model_summary().txt

__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input_1 (InputLayer)            (None, 224, 224, 3)  0                                            
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, 230, 230, 3)  0           input_1[0][0]                    
__________________________________________________________________________________________________
bn_layer_1 (BatchNormalization) (None, 230, 230, 3)  12          zero_padding2d_1[0][0]           
__________________________________________________________________________________________________
activation_1 (Activation)       (None, 230, 230, 3)  0           bn_layer_1[0][0]                 
__________________________________________________________________________________________________
conv_layer_1 (Conv2D)           (None, 112, 112, 64) 9472        activation_1[0][0]               
__________________________________________________________________________________________________
zero_padding2d_2 (ZeroPadding2D (None, 114, 114, 64) 0           conv_layer_1[0][0]               
__________________________________________________________________________________________________
max_pooling2d_1 (MaxPooling2D)  (None, 56, 56, 64)   0           zero_padding2d_2[0][0]           
__________________________________________________________________________________________________
bn_layer_2 (BatchNormalization) (None, 56, 56, 64)   256         max_pooling2d_1[0][0]            
__________________________________________________________________________________________________
activation_2 (Activation)       (None, 56, 56, 64)   0           bn_layer_2[0][0]                 
__________________________________________________________________________________________________
conv_layer_2 (Conv2D)           (None, 56, 56, 128)  8320        activation_2[0][0]               
__________________________________________________________________________________________________
bn_layer_3 (BatchNormalization) (None, 56, 56, 128)  512         conv_layer_2[0][0]               
__________________________________________________________________________________________________
activation_3 (Activation)       (None, 56, 56, 128)  0           bn_layer_3[0][0]                 
__________________________________________________________________________________________________
conv_layer_3 (Conv2D)           (None, 56, 56, 32)   36896       activation_3[0][0]               
__________________________________________________________________________________________________
bn_layer_4 (BatchNormalization) (None, 56, 56, 32)   128         conv_layer_3[0][0]               
__________________________________________________________________________________________________
activation_4 (Activation)       (None, 56, 56, 32)   0           bn_layer_4[0][0]                 
__________________________________________________________________________________________________
conv_layer_4 (Conv2D)           (None, 56, 56, 128)  4224        activation_4[0][0]               
__________________________________________________________________________________________________
bn_layer_5 (BatchNormalization) (None, 56, 56, 128)  512         conv_layer_4[0][0]               
__________________________________________________________________________________________________
activation_5 (Activation)       (None, 56, 56, 128)  0           bn_layer_5[0][0]                 
__________________________________________________________________________________________________
conv_layer_5 (Conv2D)           (None, 56, 56, 32)   36896       activation_5[0][0]               
__________________________________________________________________________________________________
concatenate_1 (Concatenate)     (None, 56, 56, 64)   0           conv_layer_3[0][0]               
                                                                 conv_layer_5[0][0]               
__________________________________________________________________________________________________
bn_layer_6 (BatchNormalization) (None, 56, 56, 64)   256         concatenate_1[0][0]              
__________________________________________________________________________________________________
activation_6 (Activation)       (None, 56, 56, 64)   0           bn_layer_6[0][0]                 
__________________________________________________________________________________________________
conv_layer_6 (Conv2D)           (None, 56, 56, 128)  8320        activation_6[0][0]               
__________________________________________________________________________________________________
bn_layer_7 (BatchNormalization) (None, 56, 56, 128)  512         conv_layer_6[0][0]               
__________________________________________________________________________________________________
activation_7 (Activation)       (None, 56, 56, 128)  0           bn_layer_7[0][0]                 
__________________________________________________________________________________________________
conv_layer_7 (Conv2D)           (None, 56, 56, 32)   36896       activation_7[0][0]               
__________________________________________________________________________________________________
concatenate_2 (Concatenate)     (None, 56, 56, 96)   0           conv_layer_3[0][0]               
                                                                 conv_layer_5[0][0]               
                                                                 conv_layer_7[0][0]               
__________________________________________________________________________________________________
bn_layer_8 (BatchNormalization) (None, 56, 56, 96)   384         concatenate_2[0][0]              
__________________________________________________________________________________________________
activation_8 (Activation)       (None, 56, 56, 96)   0           bn_layer_8[0][0]                 
__________________________________________________________________________________________________
conv_layer_8 (Conv2D)           (None, 56, 56, 128)  12416       activation_8[0][0]               
__________________________________________________________________________________________________
bn_layer_9 (BatchNormalization) (None, 56, 56, 128)  512         conv_layer_8[0][0]               
__________________________________________________________________________________________________
activation_9 (Activation)       (None, 56, 56, 128)  0           bn_layer_9[0][0]                 
__________________________________________________________________________________________________
conv_layer_9 (Conv2D)           (None, 56, 56, 32)   36896       activation_9[0][0]               
__________________________________________________________________________________________________
concatenate_3 (Concatenate)     (None, 56, 56, 128)  0           conv_layer_3[0][0]               
                                                                 conv_layer_5[0][0]               
                                                                 conv_layer_7[0][0]               
                                                                 conv_layer_9[0][0]               
__________________________________________________________________________________________________
bn_layer_10 (BatchNormalization (None, 56, 56, 128)  512         concatenate_3[0][0]              
__________________________________________________________________________________________________
activation_10 (Activation)      (None, 56, 56, 128)  0           bn_layer_10[0][0]                
__________________________________________________________________________________________________
conv_layer_10 (Conv2D)          (None, 56, 56, 128)  16512       activation_10[0][0]              
__________________________________________________________________________________________________
bn_layer_11 (BatchNormalization (None, 56, 56, 128)  512         conv_layer_10[0][0]              
__________________________________________________________________________________________________
activation_11 (Activation)      (None, 56, 56, 128)  0           bn_layer_11[0][0]                
__________________________________________________________________________________________________
conv_layer_11 (Conv2D)          (None, 56, 56, 32)   36896       activation_11[0][0]              
__________________________________________________________________________________________________
concatenate_4 (Concatenate)     (None, 56, 56, 160)  0           conv_layer_3[0][0]               
                                                                 conv_layer_5[0][0]               
                                                                 conv_layer_7[0][0]               
                                                                 conv_layer_9[0][0]               
                                                                 conv_layer_11[0][0]              
__________________________________________________________________________________________________
bn_layer_12 (BatchNormalization (None, 56, 56, 160)  640         concatenate_4[0][0]              
__________________________________________________________________________________________________
activation_12 (Activation)      (None, 56, 56, 160)  0           bn_layer_12[0][0]                
__________________________________________________________________________________________________
conv_layer_12 (Conv2D)          (None, 56, 56, 128)  20608       activation_12[0][0]              
__________________________________________________________________________________________________
bn_layer_13 (BatchNormalization (None, 56, 56, 128)  512         conv_layer_12[0][0]              
__________________________________________________________________________________________________
activation_13 (Activation)      (None, 56, 56, 128)  0           bn_layer_13[0][0]                
__________________________________________________________________________________________________
conv_layer_13 (Conv2D)          (None, 56, 56, 32)   36896       activation_13[0][0]              
__________________________________________________________________________________________________
bn_layer_14 (BatchNormalization (None, 56, 56, 32)   128         conv_layer_13[0][0]              
__________________________________________________________________________________________________
activation_14 (Activation)      (None, 56, 56, 32)   0           bn_layer_14[0][0]                
__________________________________________________________________________________________________
conv_layer_14 (Conv2D)          (None, 56, 56, 32)   1056        activation_14[0][0]              
__________________________________________________________________________________________________
average_pooling2d_1 (AveragePoo (None, 28, 28, 32)   0           conv_layer_14[0][0]              
__________________________________________________________________________________________________
bn_layer_15 (BatchNormalization (None, 28, 28, 32)   128         average_pooling2d_1[0][0]        
__________________________________________________________________________________________________
activation_15 (Activation)      (None, 28, 28, 32)   0           bn_layer_15[0][0]                
__________________________________________________________________________________________________
conv_layer_15 (Conv2D)          (None, 28, 28, 128)  4224        activation_15[0][0]              
__________________________________________________________________________________________________
bn_layer_16 (BatchNormalization (None, 28, 28, 128)  512         conv_layer_15[0][0]              
__________________________________________________________________________________________________
activation_16 (Activation)      (None, 28, 28, 128)  0           bn_layer_16[0][0]                
__________________________________________________________________________________________________
conv_layer_16 (Conv2D)          (None, 28, 28, 32)   36896       activation_16[0][0]              
__________________________________________________________________________________________________
bn_layer_17 (BatchNormalization (None, 28, 28, 32)   128         conv_layer_16[0][0]              
__________________________________________________________________________________________________
activation_17 (Activation)      (None, 28, 28, 32)   0           bn_layer_17[0][0]                
__________________________________________________________________________________________________
conv_layer_17 (Conv2D)          (None, 28, 28, 128)  4224        activation_17[0][0]              
__________________________________________________________________________________________________
bn_layer_18 (BatchNormalization (None, 28, 28, 128)  512         conv_layer_17[0][0]              
__________________________________________________________________________________________________
activation_18 (Activation)      (None, 28, 28, 128)  0           bn_layer_18[0][0]                
__________________________________________________________________________________________________
conv_layer_18 (Conv2D)          (None, 28, 28, 32)   36896       activation_18[0][0]              
