In [2]:

    

from keras.applications.inception_v3 import InceptionV3
from keras.preprocessing import image
from keras.models import Model
from keras.layers import Dense, GlobalAveragePooling2D
from keras import backend as K


    

    




Using TensorFlow backend.

In [3]:

    

base_model = InceptionV3(weights='imagenet', include_top=False)


    

In [4]:

    

base_model.summary()


    

    




____________________________________________________________________________________________________
Layer (type)                     Output Shape          Param #     Connected to                     
====================================================================================================
input_1 (InputLayer)             (None, None, None, 3) 0                                            
____________________________________________________________________________________________________
conv2d_1 (Conv2D)                (None, None, None, 32 864         input_1[0][0]                    
____________________________________________________________________________________________________
batch_normalization_1 (BatchNorm (None, None, None, 32 96          conv2d_1[0][0]                   
____________________________________________________________________________________________________
activation_1 (Activation)        (None, None, None, 32 0           batch_normalization_1[0][0]      
____________________________________________________________________________________________________
conv2d_2 (Conv2D)                (None, None, None, 32 9216        activation_1[0][0]               
____________________________________________________________________________________________________
batch_normalization_2 (BatchNorm (None, None, None, 32 96          conv2d_2[0][0]                   
____________________________________________________________________________________________________
activation_2 (Activation)        (None, None, None, 32 0           batch_normalization_2[0][0]      
____________________________________________________________________________________________________
conv2d_3 (Conv2D)                (None, None, None, 64 18432       activation_2[0][0]               
____________________________________________________________________________________________________
batch_normalization_3 (BatchNorm (None, None, None, 64 192         conv2d_3[0][0]                   
____________________________________________________________________________________________________
activation_3 (Activation)        (None, None, None, 64 0           batch_normalization_3[0][0]      
____________________________________________________________________________________________________
max_pooling2d_1 (MaxPooling2D)   (None, None, None, 64 0           activation_3[0][0]               
____________________________________________________________________________________________________
conv2d_4 (Conv2D)                (None, None, None, 80 5120        max_pooling2d_1[0][0]            
____________________________________________________________________________________________________
batch_normalization_4 (BatchNorm (None, None, None, 80 240         conv2d_4[0][0]                   
____________________________________________________________________________________________________
activation_4 (Activation)        (None, None, None, 80 0           batch_normalization_4[0][0]      
____________________________________________________________________________________________________
conv2d_5 (Conv2D)                (None, None, None, 19 138240      activation_4[0][0]               
____________________________________________________________________________________________________
batch_normalization_5 (BatchNorm (None, None, None, 19 576         conv2d_5[0][0]                   
____________________________________________________________________________________________________
activation_5 (Activation)        (None, None, None, 19 0           batch_normalization_5[0][0]      
____________________________________________________________________________________________________
max_pooling2d_2 (MaxPooling2D)   (None, None, None, 19 0           activation_5[0][0]               
____________________________________________________________________________________________________
conv2d_9 (Conv2D)                (None, None, None, 64 12288       max_pooling2d_2[0][0]            
____________________________________________________________________________________________________
batch_normalization_9 (BatchNorm (None, None, None, 64 192         conv2d_9[0][0]                   
____________________________________________________________________________________________________
activation_9 (Activation)        (None, None, None, 64 0           batch_normalization_9[0][0]      
____________________________________________________________________________________________________
conv2d_7 (Conv2D)                (None, None, None, 48 9216        max_pooling2d_2[0][0]            
____________________________________________________________________________________________________
conv2d_10 (Conv2D)               (None, None, None, 96 55296       activation_9[0][0]               
____________________________________________________________________________________________________
batch_normalization_7 (BatchNorm (None, None, None, 48 144         conv2d_7[0][0]                   
____________________________________________________________________________________________________
batch_normalization_10 (BatchNor (None, None, None, 96 288         conv2d_10[0][0]                  
____________________________________________________________________________________________________
activation_7 (Activation)        (None, None, None, 48 0           batch_normalization_7[0][0]      
____________________________________________________________________________________________________
activation_10 (Activation)       (None, None, None, 96 0           batch_normalization_10[0][0]     
____________________________________________________________________________________________________
average_pooling2d_1 (AveragePool (None, None, None, 19 0           max_pooling2d_2[0][0]            
____________________________________________________________________________________________________
conv2d_6 (Conv2D)                (None, None, None, 64 12288       max_pooling2d_2[0][0]            
____________________________________________________________________________________________________
conv2d_8 (Conv2D)                (None, None, None, 64 76800       activation_7[0][0]               
____________________________________________________________________________________________________
conv2d_11 (Conv2D)               (None, None, None, 96 82944       activation_10[0][0]              
____________________________________________________________________________________________________
conv2d_12 (Conv2D)               (None, None, None, 32 6144        average_pooling2d_1[0][0]        
____________________________________________________________________________________________________
batch_normalization_6 (BatchNorm (None, None, None, 64 192         conv2d_6[0][0]                   
____________________________________________________________________________________________________
batch_normalization_8 (BatchNorm (None, None, None, 64 192         conv2d_8[0][0]                   
____________________________________________________________________________________________________
batch_normalization_11 (BatchNor (None, None, None, 96 288         conv2d_11[0][0]                  
____________________________________________________________________________________________________
batch_normalization_12 (BatchNor (None, None, None, 32 96          conv2d_12[0][0]                  
____________________________________________________________________________________________________
activation_6 (Activation)        (None, None, None, 64 0           batch_normalization_6[0][0]      
____________________________________________________________________________________________________
activation_8 (Activation)        (None, None, None, 64 0           batch_normalization_8[0][0]      
____________________________________________________________________________________________________
activation_11 (Activation)       (None, None, None, 96 0           batch_normalization_11[0][0]     
____________________________________________________________________________________________________
activation_12 (Activation)       (None, None, None, 32 0           batch_normalization_12[0][0]     
____________________________________________________________________________________________________
mixed0 (Concatenate)             (None, None, None, 25 0           activation_6[0][0]               
                                                                   activation_8[0][0]               
                                                                   activation_11[0][0]              
                                                                   activation_12[0][0]              
____________________________________________________________________________________________________
conv2d_16 (Conv2D)               (None, None, None, 64 16384       mixed0[0][0]                     
____________________________________________________________________________________________________
batch_normalization_16 (BatchNor (None, None, None, 64 192         conv2d_16[0][0]                  
____________________________________________________________________________________________________
activation_16 (Activation)       (None, None, None, 64 0           batch_normalization_16[0][0]     
____________________________________________________________________________________________________
conv2d_14 (Conv2D)               (None, None, None, 48 12288       mixed0[0][0]                     
____________________________________________________________________________________________________
conv2d_17 (Conv2D)               (None, None, None, 96 55296       activation_16[0][0]              
____________________________________________________________________________________________________
batch_normalization_14 (BatchNor (None, None, None, 48 144         conv2d_14[0][0]                  
____________________________________________________________________________________________________
batch_normalization_17 (BatchNor (None, None, None, 96 288         conv2d_17[0][0]                  
____________________________________________________________________________________________________
activation_14 (Activation)       (None, None, None, 48 0           batch_normalization_14[0][0]     
____________________________________________________________________________________________________
activation_17 (Activation)       (None, None, None, 96 0           batch_normalization_17[0][0]     
____________________________________________________________________________________________________
average_pooling2d_2 (AveragePool (None, None, None, 25 0           mixed0[0][0]                     
____________________________________________________________________________________________________
conv2d_13 (Conv2D)               (None, None, None, 64 16384       mixed0[0][0]                     
____________________________________________________________________________________________________
conv2d_15 (Conv2D)               (None, None, None, 64 76800       activation_14[0][0]              
____________________________________________________________________________________________________
conv2d_18 (Conv2D)               (None, None, None, 96 82944       activation_17[0][0]              
____________________________________________________________________________________________________
conv2d_19 (Conv2D)               (None, None, None, 64 16384       average_pooling2d_2[0][0]        
____________________________________________________________________________________________________
batch_normalization_13 (BatchNor (None, None, None, 64 192         conv2d_13[0][0]                  
____________________________________________________________________________________________________
batch_normalization_15 (BatchNor (None, None, None, 64 192         conv2d_15[0][0]                  
____________________________________________________________________________________________________
batch_normalization_18 (BatchNor (None, None, None, 96 288         conv2d_18[0][0]                  
____________________________________________________________________________________________________
batch_normalization_19 (BatchNor (None, None, None, 64 192         conv2d_19[0][0]                  
____________________________________________________________________________________________________
activation_13 (Activation)       (None, None, None, 64 0           batch_normalization_13[0][0]     
____________________________________________________________________________________________________
activation_15 (Activation)       (None, None, None, 64 0           batch_normalization_15[0][0]     
____________________________________________________________________________________________________
activation_18 (Activation)       (None, None, None, 96 0           batch_normalization_18[0][0]     
____________________________________________________________________________________________________
activation_19 (Activation)       (None, None, None, 64 0           batch_normalization_19[0][0]     
____________________________________________________________________________________________________
mixed1 (Concatenate)             (None, None, None, 28 0           activation_13[0][0]              
                                                                   activation_15[0][0]              
                                                                   activation_18[0][0]              
                                                                   activation_19[0][0]              
____________________________________________________________________________________________________
conv2d_23 (Conv2D)               (None, None, None, 64 18432       mixed1[0][0]                     
____________________________________________________________________________________________________
batch_normalization_23 (BatchNor (None, None, None, 64 192         conv2d_23[0][0]                  
____________________________________________________________________________________________________
activation_23 (Activation)       (None, None, None, 64 0           batch_normalization_23[0][0]     
____________________________________________________________________________________________________
conv2d_21 (Conv2D)               (None, None, None, 48 13824       mixed1[0][0]                     
____________________________________________________________________________________________________
conv2d_24 (Conv2D)               (None, None, None, 96 55296       activation_23[0][0]              
____________________________________________________________________________________________________
batch_normalization_21 (BatchNor (None, None, None, 48 144         conv2d_21[0][0]                  
____________________________________________________________________________________________________
batch_normalization_24 (BatchNor (None, None, None, 96 288         conv2d_24[0][0]                  
____________________________________________________________________________________________________
activation_21 (Activation)       (None, None, None, 48 0           batch_normalization_21[0][0]     
____________________________________________________________________________________________________
activation_24 (Activation)       (None, None, None, 96 0           batch_normalization_24[0][0]     
____________________________________________________________________________________________________
average_pooling2d_3 (AveragePool (None, None, None, 28 0           mixed1[0][0]                     
____________________________________________________________________________________________________
conv2d_20 (Conv2D)               (None, None, None, 64 18432       mixed1[0][0]                     
____________________________________________________________________________________________________
conv2d_22 (Conv2D)               (None, None, None, 64 76800       activation_21[0][0]              
____________________________________________________________________________________________________
conv2d_25 (Conv2D)               (None, None, None, 96 82944       activation_24[0][0]              
____________________________________________________________________________________________________
conv2d_26 (Conv2D)               (None, None, None, 64 18432       average_pooling2d_3[0][0]        
____________________________________________________________________________________________________
batch_normalization_20 (BatchNor (None, None, None, 64 192         conv2d_20[0][0]                  
____________________________________________________________________________________________________
batch_normalization_22 (BatchNor (None, None, None, 64 192         conv2d_22[0][0]                  
____________________________________________________________________________________________________
batch_normalization_25 (BatchNor (None, None, None, 96 288         conv2d_25[0][0]                  
____________________________________________________________________________________________________
batch_normalization_26 (BatchNor (None, None, None, 64 192         conv2d_26[0][0]                  
____________________________________________________________________________________________________
activation_20 (Activation)       (None, None, None, 64 0           batch_normalization_20[0][0]     
____________________________________________________________________________________________________
activation_22 (Activation)       (None, None, None, 64 0           batch_normalization_22[0][0]     
____________________________________________________________________________________________________
activation_25 (Activation)       (None, None, None, 96 0           batch_normalization_25[0][0]     
____________________________________________________________________________________________________
activation_26 (Activation)       (None, None, None, 64 0           batch_normalization_26[0][0]     
____________________________________________________________________________________________________
mixed2 (Concatenate)             (None, None, None, 28 0           activation_20[0][0]              
                                                                   activation_22[0][0]              
                                                                   activation_25[0][0]              
                                                                   activation_26[0][0]              
____________________________________________________________________________________________________
conv2d_28 (Conv2D)               (None, None, None, 64 18432       mixed2[0][0]                     
____________________________________________________________________________________________________
batch_normalization_28 (BatchNor (None, None, None, 64 192         conv2d_28[0][0]                  
____________________________________________________________________________________________________
activation_28 (Activation)       (None, None, None, 64 0           batch_normalization_28[0][0]     
____________________________________________________________________________________________________
conv2d_29 (Conv2D)               (None, None, None, 96 55296       activation_28[0][0]              
____________________________________________________________________________________________________
batch_normalization_29 (BatchNor (None, None, None, 96 288         conv2d_29[0][0]                  
____________________________________________________________________________________________________
activation_29 (Activation)       (None, None, None, 96 0           batch_normalization_29[0][0]     
____________________________________________________________________________________________________
conv2d_27 (Conv2D)               (None, None, None, 38 995328      mixed2[0][0]                     
____________________________________________________________________________________________________
conv2d_30 (Conv2D)               (None, None, None, 96 82944       activation_29[0][0]              
____________________________________________________________________________________________________
batch_normalization_27 (BatchNor (None, None, None, 38 1152        conv2d_27[0][0]                  
____________________________________________________________________________________________________
batch_normalization_30 (BatchNor (None, None, None, 96 288         conv2d_30[0][0]                  
____________________________________________________________________________________________________
activation_27 (Activation)       (None, None, None, 38 0           batch_normalization_27[0][0]     
____________________________________________________________________________________________________
activation_30 (Activation)       (None, None, None, 96 0           batch_normalization_30[0][0]     
____________________________________________________________________________________________________
max_pooling2d_3 (MaxPooling2D)   (None, None, None, 28 0           mixed2[0][0]                     
____________________________________________________________________________________________________
mixed3 (Concatenate)             (None, None, None, 76 0           activation_27[0][0]              
                                                                   activation_30[0][0]              
                                                                   max_pooling2d_3[0][0]            
____________________________________________________________________________________________________
conv2d_35 (Conv2D)               (None, None, None, 12 98304       mixed3[0][0]                     
