 256)  0           stage3_unit5_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_25 (ZeroPadding2 (None, 18, 18, 256)  0           stage3_unit5_relu1[0][0]         
__________________________________________________________________________________________________
stage3_unit5_conv1 (Conv2D)     (None, 16, 16, 256)  589824      zero_padding2d_25[0][0]          
__________________________________________________________________________________________________
stage3_unit5_bn2 (BatchNormaliz (None, 16, 16, 256)  1024        stage3_unit5_conv1[0][0]         
__________________________________________________________________________________________________
stage3_unit5_relu2 (Activation) (None, 16, 16, 256)  0           stage3_unit5_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_26 (ZeroPadding2 (None, 18, 18, 256)  0           stage3_unit5_relu2[0][0]         
__________________________________________________________________________________________________
stage3_unit5_conv2 (Conv2D)     (None, 16, 16, 256)  589824      zero_padding2d_26[0][0]          
__________________________________________________________________________________________________
add_12 (Add)                    (None, 16, 16, 256)  0           stage3_unit5_conv2[0][0]         
                                                                 add_11[0][0]                     
__________________________________________________________________________________________________
stage3_unit6_bn1 (BatchNormaliz (None, 16, 16, 256)  1024        add_12[0][0]                     
__________________________________________________________________________________________________
stage3_unit6_relu1 (Activation) (None, 16, 16, 256)  0           stage3_unit6_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_27 (ZeroPadding2 (None, 18, 18, 256)  0           stage3_unit6_relu1[0][0]         
__________________________________________________________________________________________________
stage3_unit6_conv1 (Conv2D)     (None, 16, 16, 256)  589824      zero_padding2d_27[0][0]          
__________________________________________________________________________________________________
stage3_unit6_bn2 (BatchNormaliz (None, 16, 16, 256)  1024        stage3_unit6_conv1[0][0]         
__________________________________________________________________________________________________
stage3_unit6_relu2 (Activation) (None, 16, 16, 256)  0           stage3_unit6_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_28 (ZeroPadding2 (None, 18, 18, 256)  0           stage3_unit6_relu2[0][0]         
__________________________________________________________________________________________________
stage3_unit6_conv2 (Conv2D)     (None, 16, 16, 256)  589824      zero_padding2d_28[0][0]          
__________________________________________________________________________________________________
add_13 (Add)                    (None, 16, 16, 256)  0           stage3_unit6_conv2[0][0]         
                                                                 add_12[0][0]                     
__________________________________________________________________________________________________
stage4_unit1_bn1 (BatchNormaliz (None, 16, 16, 256)  1024        add_13[0][0]                     
__________________________________________________________________________________________________
stage4_unit1_relu1 (Activation) (None, 16, 16, 256)  0           stage4_unit1_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_29 (ZeroPadding2 (None, 18, 18, 256)  0           stage4_unit1_relu1[0][0]         
__________________________________________________________________________________________________
stage4_unit1_conv1 (Conv2D)     (None, 8, 8, 512)    1179648     zero_padding2d_29[0][0]          
__________________________________________________________________________________________________
stage4_unit1_bn2 (BatchNormaliz (None, 8, 8, 512)    2048        stage4_unit1_conv1[0][0]         
__________________________________________________________________________________________________
stage4_unit1_relu2 (Activation) (None, 8, 8, 512)    0           stage4_unit1_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_30 (ZeroPadding2 (None, 10, 10, 512)  0           stage4_unit1_relu2[0][0]         
__________________________________________________________________________________________________
stage4_unit1_conv2 (Conv2D)     (None, 8, 8, 512)    2359296     zero_padding2d_30[0][0]          
__________________________________________________________________________________________________
stage4_unit1_sc (Conv2D)        (None, 8, 8, 512)    131072      stage4_unit1_relu1[0][0]         
__________________________________________________________________________________________________
add_14 (Add)                    (None, 8, 8, 512)    0           stage4_unit1_conv2[0][0]         
                                                                 stage4_unit1_sc[0][0]            
__________________________________________________________________________________________________
stage4_unit2_bn1 (BatchNormaliz (None, 8, 8, 512)    2048        add_14[0][0]                     
__________________________________________________________________________________________________
stage4_unit2_relu1 (Activation) (None, 8, 8, 512)    0           stage4_unit2_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_31 (ZeroPadding2 (None, 10, 10, 512)  0           stage4_unit2_relu1[0][0]         