__________________________________________________________________________________________________
concatenate_5 (Concatenate)     (None, 28, 28, 64)   0           conv_layer_16[0][0]              
                                                                 conv_layer_18[0][0]              
__________________________________________________________________________________________________
bn_layer_19 (BatchNormalization (None, 28, 28, 64)   256         concatenate_5[0][0]              
__________________________________________________________________________________________________
activation_19 (Activation)      (None, 28, 28, 64)   0           bn_layer_19[0][0]                
__________________________________________________________________________________________________
conv_layer_19 (Conv2D)          (None, 28, 28, 128)  8320        activation_19[0][0]              
__________________________________________________________________________________________________
bn_layer_20 (BatchNormalization (None, 28, 28, 128)  512         conv_layer_19[0][0]              
__________________________________________________________________________________________________
activation_20 (Activation)      (None, 28, 28, 128)  0           bn_layer_20[0][0]                
__________________________________________________________________________________________________
conv_layer_20 (Conv2D)          (None, 28, 28, 32)   36896       activation_20[0][0]              
__________________________________________________________________________________________________
concatenate_6 (Concatenate)     (None, 28, 28, 96)   0           conv_layer_16[0][0]              
                                                                 conv_layer_18[0][0]              
                                                                 conv_layer_20[0][0]              
__________________________________________________________________________________________________
bn_layer_21 (BatchNormalization (None, 28, 28, 96)   384         concatenate_6[0][0]              
__________________________________________________________________________________________________
activation_21 (Activation)      (None, 28, 28, 96)   0           bn_layer_21[0][0]                
__________________________________________________________________________________________________
conv_layer_21 (Conv2D)          (None, 28, 28, 128)  12416       activation_21[0][0]              
__________________________________________________________________________________________________
bn_layer_22 (BatchNormalization (None, 28, 28, 128)  512         conv_layer_21[0][0]              
__________________________________________________________________________________________________
activation_22 (Activation)      (None, 28, 28, 128)  0           bn_layer_22[0][0]                
__________________________________________________________________________________________________
conv_layer_22 (Conv2D)          (None, 28, 28, 32)   36896       activation_22[0][0]              
__________________________________________________________________________________________________
concatenate_7 (Concatenate)     (None, 28, 28, 128)  0           conv_layer_16[0][0]              
                                                                 conv_layer_18[0][0]              
                                                                 conv_layer_20[0][0]              
                                                                 conv_layer_22[0][0]              
__________________________________________________________________________________________________
bn_layer_23 (BatchNormalization (None, 28, 28, 128)  512         concatenate_7[0][0]              
__________________________________________________________________________________________________
activation_23 (Activation)      (None, 28, 28, 128)  0           bn_layer_23[0][0]                
__________________________________________________________________________________________________
conv_layer_23 (Conv2D)          (None, 28, 28, 128)  16512       activation_23[0][0]              
__________________________________________________________________________________________________
bn_layer_24 (BatchNormalization (None, 28, 28, 128)  512         conv_layer_23[0][0]              
__________________________________________________________________________________________________
activation_24 (Activation)      (None, 28, 28, 128)  0           bn_layer_24[0][0]                
__________________________________________________________________________________________________
conv_layer_24 (Conv2D)          (None, 28, 28, 32)   36896       activation_24[0][0]              
__________________________________________________________________________________________________
concatenate_8 (Concatenate)     (None, 28, 28, 160)  0           conv_layer_16[0][0]              
                                                                 conv_layer_18[0][0]              
                                                                 conv_layer_20[0][0]              
                                                                 conv_layer_22[0][0]              
                                                                 conv_layer_24[0][0]              
__________________________________________________________________________________________________
bn_layer_25 (BatchNormalization (None, 28, 28, 160)  640         concatenate_8[0][0]              
__________________________________________________________________________________________________
activation_25 (Activation)      (None, 28, 28, 160)  0           bn_layer_25[0][0]                
__________________________________________________________________________________________________
conv_layer_25 (Conv2D)          (None, 28, 28, 128)  20608       activation_25[0][0]              
__________________________________________________________________________________________________
bn_layer_26 (BatchNormalization (None, 28, 28, 128)  512         conv_layer_25[0][0]              
__________________________________________________________________________________________________
activation_26 (Activation)      (None, 28, 28, 128)  0           bn_layer_26[0][0]                
__________________________________________________________________________________________________
conv_layer_26 (Conv2D)          (None, 28, 28, 32)   36896       activation_26[0][0]              
__________________________________________________________________________________________________
concatenate_9 (Concatenate)     (None, 28, 28, 192)  0           conv_layer_16[0][0]              
                                                                 conv_layer_18[0][0]              
                                                                 conv_layer_20[0][0]              
                                                                 conv_layer_22[0][0]              
                                                                 conv_layer_24[0][0]              
                                                                 conv_layer_26[0][0]              
__________________________________________________________________________________________________
bn_layer_27 (BatchNormalization (None, 28, 28, 192)  768         concatenate_9[0][0]              
__________________________________________________________________________________________________
activation_27 (Activation)      (None, 28, 28, 192)  0           bn_layer_27[0][0]                
__________________________________________________________________________________________________
conv_layer_27 (Conv2D)          (None, 28, 28, 128)  24704       activation_27[0][0]              
__________________________________________________________________________________________________
bn_layer_28 (BatchNormalization (None, 28, 28, 128)  512         conv_layer_27[0][0]              
__________________________________________________________________________________________________
activation_28 (Activation)      (None, 28, 28, 128)  0           bn_layer_28[0][0]                
__________________________________________________________________________________________________
conv_layer_28 (Conv2D)          (None, 28, 28, 32)   36896       activation_28[0][0]              
__________________________________________________________________________________________________
concatenate_10 (Concatenate)    (None, 28, 28, 224)  0           conv_layer_16[0][0]              
                                                                 conv_layer_18[0][0]              
                                                                 conv_layer_20[0][0]              
                                                                 conv_layer_22[0][0]              
                                                                 conv_layer_24[0][0]              
                                                                 conv_layer_26[0][0]              
                                                                 conv_layer_28[0][0]              
__________________________________________________________________________________________________
bn_layer_29 (BatchNormalization (None, 28, 28, 224)  896         concatenate_10[0][0]             
__________________________________________________________________________________________________
activation_29 (Activation)      (None, 28, 28, 224)  0           bn_layer_29[0][0]                
__________________________________________________________________________________________________
conv_layer_29 (Conv2D)          (None, 28, 28, 128)  28800       activation_29[0][0]              
__________________________________________________________________________________________________
bn_layer_30 (BatchNormalization (None, 28, 28, 128)  512         conv_layer_29[0][0]              
__________________________________________________________________________________________________
activation_30 (Activation)      (None, 28, 28, 128)  0           bn_layer_30[0][0]                
__________________________________________________________________________________________________
conv_layer_30 (Conv2D)          (None, 28, 28, 32)   36896       activation_30[0][0]              
__________________________________________________________________________________________________
concatenate_11 (Concatenate)    (None, 28, 28, 256)  0           conv_layer_16[0][0]              
                                                                 conv_layer_18[0][0]              
                                                                 conv_layer_20[0][0]              
                                                                 conv_layer_22[0][0]              
                                                                 conv_layer_24[0][0]              
                                                                 conv_layer_26[0][0]              
                                                                 conv_layer_28[0][0]              
                                                                 conv_layer_30[0][0]              
__________________________________________________________________________________________________
bn_layer_31 (BatchNormalization (None, 28, 28, 256)  1024        concatenate_11[0][0]             
__________________________________________________________________________________________________
activation_31 (Activation)      (None, 28, 28, 256)  0           bn_layer_31[0][0]                
__________________________________________________________________________________________________
conv_layer_31 (Conv2D)          (None, 28, 28, 128)  32896       activation_31[0][0]              
__________________________________________________________________________________________________
bn_layer_32 (BatchNormalization (None, 28, 28, 128)  512         conv_layer_31[0][0]              
__________________________________________________________________________________________________
activation_32 (Activation)      (None, 28, 28, 128)  0           bn_layer_32[0][0]                
__________________________________________________________________________________________________
conv_layer_32 (Conv2D)          (None, 28, 28, 32)   36896       activation_32[0][0]              
__________________________________________________________________________________________________
concatenate_12 (Concatenate)    (None, 28, 28, 288)  0           conv_layer_16[0][0]              
                                                                 conv_layer_18[0][0]              
                                                                 conv_layer_20[0][0]              
                                                                 conv_layer_22[0][0]              
                                                                 conv_layer_24[0][0]              
                                                                 conv_layer_26[0][0]              