____________________________________________________________________________________________________
batch_normalization_35 (BatchNor (None, None, None, 12 384         conv2d_35[0][0]                  
____________________________________________________________________________________________________
activation_35 (Activation)       (None, None, None, 12 0           batch_normalization_35[0][0]     
____________________________________________________________________________________________________
conv2d_36 (Conv2D)               (None, None, None, 12 114688      activation_35[0][0]              
____________________________________________________________________________________________________
batch_normalization_36 (BatchNor (None, None, None, 12 384         conv2d_36[0][0]                  
____________________________________________________________________________________________________
activation_36 (Activation)       (None, None, None, 12 0           batch_normalization_36[0][0]     
____________________________________________________________________________________________________
conv2d_32 (Conv2D)               (None, None, None, 12 98304       mixed3[0][0]                     
____________________________________________________________________________________________________
conv2d_37 (Conv2D)               (None, None, None, 12 114688      activation_36[0][0]              
____________________________________________________________________________________________________
batch_normalization_32 (BatchNor (None, None, None, 12 384         conv2d_32[0][0]                  
____________________________________________________________________________________________________
batch_normalization_37 (BatchNor (None, None, None, 12 384         conv2d_37[0][0]                  
____________________________________________________________________________________________________
activation_32 (Activation)       (None, None, None, 12 0           batch_normalization_32[0][0]     
____________________________________________________________________________________________________
activation_37 (Activation)       (None, None, None, 12 0           batch_normalization_37[0][0]     
____________________________________________________________________________________________________
conv2d_33 (Conv2D)               (None, None, None, 12 114688      activation_32[0][0]              
____________________________________________________________________________________________________
conv2d_38 (Conv2D)               (None, None, None, 12 114688      activation_37[0][0]              
____________________________________________________________________________________________________
batch_normalization_33 (BatchNor (None, None, None, 12 384         conv2d_33[0][0]                  
____________________________________________________________________________________________________
batch_normalization_38 (BatchNor (None, None, None, 12 384         conv2d_38[0][0]                  
____________________________________________________________________________________________________
activation_33 (Activation)       (None, None, None, 12 0           batch_normalization_33[0][0]     
____________________________________________________________________________________________________
activation_38 (Activation)       (None, None, None, 12 0           batch_normalization_38[0][0]     
____________________________________________________________________________________________________
average_pooling2d_4 (AveragePool (None, None, None, 76 0           mixed3[0][0]                     
____________________________________________________________________________________________________
conv2d_31 (Conv2D)               (None, None, None, 19 147456      mixed3[0][0]                     
____________________________________________________________________________________________________
conv2d_34 (Conv2D)               (None, None, None, 19 172032      activation_33[0][0]              
____________________________________________________________________________________________________
conv2d_39 (Conv2D)               (None, None, None, 19 172032      activation_38[0][0]              
____________________________________________________________________________________________________
conv2d_40 (Conv2D)               (None, None, None, 19 147456      average_pooling2d_4[0][0]        
____________________________________________________________________________________________________
batch_normalization_31 (BatchNor (None, None, None, 19 576         conv2d_31[0][0]                  
____________________________________________________________________________________________________
batch_normalization_34 (BatchNor (None, None, None, 19 576         conv2d_34[0][0]                  
____________________________________________________________________________________________________
batch_normalization_39 (BatchNor (None, None, None, 19 576         conv2d_39[0][0]                  
____________________________________________________________________________________________________
batch_normalization_40 (BatchNor (None, None, None, 19 576         conv2d_40[0][0]                  
____________________________________________________________________________________________________
activation_31 (Activation)       (None, None, None, 19 0           batch_normalization_31[0][0]     
____________________________________________________________________________________________________
activation_34 (Activation)       (None, None, None, 19 0           batch_normalization_34[0][0]     
____________________________________________________________________________________________________
activation_39 (Activation)       (None, None, None, 19 0           batch_normalization_39[0][0]     
____________________________________________________________________________________________________
activation_40 (Activation)       (None, None, None, 19 0           batch_normalization_40[0][0]     
____________________________________________________________________________________________________
mixed4 (Concatenate)             (None, None, None, 76 0           activation_31[0][0]              
                                                                   activation_34[0][0]              
                                                                   activation_39[0][0]              
                                                                   activation_40[0][0]              
____________________________________________________________________________________________________
conv2d_45 (Conv2D)               (None, None, None, 16 122880      mixed4[0][0]                     
____________________________________________________________________________________________________
batch_normalization_45 (BatchNor (None, None, None, 16 480         conv2d_45[0][0]                  
____________________________________________________________________________________________________
activation_45 (Activation)       (None, None, None, 16 0           batch_normalization_45[0][0]     
____________________________________________________________________________________________________
conv2d_46 (Conv2D)               (None, None, None, 16 179200      activation_45[0][0]              
____________________________________________________________________________________________________
batch_normalization_46 (BatchNor (None, None, None, 16 480         conv2d_46[0][0]                  
____________________________________________________________________________________________________
activation_46 (Activation)       (None, None, None, 16 0           batch_normalization_46[0][0]     
____________________________________________________________________________________________________
conv2d_42 (Conv2D)               (None, None, None, 16 122880      mixed4[0][0]                     
____________________________________________________________________________________________________
conv2d_47 (Conv2D)               (None, None, None, 16 179200      activation_46[0][0]              
____________________________________________________________________________________________________
batch_normalization_42 (BatchNor (None, None, None, 16 480         conv2d_42[0][0]                  
____________________________________________________________________________________________________
batch_normalization_47 (BatchNor (None, None, None, 16 480         conv2d_47[0][0]                  
____________________________________________________________________________________________________
activation_42 (Activation)       (None, None, None, 16 0           batch_normalization_42[0][0]     
____________________________________________________________________________________________________
activation_47 (Activation)       (None, None, None, 16 0           batch_normalization_47[0][0]     
____________________________________________________________________________________________________
conv2d_43 (Conv2D)               (None, None, None, 16 179200      activation_42[0][0]              
____________________________________________________________________________________________________
conv2d_48 (Conv2D)               (None, None, None, 16 179200      activation_47[0][0]              
____________________________________________________________________________________________________
batch_normalization_43 (BatchNor (None, None, None, 16 480         conv2d_43[0][0]                  
____________________________________________________________________________________________________
batch_normalization_48 (BatchNor (None, None, None, 16 480         conv2d_48[0][0]                  
____________________________________________________________________________________________________
activation_43 (Activation)       (None, None, None, 16 0           batch_normalization_43[0][0]     
____________________________________________________________________________________________________
activation_48 (Activation)       (None, None, None, 16 0           batch_normalization_48[0][0]     
____________________________________________________________________________________________________
average_pooling2d_5 (AveragePool (None, None, None, 76 0           mixed4[0][0]                     
____________________________________________________________________________________________________
conv2d_41 (Conv2D)               (None, None, None, 19 147456      mixed4[0][0]                     
____________________________________________________________________________________________________
conv2d_44 (Conv2D)               (None, None, None, 19 215040      activation_43[0][0]              
____________________________________________________________________________________________________
conv2d_49 (Conv2D)               (None, None, None, 19 215040      activation_48[0][0]              
____________________________________________________________________________________________________
conv2d_50 (Conv2D)               (None, None, None, 19 147456      average_pooling2d_5[0][0]        
____________________________________________________________________________________________________
batch_normalization_41 (BatchNor (None, None, None, 19 576         conv2d_41[0][0]                  
____________________________________________________________________________________________________
batch_normalization_44 (BatchNor (None, None, None, 19 576         conv2d_44[0][0]                  
____________________________________________________________________________________________________
batch_normalization_49 (BatchNor (None, None, None, 19 576         conv2d_49[0][0]                  
____________________________________________________________________________________________________
batch_normalization_50 (BatchNor (None, None, None, 19 576         conv2d_50[0][0]                  
____________________________________________________________________________________________________
activation_41 (Activation)       (None, None, None, 19 0           batch_normalization_41[0][0]     
____________________________________________________________________________________________________
activation_44 (Activation)       (None, None, None, 19 0           batch_normalization_44[0][0]     
____________________________________________________________________________________________________
activation_49 (Activation)       (None, None, None, 19 0           batch_normalization_49[0][0]     
____________________________________________________________________________________________________
activation_50 (Activation)       (None, None, None, 19 0           batch_normalization_50[0][0]     
____________________________________________________________________________________________________
mixed5 (Concatenate)             (None, None, None, 76 0           activation_41[0][0]              
                                                                   activation_44[0][0]              
                                                                   activation_49[0][0]              
                                                                   activation_50[0][0]              
____________________________________________________________________________________________________
conv2d_55 (Conv2D)               (None, None, None, 16 122880      mixed5[0][0]                     
____________________________________________________________________________________________________
batch_normalization_55 (BatchNor (None, None, None, 16 480         conv2d_55[0][0]                  
____________________________________________________________________________________________________
activation_55 (Activation)       (None, None, None, 16 0           batch_normalization_55[0][0]     
____________________________________________________________________________________________________
conv2d_56 (Conv2D)               (None, None, None, 16 179200      activation_55[0][0]              
____________________________________________________________________________________________________
batch_normalization_56 (BatchNor (None, None, None, 16 480         conv2d_56[0][0]                  
____________________________________________________________________________________________________
activation_56 (Activation)       (None, None, None, 16 0           batch_normalization_56[0][0]     
____________________________________________________________________________________________________
conv2d_52 (Conv2D)               (None, None, None, 16 122880      mixed5[0][0]                     
____________________________________________________________________________________________________
conv2d_57 (Conv2D)               (None, None, None, 16 179200      activation_56[0][0]              
____________________________________________________________________________________________________
batch_normalization_52 (BatchNor (None, None, None, 16 480         conv2d_52[0][0]                  
____________________________________________________________________________________________________
batch_normalization_57 (BatchNor (None, None, None, 16 480         conv2d_57[0][0]                  
____________________________________________________________________________________________________
activation_52 (Activation)       (None, None, None, 16 0           batch_normalization_52[0][0]     
____________________________________________________________________________________________________
activation_57 (Activation)       (None, None, None, 16 0           batch_normalization_57[0][0]     
____________________________________________________________________________________________________
conv2d_53 (Conv2D)               (None, None, None, 16 179200      activation_52[0][0]              
____________________________________________________________________________________________________
conv2d_58 (Conv2D)               (None, None, None, 16 179200      activation_57[0][0]              
____________________________________________________________________________________________________
batch_normalization_53 (BatchNor (None, None, None, 16 480         conv2d_53[0][0]                  
____________________________________________________________________________________________________
batch_normalization_58 (BatchNor (None, None, None, 16 480         conv2d_58[0][0]                  
____________________________________________________________________________________________________
activation_53 (Activation)       (None, None, None, 16 0           batch_normalization_53[0][0]     
____________________________________________________________________________________________________
activation_58 (Activation)       (None, None, None, 16 0           batch_normalization_58[0][0]     
____________________________________________________________________________________________________
average_pooling2d_6 (AveragePool (None, None, None, 76 0           mixed5[0][0]                     
____________________________________________________________________________________________________
conv2d_51 (Conv2D)               (None, None, None, 19 147456      mixed5[0][0]                     
____________________________________________________________________________________________________
conv2d_54 (Conv2D)               (None, None, None, 19 215040      activation_53[0][0]              
____________________________________________________________________________________________________
conv2d_59 (Conv2D)               (None, None, None, 19 215040      activation_58[0][0]              
____________________________________________________________________________________________________
conv2d_60 (Conv2D)               (None, None, None, 19 147456      average_pooling2d_6[0][0]        
____________________________________________________________________________________________________
batch_normalization_51 (BatchNor (None, None, None, 19 576         conv2d_51[0][0]                  
____________________________________________________________________________________________________
batch_normalization_54 (BatchNor (None, None, None, 19 576         conv2d_54[0][0]                  
____________________________________________________________________________________________________
batch_normalization_59 (BatchNor (None, None, None, 19 576         conv2d_59[0][0]                  
____________________________________________________________________________________________________
batch_normalization_60 (BatchNor (None, None, None, 19 576         conv2d_60[0][0]                  
____________________________________________________________________________________________________
activation_51 (Activation)       (None, None, None, 19 0           batch_normalization_51[0][0]     
____________________________________________________________________________________________________
activation_54 (Activation)       (None, None, None, 19 0           batch_normalization_54[0][0]     
____________________________________________________________________________________________________
activation_59 (Activation)       (None, None, None, 19 0           batch_normalization_59[0][0]     
____________________________________________________________________________________________________
activation_60 (Activation)       (None, None, None, 19 0           batch_normalization_60[0][0]     
____________________________________________________________________________________________________
mixed6 (Concatenate)             (None, None, None, 76 0           activation_51[0][0]              
                                                                   activation_54[0][0]              
                                                                   activation_59[0][0]              
                                                                   activation_60[0][0]              
____________________________________________________________________________________________________
conv2d_65 (Conv2D)               (None, None, None, 19 147456      mixed6[0][0]                     
____________________________________________________________________________________________________
batch_normalization_65 (BatchNor (None, None, None, 19 576         conv2d_65[0][0]                  
____________________________________________________________________________________________________
activation_65 (Activation)       (None, None, None, 19 0           batch_normalization_65[0][0]     
____________________________________________________________________________________________________
conv2d_66 (Conv2D)               (None, None, None, 19 258048      activation_65[0][0]              
____________________________________________________________________________________________________
batch_normalization_66 (BatchNor (None, None, None, 19 576         conv2d_66[0][0]                  
____________________________________________________________________________________________________
activation_66 (Activation)       (None, None, None, 19 0           batch_normalization_66[0][0]     
____________________________________________________________________________________________________
conv2d_62 (Conv2D)               (None, None, None, 19 147456      mixed6[0][0]                     
____________________________________________________________________________________________________
conv2d_67 (Conv2D)               (None, None, None, 19 258048      activation_66[0][0]              
____________________________________________________________________________________________________
batch_normalization_62 (BatchNor (None, None, None, 19 576         conv2d_62[0][0]                  
____________________________________________________________________________________________________
batch_normalization_67 (BatchNor (None, None, None, 19 576         conv2d_67[0][0]                  
____________________________________________________________________________________________________
activation_62 (Activation)       (None, None, None, 19 0           batch_normalization_62[0][0]     
____________________________________________________________________________________________________
activation_67 (Activation)       (None, None, None, 19 0           batch_normalization_67[0][0]     