__________________________________________________________________________________________________
stage4_unit2_conv1 (Conv2D)     (None, 8, 8, 512)    2359296     zero_padding2d_31[0][0]          
__________________________________________________________________________________________________
stage4_unit2_bn2 (BatchNormaliz (None, 8, 8, 512)    2048        stage4_unit2_conv1[0][0]         
__________________________________________________________________________________________________
stage4_unit2_relu2 (Activation) (None, 8, 8, 512)    0           stage4_unit2_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_32 (ZeroPadding2 (None, 10, 10, 512)  0           stage4_unit2_relu2[0][0]         
__________________________________________________________________________________________________
stage4_unit2_conv2 (Conv2D)     (None, 8, 8, 512)    2359296     zero_padding2d_32[0][0]          
__________________________________________________________________________________________________
add_15 (Add)                    (None, 8, 8, 512)    0           stage4_unit2_conv2[0][0]         
                                                                 add_14[0][0]                     
__________________________________________________________________________________________________
stage4_unit3_bn1 (BatchNormaliz (None, 8, 8, 512)    2048        add_15[0][0]                     
__________________________________________________________________________________________________
stage4_unit3_relu1 (Activation) (None, 8, 8, 512)    0           stage4_unit3_bn1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_33 (ZeroPadding2 (None, 10, 10, 512)  0           stage4_unit3_relu1[0][0]         
__________________________________________________________________________________________________
stage4_unit3_conv1 (Conv2D)     (None, 8, 8, 512)    2359296     zero_padding2d_33[0][0]          
__________________________________________________________________________________________________
stage4_unit3_bn2 (BatchNormaliz (None, 8, 8, 512)    2048        stage4_unit3_conv1[0][0]         
__________________________________________________________________________________________________
stage4_unit3_relu2 (Activation) (None, 8, 8, 512)    0           stage4_unit3_bn2[0][0]           
__________________________________________________________________________________________________
zero_padding2d_34 (ZeroPadding2 (None, 10, 10, 512)  0           stage4_unit3_relu2[0][0]         
__________________________________________________________________________________________________
stage4_unit3_conv2 (Conv2D)     (None, 8, 8, 512)    2359296     zero_padding2d_34[0][0]          
__________________________________________________________________________________________________
add_16 (Add)                    (None, 8, 8, 512)    0           stage4_unit3_conv2[0][0]         
                                                                 add_15[0][0]                     
__________________________________________________________________________________________________
bn1 (BatchNormalization)        (None, 8, 8, 512)    2048        add_16[0][0]                     
__________________________________________________________________________________________________
relu1 (Activation)              (None, 8, 8, 512)    0           bn1[0][0]                        
__________________________________________________________________________________________________
decoder_stage0_upsampling_task_ (None, 16, 16, 512)  0           relu1[0][0]                      
__________________________________________________________________________________________________
decoder_stage0_upsampling_task_ (None, 16, 16, 512)  0           relu1[0][0]                      
__________________________________________________________________________________________________
decoder_stage0_upsampling_task_ (None, 16, 16, 512)  0           relu1[0][0]                      
__________________________________________________________________________________________________
decoder_stage0_concat_task_0 (C (None, 16, 16, 768)  0           decoder_stage0_upsampling_task_0[
                                                                 stage4_unit1_relu1[0][0]         
__________________________________________________________________________________________________
decoder_stage0_concat_task_1 (C (None, 16, 16, 768)  0           decoder_stage0_upsampling_task_1[
                                                                 stage4_unit1_relu1[0][0]         
__________________________________________________________________________________________________
decoder_stage0_concat_task_2 (C (None, 16, 16, 768)  0           decoder_stage0_upsampling_task_2[
                                                                 stage4_unit1_relu1[0][0]         
__________________________________________________________________________________________________
decoder_stage0a_task_0_conv (Co (None, 16, 16, 256)  1769472     decoder_stage0_concat_task_0[0][0
__________________________________________________________________________________________________
decoder_stage0a_task_1_conv (Co (None, 16, 16, 256)  1769472     decoder_stage0_concat_task_1[0][0
__________________________________________________________________________________________________
decoder_stage0a_task_2_conv (Co (None, 16, 16, 256)  1769472     decoder_stage0_concat_task_2[0][0