                                                                 conv_layer_28[0][0]              
                                                                 conv_layer_30[0][0]              
                                                                 conv_layer_32[0][0]              
__________________________________________________________________________________________________
bn_layer_33 (BatchNormalization (None, 28, 28, 288)  1152        concatenate_12[0][0]             
__________________________________________________________________________________________________
activation_33 (Activation)      (None, 28, 28, 288)  0           bn_layer_33[0][0]                
__________________________________________________________________________________________________
conv_layer_33 (Conv2D)          (None, 28, 28, 128)  36992       activation_33[0][0]              
__________________________________________________________________________________________________
bn_layer_34 (BatchNormalization (None, 28, 28, 128)  512         conv_layer_33[0][0]              
__________________________________________________________________________________________________
activation_34 (Activation)      (None, 28, 28, 128)  0           bn_layer_34[0][0]                
__________________________________________________________________________________________________
conv_layer_34 (Conv2D)          (None, 28, 28, 32)   36896       activation_34[0][0]              
__________________________________________________________________________________________________
concatenate_13 (Concatenate)    (None, 28, 28, 320)  0           conv_layer_16[0][0]              
                                                                 conv_layer_18[0][0]              
                                                                 conv_layer_20[0][0]              
                                                                 conv_layer_22[0][0]              
                                                                 conv_layer_24[0][0]              
                                                                 conv_layer_26[0][0]              
                                                                 conv_layer_28[0][0]              
                                                                 conv_layer_30[0][0]              
                                                                 conv_layer_32[0][0]              
                                                                 conv_layer_34[0][0]              
__________________________________________________________________________________________________
bn_layer_35 (BatchNormalization (None, 28, 28, 320)  1280        concatenate_13[0][0]             
__________________________________________________________________________________________________
activation_35 (Activation)      (None, 28, 28, 320)  0           bn_layer_35[0][0]                
__________________________________________________________________________________________________
conv_layer_35 (Conv2D)          (None, 28, 28, 128)  41088       activation_35[0][0]              
__________________________________________________________________________________________________
bn_layer_36 (BatchNormalization (None, 28, 28, 128)  512         conv_layer_35[0][0]              
__________________________________________________________________________________________________
activation_36 (Activation)      (None, 28, 28, 128)  0           bn_layer_36[0][0]                
__________________________________________________________________________________________________
conv_layer_36 (Conv2D)          (None, 28, 28, 32)   36896       activation_36[0][0]              
__________________________________________________________________________________________________
concatenate_14 (Concatenate)    (None, 28, 28, 352)  0           conv_layer_16[0][0]              
                                                                 conv_layer_18[0][0]              
                                                                 conv_layer_20[0][0]              
                                                                 conv_layer_22[0][0]              
                                                                 conv_layer_24[0][0]              
                                                                 conv_layer_26[0][0]              
                                                                 conv_layer_28[0][0]              
                                                                 conv_layer_30[0][0]              
                                                                 conv_layer_32[0][0]              
                                                                 conv_layer_34[0][0]              
                                                                 conv_layer_36[0][0]              
__________________________________________________________________________________________________
bn_layer_37 (BatchNormalization (None, 28, 28, 352)  1408        concatenate_14[0][0]             
__________________________________________________________________________________________________
activation_37 (Activation)      (None, 28, 28, 352)  0           bn_layer_37[0][0]                
__________________________________________________________________________________________________
conv_layer_37 (Conv2D)          (None, 28, 28, 128)  45184       activation_37[0][0]              
__________________________________________________________________________________________________
bn_layer_38 (BatchNormalization (None, 28, 28, 128)  512         conv_layer_37[0][0]              
__________________________________________________________________________________________________
activation_38 (Activation)      (None, 28, 28, 128)  0           bn_layer_38[0][0]                
__________________________________________________________________________________________________
conv_layer_38 (Conv2D)          (None, 28, 28, 32)   36896       activation_38[0][0]              
__________________________________________________________________________________________________
bn_layer_39 (BatchNormalization (None, 28, 28, 32)   128         conv_layer_38[0][0]              
__________________________________________________________________________________________________
activation_39 (Activation)      (None, 28, 28, 32)   0           bn_layer_39[0][0]                
__________________________________________________________________________________________________
conv_layer_39 (Conv2D)          (None, 28, 28, 32)   1056        activation_39[0][0]              
__________________________________________________________________________________________________
average_pooling2d_2 (AveragePoo (None, 14, 14, 32)   0           conv_layer_39[0][0]              
__________________________________________________________________________________________________
bn_layer_40 (BatchNormalization (None, 14, 14, 32)   128         average_pooling2d_2[0][0]        
__________________________________________________________________________________________________
activation_40 (Activation)      (None, 14, 14, 32)   0           bn_layer_40[0][0]                
__________________________________________________________________________________________________
conv_layer_40 (Conv2D)          (None, 14, 14, 128)  4224        activation_40[0][0]              
__________________________________________________________________________________________________
bn_layer_41 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_40[0][0]              
__________________________________________________________________________________________________
activation_41 (Activation)      (None, 14, 14, 128)  0           bn_layer_41[0][0]                
__________________________________________________________________________________________________
conv_layer_41 (Conv2D)          (None, 14, 14, 32)   36896       activation_41[0][0]              
__________________________________________________________________________________________________
bn_layer_42 (BatchNormalization (None, 14, 14, 32)   128         conv_layer_41[0][0]              
__________________________________________________________________________________________________
activation_42 (Activation)      (None, 14, 14, 32)   0           bn_layer_42[0][0]                
__________________________________________________________________________________________________
conv_layer_42 (Conv2D)          (None, 14, 14, 128)  4224        activation_42[0][0]              
__________________________________________________________________________________________________
bn_layer_43 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_42[0][0]              
__________________________________________________________________________________________________
activation_43 (Activation)      (None, 14, 14, 128)  0           bn_layer_43[0][0]                
__________________________________________________________________________________________________
conv_layer_43 (Conv2D)          (None, 14, 14, 32)   36896       activation_43[0][0]              
__________________________________________________________________________________________________
concatenate_15 (Concatenate)    (None, 14, 14, 64)   0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
__________________________________________________________________________________________________
bn_layer_44 (BatchNormalization (None, 14, 14, 64)   256         concatenate_15[0][0]             
__________________________________________________________________________________________________
activation_44 (Activation)      (None, 14, 14, 64)   0           bn_layer_44[0][0]                
__________________________________________________________________________________________________
conv_layer_44 (Conv2D)          (None, 14, 14, 128)  8320        activation_44[0][0]              
__________________________________________________________________________________________________
bn_layer_45 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_44[0][0]              
__________________________________________________________________________________________________
activation_45 (Activation)      (None, 14, 14, 128)  0           bn_layer_45[0][0]                
__________________________________________________________________________________________________
conv_layer_45 (Conv2D)          (None, 14, 14, 32)   36896       activation_45[0][0]              
__________________________________________________________________________________________________
concatenate_16 (Concatenate)    (None, 14, 14, 96)   0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
__________________________________________________________________________________________________
bn_layer_46 (BatchNormalization (None, 14, 14, 96)   384         concatenate_16[0][0]             
__________________________________________________________________________________________________
activation_46 (Activation)      (None, 14, 14, 96)   0           bn_layer_46[0][0]                
__________________________________________________________________________________________________
conv_layer_46 (Conv2D)          (None, 14, 14, 128)  12416       activation_46[0][0]              
__________________________________________________________________________________________________
bn_layer_47 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_46[0][0]              
__________________________________________________________________________________________________
activation_47 (Activation)      (None, 14, 14, 128)  0           bn_layer_47[0][0]                
__________________________________________________________________________________________________
conv_layer_47 (Conv2D)          (None, 14, 14, 32)   36896       activation_47[0][0]              
__________________________________________________________________________________________________
concatenate_17 (Concatenate)    (None, 14, 14, 128)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
__________________________________________________________________________________________________
bn_layer_48 (BatchNormalization (None, 14, 14, 128)  512         concatenate_17[0][0]             
__________________________________________________________________________________________________
activation_48 (Activation)      (None, 14, 14, 128)  0           bn_layer_48[0][0]                
__________________________________________________________________________________________________
conv_layer_48 (Conv2D)          (None, 14, 14, 128)  16512       activation_48[0][0]              
__________________________________________________________________________________________________
bn_layer_49 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_48[0][0]              
__________________________________________________________________________________________________
activation_49 (Activation)      (None, 14, 14, 128)  0           bn_layer_49[0][0]                