____________________________________________________________________________________________________
conv2d_63 (Conv2D)               (None, None, None, 19 258048      activation_62[0][0]              
____________________________________________________________________________________________________
conv2d_68 (Conv2D)               (None, None, None, 19 258048      activation_67[0][0]              
____________________________________________________________________________________________________
batch_normalization_63 (BatchNor (None, None, None, 19 576         conv2d_63[0][0]                  
____________________________________________________________________________________________________
batch_normalization_68 (BatchNor (None, None, None, 19 576         conv2d_68[0][0]                  
____________________________________________________________________________________________________
activation_63 (Activation)       (None, None, None, 19 0           batch_normalization_63[0][0]     
____________________________________________________________________________________________________
activation_68 (Activation)       (None, None, None, 19 0           batch_normalization_68[0][0]     
____________________________________________________________________________________________________
average_pooling2d_7 (AveragePool (None, None, None, 76 0           mixed6[0][0]                     
____________________________________________________________________________________________________
conv2d_61 (Conv2D)               (None, None, None, 19 147456      mixed6[0][0]                     
____________________________________________________________________________________________________
conv2d_64 (Conv2D)               (None, None, None, 19 258048      activation_63[0][0]              
____________________________________________________________________________________________________
conv2d_69 (Conv2D)               (None, None, None, 19 258048      activation_68[0][0]              
____________________________________________________________________________________________________
conv2d_70 (Conv2D)               (None, None, None, 19 147456      average_pooling2d_7[0][0]        
____________________________________________________________________________________________________
batch_normalization_61 (BatchNor (None, None, None, 19 576         conv2d_61[0][0]                  
____________________________________________________________________________________________________
batch_normalization_64 (BatchNor (None, None, None, 19 576         conv2d_64[0][0]                  
____________________________________________________________________________________________________
batch_normalization_69 (BatchNor (None, None, None, 19 576         conv2d_69[0][0]                  
____________________________________________________________________________________________________
batch_normalization_70 (BatchNor (None, None, None, 19 576         conv2d_70[0][0]                  
____________________________________________________________________________________________________
activation_61 (Activation)       (None, None, None, 19 0           batch_normalization_61[0][0]     
____________________________________________________________________________________________________
activation_64 (Activation)       (None, None, None, 19 0           batch_normalization_64[0][0]     
____________________________________________________________________________________________________
activation_69 (Activation)       (None, None, None, 19 0           batch_normalization_69[0][0]     
____________________________________________________________________________________________________
activation_70 (Activation)       (None, None, None, 19 0           batch_normalization_70[0][0]     
____________________________________________________________________________________________________
mixed7 (Concatenate)             (None, None, None, 76 0           activation_61[0][0]              
                                                                   activation_64[0][0]              
                                                                   activation_69[0][0]              
                                                                   activation_70[0][0]              
____________________________________________________________________________________________________
conv2d_73 (Conv2D)               (None, None, None, 19 147456      mixed7[0][0]                     
____________________________________________________________________________________________________
batch_normalization_73 (BatchNor (None, None, None, 19 576         conv2d_73[0][0]                  
____________________________________________________________________________________________________
activation_73 (Activation)       (None, None, None, 19 0           batch_normalization_73[0][0]     
____________________________________________________________________________________________________
conv2d_74 (Conv2D)               (None, None, None, 19 258048      activation_73[0][0]              
____________________________________________________________________________________________________
batch_normalization_74 (BatchNor (None, None, None, 19 576         conv2d_74[0][0]                  
____________________________________________________________________________________________________
activation_74 (Activation)       (None, None, None, 19 0           batch_normalization_74[0][0]     
____________________________________________________________________________________________________
conv2d_71 (Conv2D)               (None, None, None, 19 147456      mixed7[0][0]                     
____________________________________________________________________________________________________
conv2d_75 (Conv2D)               (None, None, None, 19 258048      activation_74[0][0]              
____________________________________________________________________________________________________
batch_normalization_71 (BatchNor (None, None, None, 19 576         conv2d_71[0][0]                  
____________________________________________________________________________________________________
batch_normalization_75 (BatchNor (None, None, None, 19 576         conv2d_75[0][0]                  
____________________________________________________________________________________________________
activation_71 (Activation)       (None, None, None, 19 0           batch_normalization_71[0][0]     
____________________________________________________________________________________________________
activation_75 (Activation)       (None, None, None, 19 0           batch_normalization_75[0][0]     
____________________________________________________________________________________________________
conv2d_72 (Conv2D)               (None, None, None, 32 552960      activation_71[0][0]              
____________________________________________________________________________________________________
conv2d_76 (Conv2D)               (None, None, None, 19 331776      activation_75[0][0]              
____________________________________________________________________________________________________
batch_normalization_72 (BatchNor (None, None, None, 32 960         conv2d_72[0][0]                  
____________________________________________________________________________________________________
batch_normalization_76 (BatchNor (None, None, None, 19 576         conv2d_76[0][0]                  
____________________________________________________________________________________________________
activation_72 (Activation)       (None, None, None, 32 0           batch_normalization_72[0][0]     
____________________________________________________________________________________________________
activation_76 (Activation)       (None, None, None, 19 0           batch_normalization_76[0][0]     
____________________________________________________________________________________________________
max_pooling2d_4 (MaxPooling2D)   (None, None, None, 76 0           mixed7[0][0]                     
____________________________________________________________________________________________________
mixed8 (Concatenate)             (None, None, None, 12 0           activation_72[0][0]              
                                                                   activation_76[0][0]              
                                                                   max_pooling2d_4[0][0]            
____________________________________________________________________________________________________
conv2d_81 (Conv2D)               (None, None, None, 44 573440      mixed8[0][0]                     
____________________________________________________________________________________________________
batch_normalization_81 (BatchNor (None, None, None, 44 1344        conv2d_81[0][0]                  
____________________________________________________________________________________________________
activation_81 (Activation)       (None, None, None, 44 0           batch_normalization_81[0][0]     
____________________________________________________________________________________________________
conv2d_78 (Conv2D)               (None, None, None, 38 491520      mixed8[0][0]                     
____________________________________________________________________________________________________
conv2d_82 (Conv2D)               (None, None, None, 38 1548288     activation_81[0][0]              
____________________________________________________________________________________________________
batch_normalization_78 (BatchNor (None, None, None, 38 1152        conv2d_78[0][0]                  
____________________________________________________________________________________________________
batch_normalization_82 (BatchNor (None, None, None, 38 1152        conv2d_82[0][0]                  
____________________________________________________________________________________________________
activation_78 (Activation)       (None, None, None, 38 0           batch_normalization_78[0][0]     
____________________________________________________________________________________________________
activation_82 (Activation)       (None, None, None, 38 0           batch_normalization_82[0][0]     
____________________________________________________________________________________________________
conv2d_79 (Conv2D)               (None, None, None, 38 442368      activation_78[0][0]              
____________________________________________________________________________________________________
conv2d_80 (Conv2D)               (None, None, None, 38 442368      activation_78[0][0]              
____________________________________________________________________________________________________
conv2d_83 (Conv2D)               (None, None, None, 38 442368      activation_82[0][0]              
____________________________________________________________________________________________________
conv2d_84 (Conv2D)               (None, None, None, 38 442368      activation_82[0][0]              
____________________________________________________________________________________________________
average_pooling2d_8 (AveragePool (None, None, None, 12 0           mixed8[0][0]                     
____________________________________________________________________________________________________
conv2d_77 (Conv2D)               (None, None, None, 32 409600      mixed8[0][0]                     
____________________________________________________________________________________________________
batch_normalization_79 (BatchNor (None, None, None, 38 1152        conv2d_79[0][0]                  
____________________________________________________________________________________________________
batch_normalization_80 (BatchNor (None, None, None, 38 1152        conv2d_80[0][0]                  
____________________________________________________________________________________________________
batch_normalization_83 (BatchNor (None, None, None, 38 1152        conv2d_83[0][0]                  
____________________________________________________________________________________________________
batch_normalization_84 (BatchNor (None, None, None, 38 1152        conv2d_84[0][0]                  
____________________________________________________________________________________________________
conv2d_85 (Conv2D)               (None, None, None, 19 245760      average_pooling2d_8[0][0]        
____________________________________________________________________________________________________
batch_normalization_77 (BatchNor (None, None, None, 32 960         conv2d_77[0][0]                  
____________________________________________________________________________________________________
activation_79 (Activation)       (None, None, None, 38 0           batch_normalization_79[0][0]     
____________________________________________________________________________________________________
activation_80 (Activation)       (None, None, None, 38 0           batch_normalization_80[0][0]     
____________________________________________________________________________________________________
activation_83 (Activation)       (None, None, None, 38 0           batch_normalization_83[0][0]     
____________________________________________________________________________________________________
activation_84 (Activation)       (None, None, None, 38 0           batch_normalization_84[0][0]     
____________________________________________________________________________________________________
batch_normalization_85 (BatchNor (None, None, None, 19 576         conv2d_85[0][0]                  
____________________________________________________________________________________________________
activation_77 (Activation)       (None, None, None, 32 0           batch_normalization_77[0][0]     
____________________________________________________________________________________________________
mixed9_0 (Concatenate)           (None, None, None, 76 0           activation_79[0][0]              
                                                                   activation_80[0][0]              
____________________________________________________________________________________________________
concatenate_1 (Concatenate)      (None, None, None, 76 0           activation_83[0][0]              
                                                                   activation_84[0][0]              
____________________________________________________________________________________________________
activation_85 (Activation)       (None, None, None, 19 0           batch_normalization_85[0][0]     
____________________________________________________________________________________________________
mixed9 (Concatenate)             (None, None, None, 20 0           activation_77[0][0]              
                                                                   mixed9_0[0][0]                   
                                                                   concatenate_1[0][0]              
                                                                   activation_85[0][0]              
____________________________________________________________________________________________________
conv2d_90 (Conv2D)               (None, None, None, 44 917504      mixed9[0][0]                     
____________________________________________________________________________________________________
batch_normalization_90 (BatchNor (None, None, None, 44 1344        conv2d_90[0][0]                  
____________________________________________________________________________________________________
activation_90 (Activation)       (None, None, None, 44 0           batch_normalization_90[0][0]     
____________________________________________________________________________________________________
conv2d_87 (Conv2D)               (None, None, None, 38 786432      mixed9[0][0]                     
____________________________________________________________________________________________________
conv2d_91 (Conv2D)               (None, None, None, 38 1548288     activation_90[0][0]              
____________________________________________________________________________________________________
batch_normalization_87 (BatchNor (None, None, None, 38 1152        conv2d_87[0][0]                  
____________________________________________________________________________________________________
batch_normalization_91 (BatchNor (None, None, None, 38 1152        conv2d_91[0][0]                  
____________________________________________________________________________________________________
activation_87 (Activation)       (None, None, None, 38 0           batch_normalization_87[0][0]     
____________________________________________________________________________________________________
activation_91 (Activation)       (None, None, None, 38 0           batch_normalization_91[0][0]     
____________________________________________________________________________________________________
conv2d_88 (Conv2D)               (None, None, None, 38 442368      activation_87[0][0]              
____________________________________________________________________________________________________
conv2d_89 (Conv2D)               (None, None, None, 38 442368      activation_87[0][0]              
____________________________________________________________________________________________________
conv2d_92 (Conv2D)               (None, None, None, 38 442368      activation_91[0][0]              
____________________________________________________________________________________________________
conv2d_93 (Conv2D)               (None, None, None, 38 442368      activation_91[0][0]              
____________________________________________________________________________________________________
average_pooling2d_9 (AveragePool (None, None, None, 20 0           mixed9[0][0]                     
____________________________________________________________________________________________________
conv2d_86 (Conv2D)               (None, None, None, 32 655360      mixed9[0][0]                     
____________________________________________________________________________________________________
batch_normalization_88 (BatchNor (None, None, None, 38 1152        conv2d_88[0][0]                  
____________________________________________________________________________________________________
batch_normalization_89 (BatchNor (None, None, None, 38 1152        conv2d_89[0][0]                  
____________________________________________________________________________________________________
batch_normalization_92 (BatchNor (None, None, None, 38 1152        conv2d_92[0][0]                  
____________________________________________________________________________________________________
batch_normalization_93 (BatchNor (None, None, None, 38 1152        conv2d_93[0][0]                  
____________________________________________________________________________________________________
conv2d_94 (Conv2D)               (None, None, None, 19 393216      average_pooling2d_9[0][0]        
____________________________________________________________________________________________________
batch_normalization_86 (BatchNor (None, None, None, 32 960         conv2d_86[0][0]                  
____________________________________________________________________________________________________
activation_88 (Activation)       (None, None, None, 38 0           batch_normalization_88[0][0]     
____________________________________________________________________________________________________
activation_89 (Activation)       (None, None, None, 38 0           batch_normalization_89[0][0]     
____________________________________________________________________________________________________
activation_92 (Activation)       (None, None, None, 38 0           batch_normalization_92[0][0]     
____________________________________________________________________________________________________
activation_93 (Activation)       (None, None, None, 38 0           batch_normalization_93[0][0]     
____________________________________________________________________________________________________
batch_normalization_94 (BatchNor (None, None, None, 19 576         conv2d_94[0][0]                  
____________________________________________________________________________________________________
activation_86 (Activation)       (None, None, None, 32 0           batch_normalization_86[0][0]     
____________________________________________________________________________________________________
mixed9_1 (Concatenate)           (None, None, None, 76 0           activation_88[0][0]              
                                                                   activation_89[0][0]              
____________________________________________________________________________________________________
concatenate_2 (Concatenate)      (None, None, None, 76 0           activation_92[0][0]              
                                                                   activation_93[0][0]              
____________________________________________________________________________________________________
activation_94 (Activation)       (None, None, None, 19 0           batch_normalization_94[0][0]     
____________________________________________________________________________________________________
mixed10 (Concatenate)            (None, None, None, 20 0           activation_86[0][0]              
                                                                   mixed9_1[0][0]                   
                                                                   concatenate_2[0][0]              
                                                                   activation_94[0][0]              
====================================================================================================
Total params: 21,802,784
Trainable params: 21,768,352
Non-trainable params: 34,432
____________________________________________________________________________________________________