__________________________________________________________________________________________________
decoder_stage0a_task_0_bn (Batc (None, 16, 16, 256)  1024        decoder_stage0a_task_0_conv[0][0]
__________________________________________________________________________________________________
decoder_stage0a_task_1_bn (Batc (None, 16, 16, 256)  1024        decoder_stage0a_task_1_conv[0][0]
__________________________________________________________________________________________________
decoder_stage0a_task_2_bn (Batc (None, 16, 16, 256)  1024        decoder_stage0a_task_2_conv[0][0]
__________________________________________________________________________________________________
decoder_stage0a_task_0_relu (Ac (None, 16, 16, 256)  0           decoder_stage0a_task_0_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage0a_task_1_relu (Ac (None, 16, 16, 256)  0           decoder_stage0a_task_1_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage0a_task_2_relu (Ac (None, 16, 16, 256)  0           decoder_stage0a_task_2_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage0b_task_0_conv (Co (None, 16, 16, 256)  589824      decoder_stage0a_task_0_relu[0][0]
__________________________________________________________________________________________________
decoder_stage0b_task_1_conv (Co (None, 16, 16, 256)  589824      decoder_stage0a_task_1_relu[0][0]
__________________________________________________________________________________________________
decoder_stage0b_task_2_conv (Co (None, 16, 16, 256)  589824      decoder_stage0a_task_2_relu[0][0]
__________________________________________________________________________________________________
decoder_stage0b_task_0_bn (Batc (None, 16, 16, 256)  1024        decoder_stage0b_task_0_conv[0][0]
__________________________________________________________________________________________________
decoder_stage0b_task_1_bn (Batc (None, 16, 16, 256)  1024        decoder_stage0b_task_1_conv[0][0]
__________________________________________________________________________________________________
decoder_stage0b_task_2_bn (Batc (None, 16, 16, 256)  1024        decoder_stage0b_task_2_conv[0][0]
__________________________________________________________________________________________________
decoder_stage0b_task_0_relu (Ac (None, 16, 16, 256)  0           decoder_stage0b_task_0_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage0b_task_1_relu (Ac (None, 16, 16, 256)  0           decoder_stage0b_task_1_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage0b_task_2_relu (Ac (None, 16, 16, 256)  0           decoder_stage0b_task_2_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage1_upsampling_task_ (None, 32, 32, 256)  0           decoder_stage0b_task_0_relu[0][0]
__________________________________________________________________________________________________
decoder_stage1_upsampling_task_ (None, 32, 32, 256)  0           decoder_stage0b_task_1_relu[0][0]
__________________________________________________________________________________________________
decoder_stage1_upsampling_task_ (None, 32, 32, 256)  0           decoder_stage0b_task_2_relu[0][0]
__________________________________________________________________________________________________
decoder_stage1_concat_task_0 (C (None, 32, 32, 384)  0           decoder_stage1_upsampling_task_0[
                                                                 stage3_unit1_relu1[0][0]         
__________________________________________________________________________________________________
decoder_stage1_concat_task_1 (C (None, 32, 32, 384)  0           decoder_stage1_upsampling_task_1[
                                                                 stage3_unit1_relu1[0][0]         
__________________________________________________________________________________________________
decoder_stage1_concat_task_2 (C (None, 32, 32, 384)  0           decoder_stage1_upsampling_task_2[
                                                                 stage3_unit1_relu1[0][0]         
__________________________________________________________________________________________________
decoder_stage1a_task_0_conv (Co (None, 32, 32, 128)  442368      decoder_stage1_concat_task_0[0][0
__________________________________________________________________________________________________
decoder_stage1a_task_1_conv (Co (None, 32, 32, 128)  442368      decoder_stage1_concat_task_1[0][0
__________________________________________________________________________________________________
decoder_stage1a_task_2_conv (Co (None, 32, 32, 128)  442368      decoder_stage1_concat_task_2[0][0
__________________________________________________________________________________________________
decoder_stage1a_task_0_bn (Batc (None, 32, 32, 128)  512         decoder_stage1a_task_0_conv[0][0]
__________________________________________________________________________________________________
decoder_stage1a_task_1_bn (Batc (None, 32, 32, 128)  512         decoder_stage1a_task_1_conv[0][0]
__________________________________________________________________________________________________
decoder_stage1a_task_2_bn (Batc (None, 32, 32, 128)  512         decoder_stage1a_task_2_conv[0][0]