__________________________________________________________________________________________________
conv_layer_49 (Conv2D)          (None, 14, 14, 32)   36896       activation_49[0][0]              
__________________________________________________________________________________________________
concatenate_18 (Concatenate)    (None, 14, 14, 160)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
__________________________________________________________________________________________________
bn_layer_50 (BatchNormalization (None, 14, 14, 160)  640         concatenate_18[0][0]             
__________________________________________________________________________________________________
activation_50 (Activation)      (None, 14, 14, 160)  0           bn_layer_50[0][0]                
__________________________________________________________________________________________________
conv_layer_50 (Conv2D)          (None, 14, 14, 128)  20608       activation_50[0][0]              
__________________________________________________________________________________________________
bn_layer_51 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_50[0][0]              
__________________________________________________________________________________________________
activation_51 (Activation)      (None, 14, 14, 128)  0           bn_layer_51[0][0]                
__________________________________________________________________________________________________
conv_layer_51 (Conv2D)          (None, 14, 14, 32)   36896       activation_51[0][0]              
__________________________________________________________________________________________________
concatenate_19 (Concatenate)    (None, 14, 14, 192)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
__________________________________________________________________________________________________
bn_layer_52 (BatchNormalization (None, 14, 14, 192)  768         concatenate_19[0][0]             
__________________________________________________________________________________________________
activation_52 (Activation)      (None, 14, 14, 192)  0           bn_layer_52[0][0]                
__________________________________________________________________________________________________
conv_layer_52 (Conv2D)          (None, 14, 14, 128)  24704       activation_52[0][0]              
__________________________________________________________________________________________________
bn_layer_53 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_52[0][0]              
__________________________________________________________________________________________________
activation_53 (Activation)      (None, 14, 14, 128)  0           bn_layer_53[0][0]                
__________________________________________________________________________________________________
conv_layer_53 (Conv2D)          (None, 14, 14, 32)   36896       activation_53[0][0]              
__________________________________________________________________________________________________
concatenate_20 (Concatenate)    (None, 14, 14, 224)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
__________________________________________________________________________________________________
bn_layer_54 (BatchNormalization (None, 14, 14, 224)  896         concatenate_20[0][0]             
__________________________________________________________________________________________________
activation_54 (Activation)      (None, 14, 14, 224)  0           bn_layer_54[0][0]                
__________________________________________________________________________________________________
conv_layer_54 (Conv2D)          (None, 14, 14, 128)  28800       activation_54[0][0]              
__________________________________________________________________________________________________
bn_layer_55 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_54[0][0]              
__________________________________________________________________________________________________
activation_55 (Activation)      (None, 14, 14, 128)  0           bn_layer_55[0][0]                
__________________________________________________________________________________________________
conv_layer_55 (Conv2D)          (None, 14, 14, 32)   36896       activation_55[0][0]              
__________________________________________________________________________________________________
concatenate_21 (Concatenate)    (None, 14, 14, 256)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
__________________________________________________________________________________________________
bn_layer_56 (BatchNormalization (None, 14, 14, 256)  1024        concatenate_21[0][0]             
__________________________________________________________________________________________________
activation_56 (Activation)      (None, 14, 14, 256)  0           bn_layer_56[0][0]                
__________________________________________________________________________________________________
conv_layer_56 (Conv2D)          (None, 14, 14, 128)  32896       activation_56[0][0]              
__________________________________________________________________________________________________
bn_layer_57 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_56[0][0]              
__________________________________________________________________________________________________
activation_57 (Activation)      (None, 14, 14, 128)  0           bn_layer_57[0][0]                
__________________________________________________________________________________________________
conv_layer_57 (Conv2D)          (None, 14, 14, 32)   36896       activation_57[0][0]              
__________________________________________________________________________________________________
concatenate_22 (Concatenate)    (None, 14, 14, 288)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
__________________________________________________________________________________________________
bn_layer_58 (BatchNormalization (None, 14, 14, 288)  1152        concatenate_22[0][0]             
__________________________________________________________________________________________________
activation_58 (Activation)      (None, 14, 14, 288)  0           bn_layer_58[0][0]                
__________________________________________________________________________________________________
conv_layer_58 (Conv2D)          (None, 14, 14, 128)  36992       activation_58[0][0]              
__________________________________________________________________________________________________
bn_layer_59 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_58[0][0]              
__________________________________________________________________________________________________
activation_59 (Activation)      (None, 14, 14, 128)  0           bn_layer_59[0][0]                
__________________________________________________________________________________________________
conv_layer_59 (Conv2D)          (None, 14, 14, 32)   36896       activation_59[0][0]              
__________________________________________________________________________________________________
concatenate_23 (Concatenate)    (None, 14, 14, 320)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
__________________________________________________________________________________________________
bn_layer_60 (BatchNormalization (None, 14, 14, 320)  1280        concatenate_23[0][0]             
__________________________________________________________________________________________________
activation_60 (Activation)      (None, 14, 14, 320)  0           bn_layer_60[0][0]                
__________________________________________________________________________________________________
conv_layer_60 (Conv2D)          (None, 14, 14, 128)  41088       activation_60[0][0]              
__________________________________________________________________________________________________
bn_layer_61 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_60[0][0]              
__________________________________________________________________________________________________
activation_61 (Activation)      (None, 14, 14, 128)  0           bn_layer_61[0][0]                
__________________________________________________________________________________________________
conv_layer_61 (Conv2D)          (None, 14, 14, 32)   36896       activation_61[0][0]              
__________________________________________________________________________________________________
concatenate_24 (Concatenate)    (None, 14, 14, 352)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
__________________________________________________________________________________________________
bn_layer_62 (BatchNormalization (None, 14, 14, 352)  1408        concatenate_24[0][0]             
__________________________________________________________________________________________________
activation_62 (Activation)      (None, 14, 14, 352)  0           bn_layer_62[0][0]                
__________________________________________________________________________________________________
conv_layer_62 (Conv2D)          (None, 14, 14, 128)  45184       activation_62[0][0]              
__________________________________________________________________________________________________
bn_layer_63 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_62[0][0]              
__________________________________________________________________________________________________
activation_63 (Activation)      (None, 14, 14, 128)  0           bn_layer_63[0][0]                
__________________________________________________________________________________________________
conv_layer_63 (Conv2D)          (None, 14, 14, 32)   36896       activation_63[0][0]              
__________________________________________________________________________________________________
concatenate_25 (Concatenate)    (None, 14, 14, 384)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
                                                                 conv_layer_63[0][0]              
__________________________________________________________________________________________________
bn_layer_64 (BatchNormalization (None, 14, 14, 384)  1536        concatenate_25[0][0]             
__________________________________________________________________________________________________
activation_64 (Activation)      (None, 14, 14, 384)  0           bn_layer_64[0][0]                
__________________________________________________________________________________________________
conv_layer_64 (Conv2D)          (None, 14, 14, 128)  49280       activation_64[0][0]              
__________________________________________________________________________________________________
bn_layer_65 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_64[0][0]              
__________________________________________________________________________________________________
activation_65 (Activation)      (None, 14, 14, 128)  0           bn_layer_65[0][0]                
__________________________________________________________________________________________________
conv_layer_65 (Conv2D)          (None, 14, 14, 32)   36896       activation_65[0][0]              
__________________________________________________________________________________________________
concatenate_26 (Concatenate)    (None, 14, 14, 416)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
                                                                 conv_layer_63[0][0]              
                                                                 conv_layer_65[0][0]              
__________________________________________________________________________________________________
bn_layer_66 (BatchNormalization (None, 14, 14, 416)  1664        concatenate_26[0][0]             
__________________________________________________________________________________________________
activation_66 (Activation)      (None, 14, 14, 416)  0           bn_layer_66[0][0]                
__________________________________________________________________________________________________
conv_layer_66 (Conv2D)          (None, 14, 14, 128)  53376       activation_66[0][0]              
__________________________________________________________________________________________________
bn_layer_67 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_66[0][0]              
__________________________________________________________________________________________________
activation_67 (Activation)      (None, 14, 14, 128)  0           bn_layer_67[0][0]                
__________________________________________________________________________________________________
conv_layer_67 (Conv2D)          (None, 14, 14, 32)   36896       activation_67[0][0]              
__________________________________________________________________________________________________
concatenate_27 (Concatenate)    (None, 14, 14, 448)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
                                                                 conv_layer_63[0][0]              
                                                                 conv_layer_65[0][0]              