In [12]:

    

# global spatial verage pooling layerを追加
x = base_model.output
x = GlobalAveragePooling2D()(x)


    

In [13]:

    

# FC層を追加
x = Dense(1024, activation='relu')(x)

# Logistic層を追加
predictions = Dense(196, activation='softmax')(x)


    

In [14]:

    

model = Model(input=base_model.input, output=predictions)


    

    




/Users/koichiro.mori/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/ipykernel/__main__.py:1: UserWarning: Update your `Model` call to the Keras 2 API: `Model(outputs=Tensor("de..., inputs=Tensor("in...)`
  if __name__ == '__main__':

In [15]:

    

model.summary()


    

    




____________________________________________________________________________________________________
Layer (type)                     Output Shape          Param #     Connected to                     
====================================================================================================
input_1 (InputLayer)             (None, None, None, 3) 0                                            
____________________________________________________________________________________________________
conv2d_1 (Conv2D)                (None, None, None, 32 864         input_1[0][0]                    
____________________________________________________________________________________________________
batch_normalization_1 (BatchNorm (None, None, None, 32 96          conv2d_1[0][0]                   
____________________________________________________________________________________________________
activation_1 (Activation)        (None, None, None, 32 0           batch_normalization_1[0][0]      
____________________________________________________________________________________________________
conv2d_2 (Conv2D)                (None, None, None, 32 9216        activation_1[0][0]               
____________________________________________________________________________________________________
batch_normalization_2 (BatchNorm (None, None, None, 32 96          conv2d_2[0][0]                   
____________________________________________________________________________________________________
activation_2 (Activation)        (None, None, None, 32 0           batch_normalization_2[0][0]      
____________________________________________________________________________________________________
conv2d_3 (Conv2D)                (None, None, None, 64 18432       activation_2[0][0]               
____________________________________________________________________________________________________
batch_normalization_3 (BatchNorm (None, None, None, 64 192         conv2d_3[0][0]                   
____________________________________________________________________________________________________
activation_3 (Activation)        (None, None, None, 64 0           batch_normalization_3[0][0]      
____________________________________________________________________________________________________
max_pooling2d_1 (MaxPooling2D)   (None, None, None, 64 0           activation_3[0][0]               
____________________________________________________________________________________________________
conv2d_4 (Conv2D)                (None, None, None, 80 5120        max_pooling2d_1[0][0]            
____________________________________________________________________________________________________
batch_normalization_4 (BatchNorm (None, None, None, 80 240         conv2d_4[0][0]                   
____________________________________________________________________________________________________
activation_4 (Activation)        (None, None, None, 80 0           batch_normalization_4[0][0]      
____________________________________________________________________________________________________
conv2d_5 (Conv2D)                (None, None, None, 19 138240      activation_4[0][0]               
____________________________________________________________________________________________________
batch_normalization_5 (BatchNorm (None, None, None, 19 576         conv2d_5[0][0]                   
____________________________________________________________________________________________________
activation_5 (Activation)        (None, None, None, 19 0           batch_normalization_5[0][0]      
____________________________________________________________________________________________________
max_pooling2d_2 (MaxPooling2D)   (None, None, None, 19 0           activation_5[0][0]               
____________________________________________________________________________________________________
conv2d_9 (Conv2D)                (None, None, None, 64 12288       max_pooling2d_2[0][0]            
____________________________________________________________________________________________________
batch_normalization_9 (BatchNorm (None, None, None, 64 192         conv2d_9[0][0]                   
____________________________________________________________________________________________________
activation_9 (Activation)        (None, None, None, 64 0           batch_normalization_9[0][0]      
____________________________________________________________________________________________________
conv2d_7 (Conv2D)                (None, None, None, 48 9216        max_pooling2d_2[0][0]            
____________________________________________________________________________________________________
conv2d_10 (Conv2D)               (None, None, None, 96 55296       activation_9[0][0]               
____________________________________________________________________________________________________
batch_normalization_7 (BatchNorm (None, None, None, 48 144         conv2d_7[0][0]                   
____________________________________________________________________________________________________
batch_normalization_10 (BatchNor (None, None, None, 96 288         conv2d_10[0][0]                  
____________________________________________________________________________________________________
activation_7 (Activation)        (None, None, None, 48 0           batch_normalization_7[0][0]      
____________________________________________________________________________________________________
activation_10 (Activation)       (None, None, None, 96 0           batch_normalization_10[0][0]     
____________________________________________________________________________________________________
average_pooling2d_1 (AveragePool (None, None, None, 19 0           max_pooling2d_2[0][0]            
____________________________________________________________________________________________________
conv2d_6 (Conv2D)                (None, None, None, 64 12288       max_pooling2d_2[0][0]            
____________________________________________________________________________________________________
conv2d_8 (Conv2D)                (None, None, None, 64 76800       activation_7[0][0]               
____________________________________________________________________________________________________
conv2d_11 (Conv2D)               (None, None, None, 96 82944       activation_10[0][0]              
____________________________________________________________________________________________________
conv2d_12 (Conv2D)               (None, None, None, 32 6144        average_pooling2d_1[0][0]        
____________________________________________________________________________________________________
batch_normalization_6 (BatchNorm (None, None, None, 64 192         conv2d_6[0][0]                   
____________________________________________________________________________________________________
batch_normalization_8 (BatchNorm (None, None, None, 64 192         conv2d_8[0][0]                   
____________________________________________________________________________________________________
batch_normalization_11 (BatchNor (None, None, None, 96 288         conv2d_11[0][0]                  
____________________________________________________________________________________________________
batch_normalization_12 (BatchNor (None, None, None, 32 96          conv2d_12[0][0]                  
____________________________________________________________________________________________________
activation_6 (Activation)        (None, None, None, 64 0           batch_normalization_6[0][0]      
____________________________________________________________________________________________________
activation_8 (Activation)        (None, None, None, 64 0           batch_normalization_8[0][0]      
____________________________________________________________________________________________________
activation_11 (Activation)       (None, None, None, 96 0           batch_normalization_11[0][0]     
____________________________________________________________________________________________________
activation_12 (Activation)       (None, None, None, 32 0           batch_normalization_12[0][0]     
____________________________________________________________________________________________________
mixed0 (Concatenate)             (None, None, None, 25 0           activation_6[0][0]               
                                                                   activation_8[0][0]               
                                                                   activation_11[0][0]              
                                                                   activation_12[0][0]              
____________________________________________________________________________________________________
conv2d_16 (Conv2D)               (None, None, None, 64 16384       mixed0[0][0]                     
____________________________________________________________________________________________________
batch_normalization_16 (BatchNor (None, None, None, 64 192         conv2d_16[0][0]                  
____________________________________________________________________________________________________
activation_16 (Activation)       (None, None, None, 64 0           batch_normalization_16[0][0]     
____________________________________________________________________________________________________
conv2d_14 (Conv2D)               (None, None, None, 48 12288       mixed0[0][0]                     
____________________________________________________________________________________________________
conv2d_17 (Conv2D)               (None, None, None, 96 55296       activation_16[0][0]              
____________________________________________________________________________________________________
batch_normalization_14 (BatchNor (None, None, None, 48 144         conv2d_14[0][0]                  
____________________________________________________________________________________________________
batch_normalization_17 (BatchNor (None, None, None, 96 288         conv2d_17[0][0]                  
____________________________________________________________________________________________________
activation_14 (Activation)       (None, None, None, 48 0           batch_normalization_14[0][0]     
____________________________________________________________________________________________________
activation_17 (Activation)       (None, None, None, 96 0           batch_normalization_17[0][0]     
____________________________________________________________________________________________________
average_pooling2d_2 (AveragePool (None, None, None, 25 0           mixed0[0][0]                     
____________________________________________________________________________________________________
conv2d_13 (Conv2D)               (None, None, None, 64 16384       mixed0[0][0]                     
____________________________________________________________________________________________________
conv2d_15 (Conv2D)               (None, None, None, 64 76800       activation_14[0][0]              
____________________________________________________________________________________________________
conv2d_18 (Conv2D)               (None, None, None, 96 82944       activation_17[0][0]              
____________________________________________________________________________________________________
conv2d_19 (Conv2D)               (None, None, None, 64 16384       average_pooling2d_2[0][0]        
____________________________________________________________________________________________________
batch_normalization_13 (BatchNor (None, None, None, 64 192         conv2d_13[0][0]                  
____________________________________________________________________________________________________
batch_normalization_15 (BatchNor (None, None, None, 64 192         conv2d_15[0][0]                  
____________________________________________________________________________________________________
batch_normalization_18 (BatchNor (None, None, None, 96 288         conv2d_18[0][0]                  
____________________________________________________________________________________________________
batch_normalization_19 (BatchNor (None, None, None, 64 192         conv2d_19[0][0]                  
____________________________________________________________________________________________________
activation_13 (Activation)       (None, None, None, 64 0           batch_normalization_13[0][0]     
____________________________________________________________________________________________________
activation_15 (Activation)       (None, None, None, 64 0           batch_normalization_15[0][0]     
____________________________________________________________________________________________________
activation_18 (Activation)       (None, None, None, 96 0           batch_normalization_18[0][0]     
____________________________________________________________________________________________________
activation_19 (Activation)       (None, None, None, 64 0           batch_normalization_19[0][0]     
____________________________________________________________________________________________________
mixed1 (Concatenate)             (None, None, None, 28 0           activation_13[0][0]              
                                                                   activation_15[0][0]              
                                                                   activation_18[0][0]              
                                                                   activation_19[0][0]              
____________________________________________________________________________________________________
conv2d_23 (Conv2D)               (None, None, None, 64 18432       mixed1[0][0]                     
____________________________________________________________________________________________________
batch_normalization_23 (BatchNor (None, None, None, 64 192         conv2d_23[0][0]                  
____________________________________________________________________________________________________
activation_23 (Activation)       (None, None, None, 64 0           batch_normalization_23[0][0]     
____________________________________________________________________________________________________
conv2d_21 (Conv2D)               (None, None, None, 48 13824       mixed1[0][0]                     
____________________________________________________________________________________________________
conv2d_24 (Conv2D)               (None, None, None, 96 55296       activation_23[0][0]              
____________________________________________________________________________________________________
batch_normalization_21 (BatchNor (None, None, None, 48 144         conv2d_21[0][0]                  
____________________________________________________________________________________________________
batch_normalization_24 (BatchNor (None, None, None, 96 288         conv2d_24[0][0]                  
____________________________________________________________________________________________________
activation_21 (Activation)       (None, None, None, 48 0           batch_normalization_21[0][0]     
____________________________________________________________________________________________________
activation_24 (Activation)       (None, None, None, 96 0           batch_normalization_24[0][0]     
____________________________________________________________________________________________________
average_pooling2d_3 (AveragePool (None, None, None, 28 0           mixed1[0][0]                     
____________________________________________________________________________________________________
conv2d_20 (Conv2D)               (None, None, None, 64 18432       mixed1[0][0]                     
____________________________________________________________________________________________________
conv2d_22 (Conv2D)               (None, None, None, 64 76800       activation_21[0][0]              
____________________________________________________________________________________________________
conv2d_25 (Conv2D)               (None, None, None, 96 82944       activation_24[0][0]              