__________________________________________________________________________________________________
decoder_stage1a_task_0_relu (Ac (None, 32, 32, 128)  0           decoder_stage1a_task_0_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage1a_task_1_relu (Ac (None, 32, 32, 128)  0           decoder_stage1a_task_1_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage1a_task_2_relu (Ac (None, 32, 32, 128)  0           decoder_stage1a_task_2_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage1b_task_0_conv (Co (None, 32, 32, 128)  147456      decoder_stage1a_task_0_relu[0][0]
__________________________________________________________________________________________________
decoder_stage1b_task_1_conv (Co (None, 32, 32, 128)  147456      decoder_stage1a_task_1_relu[0][0]
__________________________________________________________________________________________________
decoder_stage1b_task_2_conv (Co (None, 32, 32, 128)  147456      decoder_stage1a_task_2_relu[0][0]
__________________________________________________________________________________________________
decoder_stage1b_task_0_bn (Batc (None, 32, 32, 128)  512         decoder_stage1b_task_0_conv[0][0]
__________________________________________________________________________________________________
decoder_stage1b_task_1_bn (Batc (None, 32, 32, 128)  512         decoder_stage1b_task_1_conv[0][0]
__________________________________________________________________________________________________
decoder_stage1b_task_2_bn (Batc (None, 32, 32, 128)  512         decoder_stage1b_task_2_conv[0][0]
__________________________________________________________________________________________________
decoder_stage1b_task_0_relu (Ac (None, 32, 32, 128)  0           decoder_stage1b_task_0_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage1b_task_1_relu (Ac (None, 32, 32, 128)  0           decoder_stage1b_task_1_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage1b_task_2_relu (Ac (None, 32, 32, 128)  0           decoder_stage1b_task_2_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage2_upsampling_task_ (None, 64, 64, 128)  0           decoder_stage1b_task_0_relu[0][0]
__________________________________________________________________________________________________
decoder_stage2_upsampling_task_ (None, 64, 64, 128)  0           decoder_stage1b_task_1_relu[0][0]
__________________________________________________________________________________________________
decoder_stage2_upsampling_task_ (None, 64, 64, 128)  0           decoder_stage1b_task_2_relu[0][0]
__________________________________________________________________________________________________
decoder_stage2_concat_task_0 (C (None, 64, 64, 192)  0           decoder_stage2_upsampling_task_0[
                                                                 stage2_unit1_relu1[0][0]         
__________________________________________________________________________________________________
decoder_stage2_concat_task_1 (C (None, 64, 64, 192)  0           decoder_stage2_upsampling_task_1[
                                                                 stage2_unit1_relu1[0][0]         
__________________________________________________________________________________________________
decoder_stage2_concat_task_2 (C (None, 64, 64, 192)  0           decoder_stage2_upsampling_task_2[
                                                                 stage2_unit1_relu1[0][0]         
__________________________________________________________________________________________________
decoder_stage2a_task_0_conv (Co (None, 64, 64, 64)   110592      decoder_stage2_concat_task_0[0][0
__________________________________________________________________________________________________
decoder_stage2a_task_1_conv (Co (None, 64, 64, 64)   110592      decoder_stage2_concat_task_1[0][0
__________________________________________________________________________________________________
decoder_stage2a_task_2_conv (Co (None, 64, 64, 64)   110592      decoder_stage2_concat_task_2[0][0
__________________________________________________________________________________________________
decoder_stage2a_task_0_bn (Batc (None, 64, 64, 64)   256         decoder_stage2a_task_0_conv[0][0]
__________________________________________________________________________________________________
decoder_stage2a_task_1_bn (Batc (None, 64, 64, 64)   256         decoder_stage2a_task_1_conv[0][0]
__________________________________________________________________________________________________
decoder_stage2a_task_2_bn (Batc (None, 64, 64, 64)   256         decoder_stage2a_task_2_conv[0][0]
__________________________________________________________________________________________________
decoder_stage2a_task_0_relu (Ac (None, 64, 64, 64)   0           decoder_stage2a_task_0_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage2a_task_1_relu (Ac (None, 64, 64, 64)   0           decoder_stage2a_task_1_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage2a_task_2_relu (Ac (None, 64, 64, 64)   0           decoder_stage2a_task_2_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage2b_task_0_conv (Co (None, 64, 64, 64)   36864       decoder_stage2a_task_0_relu[0][0]
__________________________________________________________________________________________________
decoder_stage2b_task_1_conv (Co (None, 64, 64, 64)   36864       decoder_stage2a_task_1_relu[0][0]
__________________________________________________________________________________________________
decoder_stage2b_task_2_conv (Co (None, 64, 64, 64)   36864       decoder_stage2a_task_2_relu[0][0]