                                                                 conv_layer_67[0][0]              
__________________________________________________________________________________________________
bn_layer_68 (BatchNormalization (None, 14, 14, 448)  1792        concatenate_27[0][0]             
__________________________________________________________________________________________________
activation_68 (Activation)      (None, 14, 14, 448)  0           bn_layer_68[0][0]                
__________________________________________________________________________________________________
conv_layer_68 (Conv2D)          (None, 14, 14, 128)  57472       activation_68[0][0]              
__________________________________________________________________________________________________
bn_layer_69 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_68[0][0]              
__________________________________________________________________________________________________
activation_69 (Activation)      (None, 14, 14, 128)  0           bn_layer_69[0][0]                
__________________________________________________________________________________________________
conv_layer_69 (Conv2D)          (None, 14, 14, 32)   36896       activation_69[0][0]              
__________________________________________________________________________________________________
concatenate_28 (Concatenate)    (None, 14, 14, 480)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
                                                                 conv_layer_63[0][0]              
                                                                 conv_layer_65[0][0]              
                                                                 conv_layer_67[0][0]              
                                                                 conv_layer_69[0][0]              
__________________________________________________________________________________________________
bn_layer_70 (BatchNormalization (None, 14, 14, 480)  1920        concatenate_28[0][0]             
__________________________________________________________________________________________________
activation_70 (Activation)      (None, 14, 14, 480)  0           bn_layer_70[0][0]                
__________________________________________________________________________________________________
conv_layer_70 (Conv2D)          (None, 14, 14, 128)  61568       activation_70[0][0]              
__________________________________________________________________________________________________
bn_layer_71 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_70[0][0]              
__________________________________________________________________________________________________
activation_71 (Activation)      (None, 14, 14, 128)  0           bn_layer_71[0][0]                
__________________________________________________________________________________________________
conv_layer_71 (Conv2D)          (None, 14, 14, 32)   36896       activation_71[0][0]              
__________________________________________________________________________________________________
concatenate_29 (Concatenate)    (None, 14, 14, 512)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
                                                                 conv_layer_63[0][0]              
                                                                 conv_layer_65[0][0]              
                                                                 conv_layer_67[0][0]              
                                                                 conv_layer_69[0][0]              
                                                                 conv_layer_71[0][0]              
__________________________________________________________________________________________________
bn_layer_72 (BatchNormalization (None, 14, 14, 512)  2048        concatenate_29[0][0]             
__________________________________________________________________________________________________
activation_72 (Activation)      (None, 14, 14, 512)  0           bn_layer_72[0][0]                
__________________________________________________________________________________________________
conv_layer_72 (Conv2D)          (None, 14, 14, 128)  65664       activation_72[0][0]              
__________________________________________________________________________________________________
bn_layer_73 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_72[0][0]              
__________________________________________________________________________________________________
activation_73 (Activation)      (None, 14, 14, 128)  0           bn_layer_73[0][0]                
__________________________________________________________________________________________________
conv_layer_73 (Conv2D)          (None, 14, 14, 32)   36896       activation_73[0][0]              
__________________________________________________________________________________________________
concatenate_30 (Concatenate)    (None, 14, 14, 544)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
                                                                 conv_layer_63[0][0]              
                                                                 conv_layer_65[0][0]              
                                                                 conv_layer_67[0][0]              
                                                                 conv_layer_69[0][0]              
                                                                 conv_layer_71[0][0]              
                                                                 conv_layer_73[0][0]              
__________________________________________________________________________________________________
bn_layer_74 (BatchNormalization (None, 14, 14, 544)  2176        concatenate_30[0][0]             
__________________________________________________________________________________________________
activation_74 (Activation)      (None, 14, 14, 544)  0           bn_layer_74[0][0]                
__________________________________________________________________________________________________
conv_layer_74 (Conv2D)          (None, 14, 14, 128)  69760       activation_74[0][0]              
__________________________________________________________________________________________________
bn_layer_75 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_74[0][0]              
__________________________________________________________________________________________________
activation_75 (Activation)      (None, 14, 14, 128)  0           bn_layer_75[0][0]                
__________________________________________________________________________________________________
conv_layer_75 (Conv2D)          (None, 14, 14, 32)   36896       activation_75[0][0]              
__________________________________________________________________________________________________
concatenate_31 (Concatenate)    (None, 14, 14, 576)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
                                                                 conv_layer_63[0][0]              
                                                                 conv_layer_65[0][0]              
                                                                 conv_layer_67[0][0]              
                                                                 conv_layer_69[0][0]              
                                                                 conv_layer_71[0][0]              
                                                                 conv_layer_73[0][0]              
                                                                 conv_layer_75[0][0]              
__________________________________________________________________________________________________
bn_layer_76 (BatchNormalization (None, 14, 14, 576)  2304        concatenate_31[0][0]             
__________________________________________________________________________________________________
activation_76 (Activation)      (None, 14, 14, 576)  0           bn_layer_76[0][0]                
__________________________________________________________________________________________________
conv_layer_76 (Conv2D)          (None, 14, 14, 128)  73856       activation_76[0][0]              
__________________________________________________________________________________________________
bn_layer_77 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_76[0][0]              
__________________________________________________________________________________________________
activation_77 (Activation)      (None, 14, 14, 128)  0           bn_layer_77[0][0]                
__________________________________________________________________________________________________
conv_layer_77 (Conv2D)          (None, 14, 14, 32)   36896       activation_77[0][0]              
__________________________________________________________________________________________________
concatenate_32 (Concatenate)    (None, 14, 14, 608)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
                                                                 conv_layer_63[0][0]              
                                                                 conv_layer_65[0][0]              
                                                                 conv_layer_67[0][0]              
                                                                 conv_layer_69[0][0]              
                                                                 conv_layer_71[0][0]              
                                                                 conv_layer_73[0][0]              
                                                                 conv_layer_75[0][0]              
                                                                 conv_layer_77[0][0]              
__________________________________________________________________________________________________
bn_layer_78 (BatchNormalization (None, 14, 14, 608)  2432        concatenate_32[0][0]             
__________________________________________________________________________________________________
activation_78 (Activation)      (None, 14, 14, 608)  0           bn_layer_78[0][0]                
__________________________________________________________________________________________________
conv_layer_78 (Conv2D)          (None, 14, 14, 128)  77952       activation_78[0][0]              
__________________________________________________________________________________________________
bn_layer_79 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_78[0][0]              
__________________________________________________________________________________________________
activation_79 (Activation)      (None, 14, 14, 128)  0           bn_layer_79[0][0]                
__________________________________________________________________________________________________
conv_layer_79 (Conv2D)          (None, 14, 14, 32)   36896       activation_79[0][0]              
__________________________________________________________________________________________________
concatenate_33 (Concatenate)    (None, 14, 14, 640)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
                                                                 conv_layer_63[0][0]              
                                                                 conv_layer_65[0][0]              
                                                                 conv_layer_67[0][0]              
                                                                 conv_layer_69[0][0]              
                                                                 conv_layer_71[0][0]              
                                                                 conv_layer_73[0][0]              
                                                                 conv_layer_75[0][0]              
                                                                 conv_layer_77[0][0]              
                                                                 conv_layer_79[0][0]              
__________________________________________________________________________________________________
bn_layer_80 (BatchNormalization (None, 14, 14, 640)  2560        concatenate_33[0][0]             
__________________________________________________________________________________________________
activation_80 (Activation)      (None, 14, 14, 640)  0           bn_layer_80[0][0]                
__________________________________________________________________________________________________
conv_layer_80 (Conv2D)          (None, 14, 14, 128)  82048       activation_80[0][0]              
__________________________________________________________________________________________________
bn_layer_81 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_80[0][0]              
__________________________________________________________________________________________________
activation_81 (Activation)      (None, 14, 14, 128)  0           bn_layer_81[0][0]                