____________________________________________________________________________________________________
conv2d_26 (Conv2D)               (None, None, None, 64 18432       average_pooling2d_3[0][0]        
____________________________________________________________________________________________________
batch_normalization_20 (BatchNor (None, None, None, 64 192         conv2d_20[0][0]                  
____________________________________________________________________________________________________
batch_normalization_22 (BatchNor (None, None, None, 64 192         conv2d_22[0][0]                  
____________________________________________________________________________________________________
batch_normalization_25 (BatchNor (None, None, None, 96 288         conv2d_25[0][0]                  
____________________________________________________________________________________________________
batch_normalization_26 (BatchNor (None, None, None, 64 192         conv2d_26[0][0]                  
____________________________________________________________________________________________________
activation_20 (Activation)       (None, None, None, 64 0           batch_normalization_20[0][0]     
____________________________________________________________________________________________________
activation_22 (Activation)       (None, None, None, 64 0           batch_normalization_22[0][0]     
____________________________________________________________________________________________________
activation_25 (Activation)       (None, None, None, 96 0           batch_normalization_25[0][0]     
____________________________________________________________________________________________________
activation_26 (Activation)       (None, None, None, 64 0           batch_normalization_26[0][0]     
____________________________________________________________________________________________________
mixed2 (Concatenate)             (None, None, None, 28 0           activation_20[0][0]              
                                                                   activation_22[0][0]              
                                                                   activation_25[0][0]              
                                                                   activation_26[0][0]              
____________________________________________________________________________________________________
conv2d_28 (Conv2D)               (None, None, None, 64 18432       mixed2[0][0]                     
____________________________________________________________________________________________________
batch_normalization_28 (BatchNor (None, None, None, 64 192         conv2d_28[0][0]                  
____________________________________________________________________________________________________
activation_28 (Activation)       (None, None, None, 64 0           batch_normalization_28[0][0]     
____________________________________________________________________________________________________
conv2d_29 (Conv2D)               (None, None, None, 96 55296       activation_28[0][0]              
____________________________________________________________________________________________________
batch_normalization_29 (BatchNor (None, None, None, 96 288         conv2d_29[0][0]                  
____________________________________________________________________________________________________
activation_29 (Activation)       (None, None, None, 96 0           batch_normalization_29[0][0]     
____________________________________________________________________________________________________
conv2d_27 (Conv2D)               (None, None, None, 38 995328      mixed2[0][0]                     
____________________________________________________________________________________________________
conv2d_30 (Conv2D)               (None, None, None, 96 82944       activation_29[0][0]              
____________________________________________________________________________________________________
batch_normalization_27 (BatchNor (None, None, None, 38 1152        conv2d_27[0][0]                  
____________________________________________________________________________________________________
batch_normalization_30 (BatchNor (None, None, None, 96 288         conv2d_30[0][0]                  
____________________________________________________________________________________________________
activation_27 (Activation)       (None, None, None, 38 0           batch_normalization_27[0][0]     
____________________________________________________________________________________________________
activation_30 (Activation)       (None, None, None, 96 0           batch_normalization_30[0][0]     
____________________________________________________________________________________________________
max_pooling2d_3 (MaxPooling2D)   (None, None, None, 28 0           mixed2[0][0]                     
____________________________________________________________________________________________________
mixed3 (Concatenate)             (None, None, None, 76 0           activation_27[0][0]              
                                                                   activation_30[0][0]              
                                                                   max_pooling2d_3[0][0]            
____________________________________________________________________________________________________
conv2d_35 (Conv2D)               (None, None, None, 12 98304       mixed3[0][0]                     
____________________________________________________________________________________________________
batch_normalization_35 (BatchNor (None, None, None, 12 384         conv2d_35[0][0]                  
____________________________________________________________________________________________________
activation_35 (Activation)       (None, None, None, 12 0           batch_normalization_35[0][0]     
____________________________________________________________________________________________________
conv2d_36 (Conv2D)               (None, None, None, 12 114688      activation_35[0][0]              
____________________________________________________________________________________________________
batch_normalization_36 (BatchNor (None, None, None, 12 384         conv2d_36[0][0]                  
____________________________________________________________________________________________________
activation_36 (Activation)       (None, None, None, 12 0           batch_normalization_36[0][0]     
____________________________________________________________________________________________________
conv2d_32 (Conv2D)               (None, None, None, 12 98304       mixed3[0][0]                     
____________________________________________________________________________________________________
conv2d_37 (Conv2D)               (None, None, None, 12 114688      activation_36[0][0]              
____________________________________________________________________________________________________
batch_normalization_32 (BatchNor (None, None, None, 12 384         conv2d_32[0][0]                  
____________________________________________________________________________________________________
batch_normalization_37 (BatchNor (None, None, None, 12 384         conv2d_37[0][0]                  
____________________________________________________________________________________________________
activation_32 (Activation)       (None, None, None, 12 0           batch_normalization_32[0][0]     
____________________________________________________________________________________________________
activation_37 (Activation)       (None, None, None, 12 0           batch_normalization_37[0][0]     
____________________________________________________________________________________________________
conv2d_33 (Conv2D)               (None, None, None, 12 114688      activation_32[0][0]              
____________________________________________________________________________________________________
conv2d_38 (Conv2D)               (None, None, None, 12 114688      activation_37[0][0]              
____________________________________________________________________________________________________
batch_normalization_33 (BatchNor (None, None, None, 12 384         conv2d_33[0][0]                  
____________________________________________________________________________________________________
batch_normalization_38 (BatchNor (None, None, None, 12 384         conv2d_38[0][0]                  
____________________________________________________________________________________________________
activation_33 (Activation)       (None, None, None, 12 0           batch_normalization_33[0][0]     
____________________________________________________________________________________________________
activation_38 (Activation)       (None, None, None, 12 0           batch_normalization_38[0][0]     
____________________________________________________________________________________________________
average_pooling2d_4 (AveragePool (None, None, None, 76 0           mixed3[0][0]                     
____________________________________________________________________________________________________
conv2d_31 (Conv2D)               (None, None, None, 19 147456      mixed3[0][0]                     
____________________________________________________________________________________________________
conv2d_34 (Conv2D)               (None, None, None, 19 172032      activation_33[0][0]              
____________________________________________________________________________________________________
conv2d_39 (Conv2D)               (None, None, None, 19 172032      activation_38[0][0]              
____________________________________________________________________________________________________
conv2d_40 (Conv2D)               (None, None, None, 19 147456      average_pooling2d_4[0][0]        
____________________________________________________________________________________________________
batch_normalization_31 (BatchNor (None, None, None, 19 576         conv2d_31[0][0]                  
____________________________________________________________________________________________________
batch_normalization_34 (BatchNor (None, None, None, 19 576         conv2d_34[0][0]                  
____________________________________________________________________________________________________
batch_normalization_39 (BatchNor (None, None, None, 19 576         conv2d_39[0][0]                  
____________________________________________________________________________________________________
batch_normalization_40 (BatchNor (None, None, None, 19 576         conv2d_40[0][0]                  
____________________________________________________________________________________________________
activation_31 (Activation)       (None, None, None, 19 0           batch_normalization_31[0][0]     
____________________________________________________________________________________________________
activation_34 (Activation)       (None, None, None, 19 0           batch_normalization_34[0][0]     
____________________________________________________________________________________________________
activation_39 (Activation)       (None, None, None, 19 0           batch_normalization_39[0][0]     
____________________________________________________________________________________________________
activation_40 (Activation)       (None, None, None, 19 0           batch_normalization_40[0][0]     
____________________________________________________________________________________________________
mixed4 (Concatenate)             (None, None, None, 76 0           activation_31[0][0]              
                                                                   activation_34[0][0]              
                                                                   activation_39[0][0]              
                                                                   activation_40[0][0]              
____________________________________________________________________________________________________
conv2d_45 (Conv2D)               (None, None, None, 16 122880      mixed4[0][0]                     
____________________________________________________________________________________________________
batch_normalization_45 (BatchNor (None, None, None, 16 480         conv2d_45[0][0]                  
____________________________________________________________________________________________________
activation_45 (Activation)       (None, None, None, 16 0           batch_normalization_45[0][0]     
____________________________________________________________________________________________________
conv2d_46 (Conv2D)               (None, None, None, 16 179200      activation_45[0][0]              
____________________________________________________________________________________________________
batch_normalization_46 (BatchNor (None, None, None, 16 480         conv2d_46[0][0]                  
____________________________________________________________________________________________________
activation_46 (Activation)       (None, None, None, 16 0           batch_normalization_46[0][0]     
____________________________________________________________________________________________________
conv2d_42 (Conv2D)               (None, None, None, 16 122880      mixed4[0][0]                     
____________________________________________________________________________________________________
conv2d_47 (Conv2D)               (None, None, None, 16 179200      activation_46[0][0]              
____________________________________________________________________________________________________
batch_normalization_42 (BatchNor (None, None, None, 16 480         conv2d_42[0][0]                  
____________________________________________________________________________________________________
batch_normalization_47 (BatchNor (None, None, None, 16 480         conv2d_47[0][0]                  
____________________________________________________________________________________________________
activation_42 (Activation)       (None, None, None, 16 0           batch_normalization_42[0][0]     
____________________________________________________________________________________________________
activation_47 (Activation)       (None, None, None, 16 0           batch_normalization_47[0][0]     
____________________________________________________________________________________________________
conv2d_43 (Conv2D)               (None, None, None, 16 179200      activation_42[0][0]              
____________________________________________________________________________________________________
conv2d_48 (Conv2D)               (None, None, None, 16 179200      activation_47[0][0]              
____________________________________________________________________________________________________
batch_normalization_43 (BatchNor (None, None, None, 16 480         conv2d_43[0][0]                  
____________________________________________________________________________________________________
batch_normalization_48 (BatchNor (None, None, None, 16 480         conv2d_48[0][0]                  
____________________________________________________________________________________________________
activation_43 (Activation)       (None, None, None, 16 0           batch_normalization_43[0][0]     
____________________________________________________________________________________________________
activation_48 (Activation)       (None, None, None, 16 0           batch_normalization_48[0][0]     
____________________________________________________________________________________________________
average_pooling2d_5 (AveragePool (None, None, None, 76 0           mixed4[0][0]                     
____________________________________________________________________________________________________
conv2d_41 (Conv2D)               (None, None, None, 19 147456      mixed4[0][0]                     
____________________________________________________________________________________________________
conv2d_44 (Conv2D)               (None, None, None, 19 215040      activation_43[0][0]              
____________________________________________________________________________________________________
conv2d_49 (Conv2D)               (None, None, None, 19 215040      activation_48[0][0]              
____________________________________________________________________________________________________
conv2d_50 (Conv2D)               (None, None, None, 19 147456      average_pooling2d_5[0][0]        
____________________________________________________________________________________________________
batch_normalization_41 (BatchNor (None, None, None, 19 576         conv2d_41[0][0]                  