__________________________________________________________________________________________________
decoder_stage2b_task_0_bn (Batc (None, 64, 64, 64)   256         decoder_stage2b_task_0_conv[0][0]
__________________________________________________________________________________________________
decoder_stage2b_task_1_bn (Batc (None, 64, 64, 64)   256         decoder_stage2b_task_1_conv[0][0]
__________________________________________________________________________________________________
decoder_stage2b_task_2_bn (Batc (None, 64, 64, 64)   256         decoder_stage2b_task_2_conv[0][0]
__________________________________________________________________________________________________
decoder_stage2b_task_0_relu (Ac (None, 64, 64, 64)   0           decoder_stage2b_task_0_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage2b_task_1_relu (Ac (None, 64, 64, 64)   0           decoder_stage2b_task_1_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage2b_task_2_relu (Ac (None, 64, 64, 64)   0           decoder_stage2b_task_2_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage3_upsampling_task_ (None, 128, 128, 64) 0           decoder_stage2b_task_0_relu[0][0]
__________________________________________________________________________________________________
decoder_stage3_upsampling_task_ (None, 128, 128, 64) 0           decoder_stage2b_task_1_relu[0][0]
__________________________________________________________________________________________________
decoder_stage3_upsampling_task_ (None, 128, 128, 64) 0           decoder_stage2b_task_2_relu[0][0]
__________________________________________________________________________________________________
decoder_stage3_concat_task_0 (C (None, 128, 128, 128 0           decoder_stage3_upsampling_task_0[
                                                                 relu0[0][0]                      
__________________________________________________________________________________________________
decoder_stage3_concat_task_1 (C (None, 128, 128, 128 0           decoder_stage3_upsampling_task_1[
                                                                 relu0[0][0]                      
__________________________________________________________________________________________________
decoder_stage3_concat_task_2 (C (None, 128, 128, 128 0           decoder_stage3_upsampling_task_2[
                                                                 relu0[0][0]                      
__________________________________________________________________________________________________
decoder_stage3a_task_0_conv (Co (None, 128, 128, 32) 36864       decoder_stage3_concat_task_0[0][0
__________________________________________________________________________________________________
decoder_stage3a_task_1_conv (Co (None, 128, 128, 32) 36864       decoder_stage3_concat_task_1[0][0
__________________________________________________________________________________________________
decoder_stage3a_task_2_conv (Co (None, 128, 128, 32) 36864       decoder_stage3_concat_task_2[0][0
__________________________________________________________________________________________________
decoder_stage3a_task_0_bn (Batc (None, 128, 128, 32) 128         decoder_stage3a_task_0_conv[0][0]
__________________________________________________________________________________________________
decoder_stage3a_task_1_bn (Batc (None, 128, 128, 32) 128         decoder_stage3a_task_1_conv[0][0]
__________________________________________________________________________________________________
decoder_stage3a_task_2_bn (Batc (None, 128, 128, 32) 128         decoder_stage3a_task_2_conv[0][0]
__________________________________________________________________________________________________
decoder_stage3a_task_0_relu (Ac (None, 128, 128, 32) 0           decoder_stage3a_task_0_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage3a_task_1_relu (Ac (None, 128, 128, 32) 0           decoder_stage3a_task_1_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage3a_task_2_relu (Ac (None, 128, 128, 32) 0           decoder_stage3a_task_2_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage3b_task_0_conv (Co (None, 128, 128, 32) 9216        decoder_stage3a_task_0_relu[0][0]
__________________________________________________________________________________________________
decoder_stage3b_task_1_conv (Co (None, 128, 128, 32) 9216        decoder_stage3a_task_1_relu[0][0]
__________________________________________________________________________________________________
decoder_stage3b_task_2_conv (Co (None, 128, 128, 32) 9216        decoder_stage3a_task_2_relu[0][0]
__________________________________________________________________________________________________
decoder_stage3b_task_0_bn (Batc (None, 128, 128, 32) 128         decoder_stage3b_task_0_conv[0][0]
__________________________________________________________________________________________________
decoder_stage3b_task_1_bn (Batc (None, 128, 128, 32) 128         decoder_stage3b_task_1_conv[0][0]
__________________________________________________________________________________________________
decoder_stage3b_task_2_bn (Batc (None, 128, 128, 32) 128         decoder_stage3b_task_2_conv[0][0]