__________________________________________________________________________________________________
conv_layer_81 (Conv2D)          (None, 14, 14, 32)   36896       activation_81[0][0]              
__________________________________________________________________________________________________
concatenate_34 (Concatenate)    (None, 14, 14, 672)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
                                                                 conv_layer_63[0][0]              
                                                                 conv_layer_65[0][0]              
                                                                 conv_layer_67[0][0]              
                                                                 conv_layer_69[0][0]              
                                                                 conv_layer_71[0][0]              
                                                                 conv_layer_73[0][0]              
                                                                 conv_layer_75[0][0]              
                                                                 conv_layer_77[0][0]              
                                                                 conv_layer_79[0][0]              
                                                                 conv_layer_81[0][0]              
__________________________________________________________________________________________________
bn_layer_82 (BatchNormalization (None, 14, 14, 672)  2688        concatenate_34[0][0]             
__________________________________________________________________________________________________
activation_82 (Activation)      (None, 14, 14, 672)  0           bn_layer_82[0][0]                
__________________________________________________________________________________________________
conv_layer_82 (Conv2D)          (None, 14, 14, 128)  86144       activation_82[0][0]              
__________________________________________________________________________________________________
bn_layer_83 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_82[0][0]              
__________________________________________________________________________________________________
activation_83 (Activation)      (None, 14, 14, 128)  0           bn_layer_83[0][0]                
__________________________________________________________________________________________________
conv_layer_83 (Conv2D)          (None, 14, 14, 32)   36896       activation_83[0][0]              
__________________________________________________________________________________________________
concatenate_35 (Concatenate)    (None, 14, 14, 704)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
                                                                 conv_layer_63[0][0]              
                                                                 conv_layer_65[0][0]              
                                                                 conv_layer_67[0][0]              
                                                                 conv_layer_69[0][0]              
                                                                 conv_layer_71[0][0]              
                                                                 conv_layer_73[0][0]              
                                                                 conv_layer_75[0][0]              
                                                                 conv_layer_77[0][0]              
                                                                 conv_layer_79[0][0]              
                                                                 conv_layer_81[0][0]              
                                                                 conv_layer_83[0][0]              
__________________________________________________________________________________________________
bn_layer_84 (BatchNormalization (None, 14, 14, 704)  2816        concatenate_35[0][0]             
__________________________________________________________________________________________________
activation_84 (Activation)      (None, 14, 14, 704)  0           bn_layer_84[0][0]                
__________________________________________________________________________________________________
conv_layer_84 (Conv2D)          (None, 14, 14, 128)  90240       activation_84[0][0]              
__________________________________________________________________________________________________
bn_layer_85 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_84[0][0]              
__________________________________________________________________________________________________
activation_85 (Activation)      (None, 14, 14, 128)  0           bn_layer_85[0][0]                
__________________________________________________________________________________________________
conv_layer_85 (Conv2D)          (None, 14, 14, 32)   36896       activation_85[0][0]              
__________________________________________________________________________________________________
concatenate_36 (Concatenate)    (None, 14, 14, 736)  0           conv_layer_41[0][0]              
                                                                 conv_layer_43[0][0]              
                                                                 conv_layer_45[0][0]              
                                                                 conv_layer_47[0][0]              
                                                                 conv_layer_49[0][0]              
                                                                 conv_layer_51[0][0]              
                                                                 conv_layer_53[0][0]              
                                                                 conv_layer_55[0][0]              
                                                                 conv_layer_57[0][0]              
                                                                 conv_layer_59[0][0]              
                                                                 conv_layer_61[0][0]              
                                                                 conv_layer_63[0][0]              
                                                                 conv_layer_65[0][0]              
                                                                 conv_layer_67[0][0]              
                                                                 conv_layer_69[0][0]              
                                                                 conv_layer_71[0][0]              
                                                                 conv_layer_73[0][0]              
                                                                 conv_layer_75[0][0]              
                                                                 conv_layer_77[0][0]              
                                                                 conv_layer_79[0][0]              
                                                                 conv_layer_81[0][0]              
                                                                 conv_layer_83[0][0]              
                                                                 conv_layer_85[0][0]              
__________________________________________________________________________________________________
bn_layer_86 (BatchNormalization (None, 14, 14, 736)  2944        concatenate_36[0][0]             
__________________________________________________________________________________________________
activation_86 (Activation)      (None, 14, 14, 736)  0           bn_layer_86[0][0]                
__________________________________________________________________________________________________
conv_layer_86 (Conv2D)          (None, 14, 14, 128)  94336       activation_86[0][0]              
__________________________________________________________________________________________________
bn_layer_87 (BatchNormalization (None, 14, 14, 128)  512         conv_layer_86[0][0]              
__________________________________________________________________________________________________
activation_87 (Activation)      (None, 14, 14, 128)  0           bn_layer_87[0][0]                
__________________________________________________________________________________________________
conv_layer_87 (Conv2D)          (None, 14, 14, 32)   36896       activation_87[0][0]              
__________________________________________________________________________________________________
bn_layer_88 (BatchNormalization (None, 14, 14, 32)   128         conv_layer_87[0][0]              
__________________________________________________________________________________________________
activation_88 (Activation)      (None, 14, 14, 32)   0           bn_layer_88[0][0]                
__________________________________________________________________________________________________
conv_layer_88 (Conv2D)          (None, 14, 14, 32)   1056        activation_88[0][0]              
__________________________________________________________________________________________________
average_pooling2d_3 (AveragePoo (None, 7, 7, 32)     0           conv_layer_88[0][0]              
__________________________________________________________________________________________________
bn_layer_89 (BatchNormalization (None, 7, 7, 32)     128         average_pooling2d_3[0][0]        
__________________________________________________________________________________________________
activation_89 (Activation)      (None, 7, 7, 32)     0           bn_layer_89[0][0]                
__________________________________________________________________________________________________
conv_layer_89 (Conv2D)          (None, 7, 7, 128)    4224        activation_89[0][0]              
__________________________________________________________________________________________________
bn_layer_90 (BatchNormalization (None, 7, 7, 128)    512         conv_layer_89[0][0]              
__________________________________________________________________________________________________
activation_90 (Activation)      (None, 7, 7, 128)    0           bn_layer_90[0][0]                
__________________________________________________________________________________________________
conv_layer_90 (Conv2D)          (None, 7, 7, 32)     36896       activation_90[0][0]              
__________________________________________________________________________________________________
bn_layer_91 (BatchNormalization (None, 7, 7, 32)     128         conv_layer_90[0][0]              
__________________________________________________________________________________________________
activation_91 (Activation)      (None, 7, 7, 32)     0           bn_layer_91[0][0]                
__________________________________________________________________________________________________
conv_layer_91 (Conv2D)          (None, 7, 7, 128)    4224        activation_91[0][0]              
__________________________________________________________________________________________________
bn_layer_92 (BatchNormalization (None, 7, 7, 128)    512         conv_layer_91[0][0]              
__________________________________________________________________________________________________
activation_92 (Activation)      (None, 7, 7, 128)    0           bn_layer_92[0][0]                
__________________________________________________________________________________________________
conv_layer_92 (Conv2D)          (None, 7, 7, 32)     36896       activation_92[0][0]              
__________________________________________________________________________________________________
concatenate_37 (Concatenate)    (None, 7, 7, 64)     0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
__________________________________________________________________________________________________
bn_layer_93 (BatchNormalization (None, 7, 7, 64)     256         concatenate_37[0][0]             
__________________________________________________________________________________________________
activation_93 (Activation)      (None, 7, 7, 64)     0           bn_layer_93[0][0]                
__________________________________________________________________________________________________
conv_layer_93 (Conv2D)          (None, 7, 7, 128)    8320        activation_93[0][0]              
__________________________________________________________________________________________________
bn_layer_94 (BatchNormalization (None, 7, 7, 128)    512         conv_layer_93[0][0]              
__________________________________________________________________________________________________
activation_94 (Activation)      (None, 7, 7, 128)    0           bn_layer_94[0][0]                
__________________________________________________________________________________________________
conv_layer_94 (Conv2D)          (None, 7, 7, 32)     36896       activation_94[0][0]              
__________________________________________________________________________________________________
concatenate_38 (Concatenate)    (None, 7, 7, 96)     0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