____________________________________________________________________________________________________
batch_normalization_44 (BatchNor (None, None, None, 19 576         conv2d_44[0][0]                  
____________________________________________________________________________________________________
batch_normalization_49 (BatchNor (None, None, None, 19 576         conv2d_49[0][0]                  
____________________________________________________________________________________________________
batch_normalization_50 (BatchNor (None, None, None, 19 576         conv2d_50[0][0]                  
____________________________________________________________________________________________________
activation_41 (Activation)       (None, None, None, 19 0           batch_normalization_41[0][0]     
____________________________________________________________________________________________________
activation_44 (Activation)       (None, None, None, 19 0           batch_normalization_44[0][0]     
____________________________________________________________________________________________________
activation_49 (Activation)       (None, None, None, 19 0           batch_normalization_49[0][0]     
____________________________________________________________________________________________________
activation_50 (Activation)       (None, None, None, 19 0           batch_normalization_50[0][0]     
____________________________________________________________________________________________________
mixed5 (Concatenate)             (None, None, None, 76 0           activation_41[0][0]              
                                                                   activation_44[0][0]              
                                                                   activation_49[0][0]              
                                                                   activation_50[0][0]              
____________________________________________________________________________________________________
conv2d_55 (Conv2D)               (None, None, None, 16 122880      mixed5[0][0]                     
____________________________________________________________________________________________________
batch_normalization_55 (BatchNor (None, None, None, 16 480         conv2d_55[0][0]                  
____________________________________________________________________________________________________
activation_55 (Activation)       (None, None, None, 16 0           batch_normalization_55[0][0]     
____________________________________________________________________________________________________
conv2d_56 (Conv2D)               (None, None, None, 16 179200      activation_55[0][0]              
____________________________________________________________________________________________________
batch_normalization_56 (BatchNor (None, None, None, 16 480         conv2d_56[0][0]                  
____________________________________________________________________________________________________
activation_56 (Activation)       (None, None, None, 16 0           batch_normalization_56[0][0]     
____________________________________________________________________________________________________
conv2d_52 (Conv2D)               (None, None, None, 16 122880      mixed5[0][0]                     
____________________________________________________________________________________________________
conv2d_57 (Conv2D)               (None, None, None, 16 179200      activation_56[0][0]              
____________________________________________________________________________________________________
batch_normalization_52 (BatchNor (None, None, None, 16 480         conv2d_52[0][0]                  
____________________________________________________________________________________________________
batch_normalization_57 (BatchNor (None, None, None, 16 480         conv2d_57[0][0]                  
____________________________________________________________________________________________________
activation_52 (Activation)       (None, None, None, 16 0           batch_normalization_52[0][0]     
____________________________________________________________________________________________________
activation_57 (Activation)       (None, None, None, 16 0           batch_normalization_57[0][0]     
____________________________________________________________________________________________________
conv2d_53 (Conv2D)               (None, None, None, 16 179200      activation_52[0][0]              
____________________________________________________________________________________________________
conv2d_58 (Conv2D)               (None, None, None, 16 179200      activation_57[0][0]              
____________________________________________________________________________________________________
batch_normalization_53 (BatchNor (None, None, None, 16 480         conv2d_53[0][0]                  
____________________________________________________________________________________________________
batch_normalization_58 (BatchNor (None, None, None, 16 480         conv2d_58[0][0]                  
____________________________________________________________________________________________________
activation_53 (Activation)       (None, None, None, 16 0           batch_normalization_53[0][0]     
____________________________________________________________________________________________________
activation_58 (Activation)       (None, None, None, 16 0           batch_normalization_58[0][0]     
____________________________________________________________________________________________________
average_pooling2d_6 (AveragePool (None, None, None, 76 0           mixed5[0][0]                     
____________________________________________________________________________________________________
conv2d_51 (Conv2D)               (None, None, None, 19 147456      mixed5[0][0]                     
____________________________________________________________________________________________________
conv2d_54 (Conv2D)               (None, None, None, 19 215040      activation_53[0][0]              
____________________________________________________________________________________________________
conv2d_59 (Conv2D)               (None, None, None, 19 215040      activation_58[0][0]              
____________________________________________________________________________________________________
conv2d_60 (Conv2D)               (None, None, None, 19 147456      average_pooling2d_6[0][0]        
____________________________________________________________________________________________________
batch_normalization_51 (BatchNor (None, None, None, 19 576         conv2d_51[0][0]                  
____________________________________________________________________________________________________
batch_normalization_54 (BatchNor (None, None, None, 19 576         conv2d_54[0][0]                  
____________________________________________________________________________________________________
batch_normalization_59 (BatchNor (None, None, None, 19 576         conv2d_59[0][0]                  
____________________________________________________________________________________________________
batch_normalization_60 (BatchNor (None, None, None, 19 576         conv2d_60[0][0]                  
____________________________________________________________________________________________________
activation_51 (Activation)       (None, None, None, 19 0           batch_normalization_51[0][0]     
____________________________________________________________________________________________________
activation_54 (Activation)       (None, None, None, 19 0           batch_normalization_54[0][0]     
____________________________________________________________________________________________________
activation_59 (Activation)       (None, None, None, 19 0           batch_normalization_59[0][0]     
____________________________________________________________________________________________________
activation_60 (Activation)       (None, None, None, 19 0           batch_normalization_60[0][0]     
____________________________________________________________________________________________________
mixed6 (Concatenate)             (None, None, None, 76 0           activation_51[0][0]              
                                                                   activation_54[0][0]              
                                                                   activation_59[0][0]              
                                                                   activation_60[0][0]              
____________________________________________________________________________________________________
conv2d_65 (Conv2D)               (None, None, None, 19 147456      mixed6[0][0]                     
____________________________________________________________________________________________________
batch_normalization_65 (BatchNor (None, None, None, 19 576         conv2d_65[0][0]                  
____________________________________________________________________________________________________
activation_65 (Activation)       (None, None, None, 19 0           batch_normalization_65[0][0]     
____________________________________________________________________________________________________
conv2d_66 (Conv2D)               (None, None, None, 19 258048      activation_65[0][0]              
____________________________________________________________________________________________________
batch_normalization_66 (BatchNor (None, None, None, 19 576         conv2d_66[0][0]                  
____________________________________________________________________________________________________
activation_66 (Activation)       (None, None, None, 19 0           batch_normalization_66[0][0]     
____________________________________________________________________________________________________
conv2d_62 (Conv2D)               (None, None, None, 19 147456      mixed6[0][0]                     
____________________________________________________________________________________________________
conv2d_67 (Conv2D)               (None, None, None, 19 258048      activation_66[0][0]              
____________________________________________________________________________________________________
batch_normalization_62 (BatchNor (None, None, None, 19 576         conv2d_62[0][0]                  
____________________________________________________________________________________________________
batch_normalization_67 (BatchNor (None, None, None, 19 576         conv2d_67[0][0]                  
____________________________________________________________________________________________________
activation_62 (Activation)       (None, None, None, 19 0           batch_normalization_62[0][0]     
____________________________________________________________________________________________________
activation_67 (Activation)       (None, None, None, 19 0           batch_normalization_67[0][0]     
____________________________________________________________________________________________________
conv2d_63 (Conv2D)               (None, None, None, 19 258048      activation_62[0][0]              
____________________________________________________________________________________________________
conv2d_68 (Conv2D)               (None, None, None, 19 258048      activation_67[0][0]              
____________________________________________________________________________________________________
batch_normalization_63 (BatchNor (None, None, None, 19 576         conv2d_63[0][0]                  
____________________________________________________________________________________________________
batch_normalization_68 (BatchNor (None, None, None, 19 576         conv2d_68[0][0]                  
____________________________________________________________________________________________________
activation_63 (Activation)       (None, None, None, 19 0           batch_normalization_63[0][0]     
____________________________________________________________________________________________________
activation_68 (Activation)       (None, None, None, 19 0           batch_normalization_68[0][0]     
____________________________________________________________________________________________________
average_pooling2d_7 (AveragePool (None, None, None, 76 0           mixed6[0][0]                     
____________________________________________________________________________________________________
conv2d_61 (Conv2D)               (None, None, None, 19 147456      mixed6[0][0]                     
____________________________________________________________________________________________________
conv2d_64 (Conv2D)               (None, None, None, 19 258048      activation_63[0][0]              
____________________________________________________________________________________________________
conv2d_69 (Conv2D)               (None, None, None, 19 258048      activation_68[0][0]              
____________________________________________________________________________________________________
conv2d_70 (Conv2D)               (None, None, None, 19 147456      average_pooling2d_7[0][0]        
____________________________________________________________________________________________________
batch_normalization_61 (BatchNor (None, None, None, 19 576         conv2d_61[0][0]                  
____________________________________________________________________________________________________
batch_normalization_64 (BatchNor (None, None, None, 19 576         conv2d_64[0][0]                  
____________________________________________________________________________________________________
batch_normalization_69 (BatchNor (None, None, None, 19 576         conv2d_69[0][0]                  
____________________________________________________________________________________________________
batch_normalization_70 (BatchNor (None, None, None, 19 576         conv2d_70[0][0]                  
____________________________________________________________________________________________________
activation_61 (Activation)       (None, None, None, 19 0           batch_normalization_61[0][0]     
____________________________________________________________________________________________________
activation_64 (Activation)       (None, None, None, 19 0           batch_normalization_64[0][0]     
____________________________________________________________________________________________________
activation_69 (Activation)       (None, None, None, 19 0           batch_normalization_69[0][0]     
____________________________________________________________________________________________________
activation_70 (Activation)       (None, None, None, 19 0           batch_normalization_70[0][0]     
____________________________________________________________________________________________________
mixed7 (Concatenate)             (None, None, None, 76 0           activation_61[0][0]              
                                                                   activation_64[0][0]              
                                                                   activation_69[0][0]              
                                                                   activation_70[0][0]              
____________________________________________________________________________________________________
conv2d_73 (Conv2D)               (None, None, None, 19 147456      mixed7[0][0]                     
____________________________________________________________________________________________________
batch_normalization_73 (BatchNor (None, None, None, 19 576         conv2d_73[0][0]                  
____________________________________________________________________________________________________
activation_73 (Activation)       (None, None, None, 19 0           batch_normalization_73[0][0]     
____________________________________________________________________________________________________
conv2d_74 (Conv2D)               (None, None, None, 19 258048      activation_73[0][0]              
____________________________________________________________________________________________________
batch_normalization_74 (BatchNor (None, None, None, 19 576         conv2d_74[0][0]                  
____________________________________________________________________________________________________
activation_74 (Activation)       (None, None, None, 19 0           batch_normalization_74[0][0]     
____________________________________________________________________________________________________
conv2d_71 (Conv2D)               (None, None, None, 19 147456      mixed7[0][0]                     
____________________________________________________________________________________________________
conv2d_75 (Conv2D)               (None, None, None, 19 258048      activation_74[0][0]              