__________________________________________________________________________________________________
decoder_stage3b_task_0_relu (Ac (None, 128, 128, 32) 0           decoder_stage3b_task_0_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage3b_task_1_relu (Ac (None, 128, 128, 32) 0           decoder_stage3b_task_1_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage3b_task_2_relu (Ac (None, 128, 128, 32) 0           decoder_stage3b_task_2_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage4_upsampling_task_ (None, 256, 256, 32) 0           decoder_stage3b_task_0_relu[0][0]
__________________________________________________________________________________________________
decoder_stage4_upsampling_task_ (None, 256, 256, 32) 0           decoder_stage3b_task_1_relu[0][0]
__________________________________________________________________________________________________
decoder_stage4_upsampling_task_ (None, 256, 256, 32) 0           decoder_stage3b_task_2_relu[0][0]
__________________________________________________________________________________________________
decoder_stage4a_task_0_conv (Co (None, 256, 256, 16) 4608        decoder_stage4_upsampling_task_0[
__________________________________________________________________________________________________
decoder_stage4a_task_1_conv (Co (None, 256, 256, 16) 4608        decoder_stage4_upsampling_task_1[
__________________________________________________________________________________________________
decoder_stage4a_task_2_conv (Co (None, 256, 256, 16) 4608        decoder_stage4_upsampling_task_2[
__________________________________________________________________________________________________
decoder_stage4a_task_0_bn (Batc (None, 256, 256, 16) 64          decoder_stage4a_task_0_conv[0][0]
__________________________________________________________________________________________________
decoder_stage4a_task_1_bn (Batc (None, 256, 256, 16) 64          decoder_stage4a_task_1_conv[0][0]
__________________________________________________________________________________________________
decoder_stage4a_task_2_bn (Batc (None, 256, 256, 16) 64          decoder_stage4a_task_2_conv[0][0]
__________________________________________________________________________________________________
decoder_stage4a_task_0_relu (Ac (None, 256, 256, 16) 0           decoder_stage4a_task_0_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage4a_task_1_relu (Ac (None, 256, 256, 16) 0           decoder_stage4a_task_1_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage4a_task_2_relu (Ac (None, 256, 256, 16) 0           decoder_stage4a_task_2_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage4b_task_0_conv (Co (None, 256, 256, 16) 2304        decoder_stage4a_task_0_relu[0][0]
__________________________________________________________________________________________________
decoder_stage4b_task_1_conv (Co (None, 256, 256, 16) 2304        decoder_stage4a_task_1_relu[0][0]
__________________________________________________________________________________________________
decoder_stage4b_task_2_conv (Co (None, 256, 256, 16) 2304        decoder_stage4a_task_2_relu[0][0]
__________________________________________________________________________________________________
decoder_stage4b_task_0_bn (Batc (None, 256, 256, 16) 64          decoder_stage4b_task_0_conv[0][0]
__________________________________________________________________________________________________
decoder_stage4b_task_1_bn (Batc (None, 256, 256, 16) 64          decoder_stage4b_task_1_conv[0][0]
__________________________________________________________________________________________________
decoder_stage4b_task_2_bn (Batc (None, 256, 256, 16) 64          decoder_stage4b_task_2_conv[0][0]
__________________________________________________________________________________________________
decoder_stage4b_task_0_relu (Ac (None, 256, 256, 16) 0           decoder_stage4b_task_0_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage4b_task_1_relu (Ac (None, 256, 256, 16) 0           decoder_stage4b_task_1_bn[0][0]  
__________________________________________________________________________________________________
decoder_stage4b_task_2_relu (Ac (None, 256, 256, 16) 0           decoder_stage4b_task_2_bn[0][0]  
__________________________________________________________________________________________________
final_conv_task_0 (Conv2D)      (None, 256, 256, 2)  290         decoder_stage4b_task_0_relu[0][0]
__________________________________________________________________________________________________
final_conv_task_1 (Conv2D)      (None, 256, 256, 2)  290         decoder_stage4b_task_1_relu[0][0]
__________________________________________________________________________________________________
final_conv_task_2 (Conv2D)      (None, 256, 256, 37) 5365        decoder_stage4b_task_2_relu[0][0]
__________________________________________________________________________________________________
output_task_1 (Activation)      (None, 256, 256, 2)  0           final_conv_task_0[0][0]          
__________________________________________________________________________________________________
output_task_2 (Activation)      (None, 256, 256, 2)  0           final_conv_task_1[0][0]          
__________________________________________________________________________________________________
output_task_3 (Activation)      (None, 256, 256, 37) 0           final_conv_task_2[0][0]          
==================================================================================================
Total params: 30,769,026
Trainable params: 30,747,708
Non-trainable params: 21,318
__________________________________________________________________________________________________