__________________________________________________________________________________________________
bn_layer_95 (BatchNormalization (None, 7, 7, 96)     384         concatenate_38[0][0]             
__________________________________________________________________________________________________
activation_95 (Activation)      (None, 7, 7, 96)     0           bn_layer_95[0][0]                
__________________________________________________________________________________________________
conv_layer_95 (Conv2D)          (None, 7, 7, 128)    12416       activation_95[0][0]              
__________________________________________________________________________________________________
bn_layer_96 (BatchNormalization (None, 7, 7, 128)    512         conv_layer_95[0][0]              
__________________________________________________________________________________________________
activation_96 (Activation)      (None, 7, 7, 128)    0           bn_layer_96[0][0]                
__________________________________________________________________________________________________
conv_layer_96 (Conv2D)          (None, 7, 7, 32)     36896       activation_96[0][0]              
__________________________________________________________________________________________________
concatenate_39 (Concatenate)    (None, 7, 7, 128)    0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
                                                                 conv_layer_96[0][0]              
__________________________________________________________________________________________________
bn_layer_97 (BatchNormalization (None, 7, 7, 128)    512         concatenate_39[0][0]             
__________________________________________________________________________________________________
activation_97 (Activation)      (None, 7, 7, 128)    0           bn_layer_97[0][0]                
__________________________________________________________________________________________________
conv_layer_97 (Conv2D)          (None, 7, 7, 128)    16512       activation_97[0][0]              
__________________________________________________________________________________________________
bn_layer_98 (BatchNormalization (None, 7, 7, 128)    512         conv_layer_97[0][0]              
__________________________________________________________________________________________________
activation_98 (Activation)      (None, 7, 7, 128)    0           bn_layer_98[0][0]                
__________________________________________________________________________________________________
conv_layer_98 (Conv2D)          (None, 7, 7, 32)     36896       activation_98[0][0]              
__________________________________________________________________________________________________
concatenate_40 (Concatenate)    (None, 7, 7, 160)    0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
                                                                 conv_layer_96[0][0]              
                                                                 conv_layer_98[0][0]              
__________________________________________________________________________________________________
bn_layer_99 (BatchNormalization (None, 7, 7, 160)    640         concatenate_40[0][0]             
__________________________________________________________________________________________________
activation_99 (Activation)      (None, 7, 7, 160)    0           bn_layer_99[0][0]                
__________________________________________________________________________________________________
conv_layer_99 (Conv2D)          (None, 7, 7, 128)    20608       activation_99[0][0]              
__________________________________________________________________________________________________
bn_layer_100 (BatchNormalizatio (None, 7, 7, 128)    512         conv_layer_99[0][0]              
__________________________________________________________________________________________________
activation_100 (Activation)     (None, 7, 7, 128)    0           bn_layer_100[0][0]               
__________________________________________________________________________________________________
conv_layer_100 (Conv2D)         (None, 7, 7, 32)     36896       activation_100[0][0]             
__________________________________________________________________________________________________
concatenate_41 (Concatenate)    (None, 7, 7, 192)    0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
                                                                 conv_layer_96[0][0]              
                                                                 conv_layer_98[0][0]              
                                                                 conv_layer_100[0][0]             
__________________________________________________________________________________________________
bn_layer_101 (BatchNormalizatio (None, 7, 7, 192)    768         concatenate_41[0][0]             
__________________________________________________________________________________________________
activation_101 (Activation)     (None, 7, 7, 192)    0           bn_layer_101[0][0]               
__________________________________________________________________________________________________
conv_layer_101 (Conv2D)         (None, 7, 7, 128)    24704       activation_101[0][0]             
__________________________________________________________________________________________________
bn_layer_102 (BatchNormalizatio (None, 7, 7, 128)    512         conv_layer_101[0][0]             
__________________________________________________________________________________________________
activation_102 (Activation)     (None, 7, 7, 128)    0           bn_layer_102[0][0]               
__________________________________________________________________________________________________
conv_layer_102 (Conv2D)         (None, 7, 7, 32)     36896       activation_102[0][0]             
__________________________________________________________________________________________________
concatenate_42 (Concatenate)    (None, 7, 7, 224)    0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
                                                                 conv_layer_96[0][0]              
                                                                 conv_layer_98[0][0]              
                                                                 conv_layer_100[0][0]             
                                                                 conv_layer_102[0][0]             
__________________________________________________________________________________________________
bn_layer_103 (BatchNormalizatio (None, 7, 7, 224)    896         concatenate_42[0][0]             
__________________________________________________________________________________________________
activation_103 (Activation)     (None, 7, 7, 224)    0           bn_layer_103[0][0]               
__________________________________________________________________________________________________
conv_layer_103 (Conv2D)         (None, 7, 7, 128)    28800       activation_103[0][0]             
__________________________________________________________________________________________________
bn_layer_104 (BatchNormalizatio (None, 7, 7, 128)    512         conv_layer_103[0][0]             
__________________________________________________________________________________________________
activation_104 (Activation)     (None, 7, 7, 128)    0           bn_layer_104[0][0]               
__________________________________________________________________________________________________
conv_layer_104 (Conv2D)         (None, 7, 7, 32)     36896       activation_104[0][0]             
__________________________________________________________________________________________________
concatenate_43 (Concatenate)    (None, 7, 7, 256)    0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
                                                                 conv_layer_96[0][0]              
                                                                 conv_layer_98[0][0]              
                                                                 conv_layer_100[0][0]             
                                                                 conv_layer_102[0][0]             
                                                                 conv_layer_104[0][0]             
__________________________________________________________________________________________________
bn_layer_105 (BatchNormalizatio (None, 7, 7, 256)    1024        concatenate_43[0][0]             
__________________________________________________________________________________________________
activation_105 (Activation)     (None, 7, 7, 256)    0           bn_layer_105[0][0]               
__________________________________________________________________________________________________
conv_layer_105 (Conv2D)         (None, 7, 7, 128)    32896       activation_105[0][0]             
__________________________________________________________________________________________________
bn_layer_106 (BatchNormalizatio (None, 7, 7, 128)    512         conv_layer_105[0][0]             
__________________________________________________________________________________________________
activation_106 (Activation)     (None, 7, 7, 128)    0           bn_layer_106[0][0]               
__________________________________________________________________________________________________
conv_layer_106 (Conv2D)         (None, 7, 7, 32)     36896       activation_106[0][0]             
__________________________________________________________________________________________________
concatenate_44 (Concatenate)    (None, 7, 7, 288)    0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
                                                                 conv_layer_96[0][0]              
                                                                 conv_layer_98[0][0]              
                                                                 conv_layer_100[0][0]             
                                                                 conv_layer_102[0][0]             
                                                                 conv_layer_104[0][0]             
                                                                 conv_layer_106[0][0]             
__________________________________________________________________________________________________
bn_layer_107 (BatchNormalizatio (None, 7, 7, 288)    1152        concatenate_44[0][0]             
__________________________________________________________________________________________________
activation_107 (Activation)     (None, 7, 7, 288)    0           bn_layer_107[0][0]               
__________________________________________________________________________________________________
conv_layer_107 (Conv2D)         (None, 7, 7, 128)    36992       activation_107[0][0]             
__________________________________________________________________________________________________
bn_layer_108 (BatchNormalizatio (None, 7, 7, 128)    512         conv_layer_107[0][0]             
__________________________________________________________________________________________________
activation_108 (Activation)     (None, 7, 7, 128)    0           bn_layer_108[0][0]               
__________________________________________________________________________________________________
conv_layer_108 (Conv2D)         (None, 7, 7, 32)     36896       activation_108[0][0]             
__________________________________________________________________________________________________
concatenate_45 (Concatenate)    (None, 7, 7, 320)    0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
                                                                 conv_layer_96[0][0]              
                                                                 conv_layer_98[0][0]              
                                                                 conv_layer_100[0][0]             
                                                                 conv_layer_102[0][0]             
                                                                 conv_layer_104[0][0]             
                                                                 conv_layer_106[0][0]             
                                                                 conv_layer_108[0][0]             
__________________________________________________________________________________________________
bn_layer_109 (BatchNormalizatio (None, 7, 7, 320)    1280        concatenate_45[0][0]             
__________________________________________________________________________________________________
activation_109 (Activation)     (None, 7, 7, 320)    0           bn_layer_109[0][0]               
__________________________________________________________________________________________________
conv_layer_109 (Conv2D)         (None, 7, 7, 128)    41088       activation_109[0][0]             
__________________________________________________________________________________________________
bn_layer_110 (BatchNormalizatio (None, 7, 7, 128)    512         conv_layer_109[0][0]             