____________________________________________________________________________________________________
batch_normalization_71 (BatchNor (None, None, None, 19 576         conv2d_71[0][0]                  
____________________________________________________________________________________________________
batch_normalization_75 (BatchNor (None, None, None, 19 576         conv2d_75[0][0]                  
____________________________________________________________________________________________________
activation_71 (Activation)       (None, None, None, 19 0           batch_normalization_71[0][0]     
____________________________________________________________________________________________________
activation_75 (Activation)       (None, None, None, 19 0           batch_normalization_75[0][0]     
____________________________________________________________________________________________________
conv2d_72 (Conv2D)               (None, None, None, 32 552960      activation_71[0][0]              
____________________________________________________________________________________________________
conv2d_76 (Conv2D)               (None, None, None, 19 331776      activation_75[0][0]              
____________________________________________________________________________________________________
batch_normalization_72 (BatchNor (None, None, None, 32 960         conv2d_72[0][0]                  
____________________________________________________________________________________________________
batch_normalization_76 (BatchNor (None, None, None, 19 576         conv2d_76[0][0]                  
____________________________________________________________________________________________________
activation_72 (Activation)       (None, None, None, 32 0           batch_normalization_72[0][0]     
____________________________________________________________________________________________________
activation_76 (Activation)       (None, None, None, 19 0           batch_normalization_76[0][0]     
____________________________________________________________________________________________________
max_pooling2d_4 (MaxPooling2D)   (None, None, None, 76 0           mixed7[0][0]                     
____________________________________________________________________________________________________
mixed8 (Concatenate)             (None, None, None, 12 0           activation_72[0][0]              
                                                                   activation_76[0][0]              
                                                                   max_pooling2d_4[0][0]            
____________________________________________________________________________________________________
conv2d_81 (Conv2D)               (None, None, None, 44 573440      mixed8[0][0]                     
____________________________________________________________________________________________________
batch_normalization_81 (BatchNor (None, None, None, 44 1344        conv2d_81[0][0]                  
____________________________________________________________________________________________________
activation_81 (Activation)       (None, None, None, 44 0           batch_normalization_81[0][0]     
____________________________________________________________________________________________________
conv2d_78 (Conv2D)               (None, None, None, 38 491520      mixed8[0][0]                     
____________________________________________________________________________________________________
conv2d_82 (Conv2D)               (None, None, None, 38 1548288     activation_81[0][0]              
____________________________________________________________________________________________________
batch_normalization_78 (BatchNor (None, None, None, 38 1152        conv2d_78[0][0]                  
____________________________________________________________________________________________________
batch_normalization_82 (BatchNor (None, None, None, 38 1152        conv2d_82[0][0]                  
____________________________________________________________________________________________________
activation_78 (Activation)       (None, None, None, 38 0           batch_normalization_78[0][0]     
____________________________________________________________________________________________________
activation_82 (Activation)       (None, None, None, 38 0           batch_normalization_82[0][0]     
____________________________________________________________________________________________________
conv2d_79 (Conv2D)               (None, None, None, 38 442368      activation_78[0][0]              
____________________________________________________________________________________________________
conv2d_80 (Conv2D)               (None, None, None, 38 442368      activation_78[0][0]              
____________________________________________________________________________________________________
conv2d_83 (Conv2D)               (None, None, None, 38 442368      activation_82[0][0]              
____________________________________________________________________________________________________
conv2d_84 (Conv2D)               (None, None, None, 38 442368      activation_82[0][0]              
____________________________________________________________________________________________________
average_pooling2d_8 (AveragePool (None, None, None, 12 0           mixed8[0][0]                     
____________________________________________________________________________________________________
conv2d_77 (Conv2D)               (None, None, None, 32 409600      mixed8[0][0]                     
____________________________________________________________________________________________________
batch_normalization_79 (BatchNor (None, None, None, 38 1152        conv2d_79[0][0]                  
____________________________________________________________________________________________________
batch_normalization_80 (BatchNor (None, None, None, 38 1152        conv2d_80[0][0]                  
____________________________________________________________________________________________________
batch_normalization_83 (BatchNor (None, None, None, 38 1152        conv2d_83[0][0]                  
____________________________________________________________________________________________________
batch_normalization_84 (BatchNor (None, None, None, 38 1152        conv2d_84[0][0]                  
____________________________________________________________________________________________________
conv2d_85 (Conv2D)               (None, None, None, 19 245760      average_pooling2d_8[0][0]        
____________________________________________________________________________________________________
batch_normalization_77 (BatchNor (None, None, None, 32 960         conv2d_77[0][0]                  
____________________________________________________________________________________________________
activation_79 (Activation)       (None, None, None, 38 0           batch_normalization_79[0][0]     
____________________________________________________________________________________________________
activation_80 (Activation)       (None, None, None, 38 0           batch_normalization_80[0][0]     
____________________________________________________________________________________________________
activation_83 (Activation)       (None, None, None, 38 0           batch_normalization_83[0][0]     
____________________________________________________________________________________________________
activation_84 (Activation)       (None, None, None, 38 0           batch_normalization_84[0][0]     
____________________________________________________________________________________________________
batch_normalization_85 (BatchNor (None, None, None, 19 576         conv2d_85[0][0]                  
____________________________________________________________________________________________________
activation_77 (Activation)       (None, None, None, 32 0           batch_normalization_77[0][0]     
____________________________________________________________________________________________________
mixed9_0 (Concatenate)           (None, None, None, 76 0           activation_79[0][0]              
                                                                   activation_80[0][0]              
____________________________________________________________________________________________________
concatenate_1 (Concatenate)      (None, None, None, 76 0           activation_83[0][0]              
                                                                   activation_84[0][0]              
____________________________________________________________________________________________________
activation_85 (Activation)       (None, None, None, 19 0           batch_normalization_85[0][0]     
____________________________________________________________________________________________________
mixed9 (Concatenate)             (None, None, None, 20 0           activation_77[0][0]              
                                                                   mixed9_0[0][0]                   
                                                                   concatenate_1[0][0]              
                                                                   activation_85[0][0]              
____________________________________________________________________________________________________
conv2d_90 (Conv2D)               (None, None, None, 44 917504      mixed9[0][0]                     
____________________________________________________________________________________________________
batch_normalization_90 (BatchNor (None, None, None, 44 1344        conv2d_90[0][0]                  
____________________________________________________________________________________________________
activation_90 (Activation)       (None, None, None, 44 0           batch_normalization_90[0][0]     
____________________________________________________________________________________________________
conv2d_87 (Conv2D)               (None, None, None, 38 786432      mixed9[0][0]                     
____________________________________________________________________________________________________
conv2d_91 (Conv2D)               (None, None, None, 38 1548288     activation_90[0][0]              
____________________________________________________________________________________________________
batch_normalization_87 (BatchNor (None, None, None, 38 1152        conv2d_87[0][0]                  
____________________________________________________________________________________________________
batch_normalization_91 (BatchNor (None, None, None, 38 1152        conv2d_91[0][0]                  
____________________________________________________________________________________________________
activation_87 (Activation)       (None, None, None, 38 0           batch_normalization_87[0][0]     
____________________________________________________________________________________________________
activation_91 (Activation)       (None, None, None, 38 0           batch_normalization_91[0][0]     
____________________________________________________________________________________________________
conv2d_88 (Conv2D)               (None, None, None, 38 442368      activation_87[0][0]              
____________________________________________________________________________________________________
conv2d_89 (Conv2D)               (None, None, None, 38 442368      activation_87[0][0]              
____________________________________________________________________________________________________
conv2d_92 (Conv2D)               (None, None, None, 38 442368      activation_91[0][0]              
____________________________________________________________________________________________________
conv2d_93 (Conv2D)               (None, None, None, 38 442368      activation_91[0][0]              
____________________________________________________________________________________________________
average_pooling2d_9 (AveragePool (None, None, None, 20 0           mixed9[0][0]                     
____________________________________________________________________________________________________
conv2d_86 (Conv2D)               (None, None, None, 32 655360      mixed9[0][0]                     
____________________________________________________________________________________________________
batch_normalization_88 (BatchNor (None, None, None, 38 1152        conv2d_88[0][0]                  
____________________________________________________________________________________________________
batch_normalization_89 (BatchNor (None, None, None, 38 1152        conv2d_89[0][0]                  
____________________________________________________________________________________________________
batch_normalization_92 (BatchNor (None, None, None, 38 1152        conv2d_92[0][0]                  
____________________________________________________________________________________________________
batch_normalization_93 (BatchNor (None, None, None, 38 1152        conv2d_93[0][0]                  
____________________________________________________________________________________________________
conv2d_94 (Conv2D)               (None, None, None, 19 393216      average_pooling2d_9[0][0]        
____________________________________________________________________________________________________
batch_normalization_86 (BatchNor (None, None, None, 32 960         conv2d_86[0][0]                  
____________________________________________________________________________________________________
activation_88 (Activation)       (None, None, None, 38 0           batch_normalization_88[0][0]     
____________________________________________________________________________________________________
activation_89 (Activation)       (None, None, None, 38 0           batch_normalization_89[0][0]     
____________________________________________________________________________________________________
activation_92 (Activation)       (None, None, None, 38 0           batch_normalization_92[0][0]     
____________________________________________________________________________________________________
activation_93 (Activation)       (None, None, None, 38 0           batch_normalization_93[0][0]     
____________________________________________________________________________________________________
batch_normalization_94 (BatchNor (None, None, None, 19 576         conv2d_94[0][0]                  
____________________________________________________________________________________________________
activation_86 (Activation)       (None, None, None, 32 0           batch_normalization_86[0][0]     
____________________________________________________________________________________________________
mixed9_1 (Concatenate)           (None, None, None, 76 0           activation_88[0][0]              
                                                                   activation_89[0][0]              
____________________________________________________________________________________________________
concatenate_2 (Concatenate)      (None, None, None, 76 0           activation_92[0][0]              
                                                                   activation_93[0][0]              
____________________________________________________________________________________________________
activation_94 (Activation)       (None, None, None, 19 0           batch_normalization_94[0][0]     
____________________________________________________________________________________________________
mixed10 (Concatenate)            (None, None, None, 20 0           activation_86[0][0]              
                                                                   mixed9_1[0][0]                   
                                                                   concatenate_2[0][0]              
                                                                   activation_94[0][0]              
____________________________________________________________________________________________________
global_average_pooling2d_2 (Glob (None, 2048)          0           mixed10[0][0]                    
____________________________________________________________________________________________________
dense_5 (Dense)                  (None, 1024)          2098176     global_average_pooling2d_2[0][0] 
____________________________________________________________________________________________________
dense_6 (Dense)                  (None, 196)           200900      dense_5[0][0]                    
====================================================================================================
Total params: 24,101,860
Trainable params: 24,067,428
Non-trainable params: 34,432
____________________________________________________________________________________________________