__________________________________________________________________________________________________
activation_110 (Activation)     (None, 7, 7, 128)    0           bn_layer_110[0][0]               
__________________________________________________________________________________________________
conv_layer_110 (Conv2D)         (None, 7, 7, 32)     36896       activation_110[0][0]             
__________________________________________________________________________________________________
concatenate_46 (Concatenate)    (None, 7, 7, 352)    0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
                                                                 conv_layer_96[0][0]              
                                                                 conv_layer_98[0][0]              
                                                                 conv_layer_100[0][0]             
                                                                 conv_layer_102[0][0]             
                                                                 conv_layer_104[0][0]             
                                                                 conv_layer_106[0][0]             
                                                                 conv_layer_108[0][0]             
                                                                 conv_layer_110[0][0]             
__________________________________________________________________________________________________
bn_layer_111 (BatchNormalizatio (None, 7, 7, 352)    1408        concatenate_46[0][0]             
__________________________________________________________________________________________________
activation_111 (Activation)     (None, 7, 7, 352)    0           bn_layer_111[0][0]               
__________________________________________________________________________________________________
conv_layer_111 (Conv2D)         (None, 7, 7, 128)    45184       activation_111[0][0]             
__________________________________________________________________________________________________
bn_layer_112 (BatchNormalizatio (None, 7, 7, 128)    512         conv_layer_111[0][0]             
__________________________________________________________________________________________________
activation_112 (Activation)     (None, 7, 7, 128)    0           bn_layer_112[0][0]               
__________________________________________________________________________________________________
conv_layer_112 (Conv2D)         (None, 7, 7, 32)     36896       activation_112[0][0]             
__________________________________________________________________________________________________
concatenate_47 (Concatenate)    (None, 7, 7, 384)    0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
                                                                 conv_layer_96[0][0]              
                                                                 conv_layer_98[0][0]              
                                                                 conv_layer_100[0][0]             
                                                                 conv_layer_102[0][0]             
                                                                 conv_layer_104[0][0]             
                                                                 conv_layer_106[0][0]             
                                                                 conv_layer_108[0][0]             
                                                                 conv_layer_110[0][0]             
                                                                 conv_layer_112[0][0]             
__________________________________________________________________________________________________
bn_layer_113 (BatchNormalizatio (None, 7, 7, 384)    1536        concatenate_47[0][0]             
__________________________________________________________________________________________________
activation_113 (Activation)     (None, 7, 7, 384)    0           bn_layer_113[0][0]               
__________________________________________________________________________________________________
conv_layer_113 (Conv2D)         (None, 7, 7, 128)    49280       activation_113[0][0]             
__________________________________________________________________________________________________
bn_layer_114 (BatchNormalizatio (None, 7, 7, 128)    512         conv_layer_113[0][0]             
__________________________________________________________________________________________________
activation_114 (Activation)     (None, 7, 7, 128)    0           bn_layer_114[0][0]               
__________________________________________________________________________________________________
conv_layer_114 (Conv2D)         (None, 7, 7, 32)     36896       activation_114[0][0]             
__________________________________________________________________________________________________
concatenate_48 (Concatenate)    (None, 7, 7, 416)    0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
                                                                 conv_layer_96[0][0]              
                                                                 conv_layer_98[0][0]              
                                                                 conv_layer_100[0][0]             
                                                                 conv_layer_102[0][0]             
                                                                 conv_layer_104[0][0]             
                                                                 conv_layer_106[0][0]             
                                                                 conv_layer_108[0][0]             
                                                                 conv_layer_110[0][0]             
                                                                 conv_layer_112[0][0]             
                                                                 conv_layer_114[0][0]             
__________________________________________________________________________________________________
bn_layer_115 (BatchNormalizatio (None, 7, 7, 416)    1664        concatenate_48[0][0]             
__________________________________________________________________________________________________
activation_115 (Activation)     (None, 7, 7, 416)    0           bn_layer_115[0][0]               
__________________________________________________________________________________________________
conv_layer_115 (Conv2D)         (None, 7, 7, 128)    53376       activation_115[0][0]             
__________________________________________________________________________________________________
bn_layer_116 (BatchNormalizatio (None, 7, 7, 128)    512         conv_layer_115[0][0]             
__________________________________________________________________________________________________
activation_116 (Activation)     (None, 7, 7, 128)    0           bn_layer_116[0][0]               
__________________________________________________________________________________________________
conv_layer_116 (Conv2D)         (None, 7, 7, 32)     36896       activation_116[0][0]             
__________________________________________________________________________________________________
concatenate_49 (Concatenate)    (None, 7, 7, 448)    0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
                                                                 conv_layer_96[0][0]              
                                                                 conv_layer_98[0][0]              
                                                                 conv_layer_100[0][0]             
                                                                 conv_layer_102[0][0]             
                                                                 conv_layer_104[0][0]             
                                                                 conv_layer_106[0][0]             
                                                                 conv_layer_108[0][0]             
                                                                 conv_layer_110[0][0]             
                                                                 conv_layer_112[0][0]             
                                                                 conv_layer_114[0][0]             
                                                                 conv_layer_116[0][0]             
__________________________________________________________________________________________________
bn_layer_117 (BatchNormalizatio (None, 7, 7, 448)    1792        concatenate_49[0][0]             
__________________________________________________________________________________________________
activation_117 (Activation)     (None, 7, 7, 448)    0           bn_layer_117[0][0]               
__________________________________________________________________________________________________
conv_layer_117 (Conv2D)         (None, 7, 7, 128)    57472       activation_117[0][0]             
__________________________________________________________________________________________________
bn_layer_118 (BatchNormalizatio (None, 7, 7, 128)    512         conv_layer_117[0][0]             
__________________________________________________________________________________________________
activation_118 (Activation)     (None, 7, 7, 128)    0           bn_layer_118[0][0]               
__________________________________________________________________________________________________
conv_layer_118 (Conv2D)         (None, 7, 7, 32)     36896       activation_118[0][0]             
__________________________________________________________________________________________________
concatenate_50 (Concatenate)    (None, 7, 7, 480)    0           conv_layer_90[0][0]              
                                                                 conv_layer_92[0][0]              
                                                                 conv_layer_94[0][0]              
                                                                 conv_layer_96[0][0]              
                                                                 conv_layer_98[0][0]              
                                                                 conv_layer_100[0][0]             
                                                                 conv_layer_102[0][0]             
                                                                 conv_layer_104[0][0]             
                                                                 conv_layer_106[0][0]             
                                                                 conv_layer_108[0][0]             
                                                                 conv_layer_110[0][0]             
                                                                 conv_layer_112[0][0]             
                                                                 conv_layer_114[0][0]             
                                                                 conv_layer_116[0][0]             
                                                                 conv_layer_118[0][0]             
__________________________________________________________________________________________________
bn_layer_119 (BatchNormalizatio (None, 7, 7, 480)    1920        concatenate_50[0][0]             
__________________________________________________________________________________________________
activation_119 (Activation)     (None, 7, 7, 480)    0           bn_layer_119[0][0]               
__________________________________________________________________________________________________
conv_layer_119 (Conv2D)         (None, 7, 7, 128)    61568       activation_119[0][0]             
__________________________________________________________________________________________________
bn_layer_120 (BatchNormalizatio (None, 7, 7, 128)    512         conv_layer_119[0][0]             
__________________________________________________________________________________________________
activation_120 (Activation)     (None, 7, 7, 128)    0           bn_layer_120[0][0]               
__________________________________________________________________________________________________
conv_layer_120 (Conv2D)         (None, 7, 7, 32)     36896       activation_120[0][0]             
__________________________________________________________________________________________________
global_average_pooling2d_1 (Glo (None, 32)           0           conv_layer_120[0][0]             
__________________________________________________________________________________________________
fc_layer_121 (Dense)            (None, 4)            132         global_average_pooling2d_1[0][0] 
==================================================================================================
Total params: 4,226,224
Trainable params: 4,180,330
Non-trainable params: 45,894
__________________________________________________________________________________________________