In [16]:

    

# FC層以外をfreeze
for layer in base_model.layers:
    layer.trainable = False


    

In [17]:

    

model.summary()


    

    




____________________________________________________________________________________________________
Layer (type)                     Output Shape          Param #     Connected to                     
====================================================================================================
input_1 (InputLayer)             (None, None, None, 3) 0                                            
____________________________________________________________________________________________________
conv2d_1 (Conv2D)                (None, None, None, 32 864         input_1[0][0]                    
____________________________________________________________________________________________________
batch_normalization_1 (BatchNorm (None, None, None, 32 96          conv2d_1[0][0]                   
____________________________________________________________________________________________________
activation_1 (Activation)        (None, None, None, 32 0           batch_normalization_1[0][0]      
____________________________________________________________________________________________________
conv2d_2 (Conv2D)                (None, None, None, 32 9216        activation_1[0][0]               
____________________________________________________________________________________________________
batch_normalization_2 (BatchNorm (None, None, None, 32 96          conv2d_2[0][0]                   
____________________________________________________________________________________________________
activation_2 (Activation)        (None, None, None, 32 0           batch_normalization_2[0][0]      
____________________________________________________________________________________________________
conv2d_3 (Conv2D)                (None, None, None, 64 18432       activation_2[0][0]               
____________________________________________________________________________________________________
batch_normalization_3 (BatchNorm (None, None, None, 64 192         conv2d_3[0][0]                   
____________________________________________________________________________________________________
activation_3 (Activation)        (None, None, None, 64 0           batch_normalization_3[0][0]      
____________________________________________________________________________________________________
max_pooling2d_1 (MaxPooling2D)   (None, None, None, 64 0           activation_3[0][0]               
____________________________________________________________________________________________________
conv2d_4 (Conv2D)                (None, None, None, 80 5120        max_pooling2d_1[0][0]            
____________________________________________________________________________________________________
batch_normalization_4 (BatchNorm (None, None, None, 80 240         conv2d_4[0][0]                   
____________________________________________________________________________________________________
activation_4 (Activation)        (None, None, None, 80 0           batch_normalization_4[0][0]      
____________________________________________________________________________________________________
conv2d_5 (Conv2D)                (None, None, None, 19 138240      activation_4[0][0]               
____________________________________________________________________________________________________
batch_normalization_5 (BatchNorm (None, None, None, 19 576         conv2d_5[0][0]                   
____________________________________________________________________________________________________
activation_5 (Activation)        (None, None, None, 19 0           batch_normalization_5[0][0]      
____________________________________________________________________________________________________
max_pooling2d_2 (MaxPooling2D)   (None, None, None, 19 0           activation_5[0][0]               
____________________________________________________________________________________________________
conv2d_9 (Conv2D)                (None, None, None, 64 12288       max_pooling2d_2[0][0]            
____________________________________________________________________________________________________
batch_normalization_9 (BatchNorm (None, None, None, 64 192         conv2d_9[0][0]                   
____________________________________________________________________________________________________
activation_9 (Activation)        (None, None, None, 64 0           batch_normalization_9[0][0]      
____________________________________________________________________________________________________
conv2d_7 (Conv2D)                (None, None, None, 48 9216        max_pooling2d_2[0][0]            
____________________________________________________________________________________________________
conv2d_10 (Conv2D)               (None, None, None, 96 55296       activation_9[0][0]               
____________________________________________________________________________________________________
batch_normalization_7 (BatchNorm (None, None, None, 48 144         conv2d_7[0][0]                   
____________________________________________________________________________________________________
batch_normalization_10 (BatchNor (None, None, None, 96 288         conv2d_10[0][0]                  
____________________________________________________________________________________________________
activation_7 (Activation)        (None, None, None, 48 0           batch_normalization_7[0][0]      
____________________________________________________________________________________________________
activation_10 (Activation)       (None, None, None, 96 0           batch_normalization_10[0][0]     
____________________________________________________________________________________________________
average_pooling2d_1 (AveragePool (None, None, None, 19 0           max_pooling2d_2[0][0]            
____________________________________________________________________________________________________
conv2d_6 (Conv2D)                (None, None, None, 64 12288       max_pooling2d_2[0][0]            
____________________________________________________________________________________________________
conv2d_8 (Conv2D)                (None, None, None, 64 76800       activation_7[0][0]               
____________________________________________________________________________________________________
conv2d_11 (Conv2D)               (None, None, None, 96 82944       activation_10[0][0]              
____________________________________________________________________________________________________
conv2d_12 (Conv2D)               (None, None, None, 32 6144        average_pooling2d_1[0][0]        
____________________________________________________________________________________________________
batch_normalization_6 (BatchNorm (None, None, None, 64 192         conv2d_6[0][0]                   
____________________________________________________________________________________________________
batch_normalization_8 (BatchNorm (None, None, None, 64 192         conv2d_8[0][0]                   
____________________________________________________________________________________________________
batch_normalization_11 (BatchNor (None, None, None, 96 288         conv2d_11[0][0]                  
____________________________________________________________________________________________________
batch_normalization_12 (BatchNor (None, None, None, 32 96          conv2d_12[0][0]                  
____________________________________________________________________________________________________
activation_6 (Activation)        (None, None, None, 64 0           batch_normalization_6[0][0]      
____________________________________________________________________________________________________
activation_8 (Activation)        (None, None, None, 64 0           batch_normalization_8[0][0]      
____________________________________________________________________________________________________
activation_11 (Activation)       (None, None, None, 96 0           batch_normalization_11[0][0]     
____________________________________________________________________________________________________
activation_12 (Activation)       (None, None, None, 32 0           batch_normalization_12[0][0]     
____________________________________________________________________________________________________
mixed0 (Concatenate)             (None, None, None, 25 0           activation_6[0][0]               
                                                                   activation_8[0][0]               
                                                                   activation_11[0][0]              
                                                                   activation_12[0][0]              
____________________________________________________________________________________________________
conv2d_16 (Conv2D)               (None, None, None, 64 16384       mixed0[0][0]                     
____________________________________________________________________________________________________
batch_normalization_16 (BatchNor (None, None, None, 64 192         conv2d_16[0][0]                  
____________________________________________________________________________________________________
activation_16 (Activation)       (None, None, None, 64 0           batch_normalization_16[0][0]     
____________________________________________________________________________________________________
conv2d_14 (Conv2D)               (None, None, None, 48 12288       mixed0[0][0]                     
____________________________________________________________________________________________________
conv2d_17 (Conv2D)               (None, None, None, 96 55296       activation_16[0][0]              
____________________________________________________________________________________________________
batch_normalization_14 (BatchNor (None, None, None, 48 144         conv2d_14[0][0]                  
____________________________________________________________________________________________________
batch_normalization_17 (BatchNor (None, None, None, 96 288         conv2d_17[0][0]                  
____________________________________________________________________________________________________
activation_14 (Activation)       (None, None, None, 48 0           batch_normalization_14[0][0]     
____________________________________________________________________________________________________
activation_17 (Activation)       (None, None, None, 96 0           batch_normalization_17[0][0]     
____________________________________________________________________________________________________
average_pooling2d_2 (AveragePool (None, None, None, 25 0           mixed0[0][0]                     
____________________________________________________________________________________________________
conv2d_13 (Conv2D)               (None, None, None, 64 16384       mixed0[0][0]                     
____________________________________________________________________________________________________
conv2d_15 (Conv2D)               (None, None, None, 64 76800       activation_14[0][0]              
____________________________________________________________________________________________________
conv2d_18 (Conv2D)               (None, None, None, 96 82944       activation_17[0][0]              
____________________________________________________________________________________________________
conv2d_19 (Conv2D)               (None, None, None, 64 16384       average_pooling2d_2[0][0]        
____________________________________________________________________________________________________
batch_normalization_13 (BatchNor (None, None, None, 64 192         conv2d_13[0][0]                  
____________________________________________________________________________________________________
batch_normalization_15 (BatchNor (None, None, None, 64 192         conv2d_15[0][0]                  
____________________________________________________________________________________________________
batch_normalization_18 (BatchNor (None, None, None, 96 288         conv2d_18[0][0]                  
____________________________________________________________________________________________________
batch_normalization_19 (BatchNor (None, None, None, 64 192         conv2d_19[0][0]                  
____________________________________________________________________________________________________
activation_13 (Activation)       (None, None, None, 64 0           batch_normalization_13[0][0]     
____________________________________________________________________________________________________
activation_15 (Activation)       (None, None, None, 64 0           batch_normalization_15[0][0]     
____________________________________________________________________________________________________
activation_18 (Activation)       (None, None, None, 96 0           batch_normalization_18[0][0]     
____________________________________________________________________________________________________
activation_19 (Activation)       (None, None, None, 64 0           batch_normalization_19[0][0]     
____________________________________________________________________________________________________
mixed1 (Concatenate)             (None, None, None, 28 0           activation_13[0][0]              
                                                                   activation_15[0][0]              
                                                                   activation_18[0][0]              
                                                                   activation_19[0][0]              
____________________________________________________________________________________________________
conv2d_23 (Conv2D)               (None, None, None, 64 18432       mixed1[0][0]                     
____________________________________________________________________________________________________
batch_normalization_23 (BatchNor (None, None, None, 64 192         conv2d_23[0][0]                  
____________________________________________________________________________________________________
activation_23 (Activation)       (None, None, None, 64 0           batch_normalization_23[0][0]     
____________________________________________________________________________________________________
conv2d_21 (Conv2D)               (None, None, None, 48 13824       mixed1[0][0]                     
____________________________________________________________________________________________________
conv2d_24 (Conv2D)               (None, None, None, 96 55296       activation_23[0][0]              
____________________________________________________________________________________________________
batch_normalization_21 (BatchNor (None, None, None, 48 144         conv2d_21[0][0]                  
____________________________________________________________________________________________________
batch_normalization_24 (BatchNor (None, None, None, 96 288         conv2d_24[0][0]                  
____________________________________________________________________________________________________
activation_21 (Activation)       (None, None, None, 48 0           batch_normalization_21[0][0]     
____________________________________________________________________________________________________
activation_24 (Activation)       (None, None, None, 96 0           batch_normalization_24[0][0]     
____________________________________________________________________________________________________
average_pooling2d_3 (AveragePool (None, None, None, 28 0           mixed1[0][0]                     
____________________________________________________________________________________________________
conv2d_20 (Conv2D)               (None, None, None, 64 18432       mixed1[0][0]                     
____________________________________________________________________________________________________
conv2d_22 (Conv2D)               (None, None, None, 64 76800       activation_21[0][0]              
____________________________________________________________________________________________________
conv2d_25 (Conv2D)               (None, None, None, 96 82944       activation_24[0][0]              
____________________________________________________________________________________________________
conv2d_26 (Conv2D)               (None, None, None, 64 18432       average_pooling2d_3[0][0]        
____________________________________________________________________________________________________
batch_normalization_20 (BatchNor (None, None, None, 64 192         conv2d_20[0][0]                  
____________________________________________________________________________________________________
batch_normalization_22 (BatchNor (None, None, None, 64 192         conv2d_22[0][0]                  
____________________________________________________________________________________________________
batch_normalization_25 (BatchNor (None, None, None, 96 288         conv2d_25[0][0]                  
____________________________________________________________________________________________________
batch_normalization_26 (BatchNor (None, None, None, 64 192         conv2d_26[0][0]                  
____________________________________________________________________________________________________
activation_20 (Activation)       (None, None, None, 64 0           batch_normalization_20[0][0]     
____________________________________________________________________________________________________
activation_22 (Activation)       (None, None, None, 64 0           batch_normalization_22[0][0]     
____________________________________________________________________________________________________
activation_25 (Activation)       (None, None, None, 96 0           batch_normalization_25[0][0]     
____________________________________________________________________________________________________
activation_26 (Activation)       (None, None, None, 64 0           batch_normalization_26[0][0]     
____________________________________________________________________________________________________
mixed2 (Concatenate)             (None, None, None, 28 0           activation_20[0][0]              
                                                                   activation_22[0][0]              
                                                                   activation_25[0][0]              
                                                                   activation_26[0][0]              
____________________________________________________________________________________________________
conv2d_28 (Conv2D)               (None, None, None, 64 18432       mixed2[0][0]                     
____________________________________________________________________________________________________
batch_normalization_28 (BatchNor (None, None, None, 64 192         conv2d_28[0][0]                  
____________________________________________________________________________________________________
activation_28 (Activation)       (None, None, None, 64 0           batch_normalization_28[0][0]     
____________________________________________________________________________________________________
conv2d_29 (Conv2D)               (None, None, None, 96 55296       activation_28[0][0]              
____________________________________________________________________________________________________
batch_normalization_29 (BatchNor (None, None, None, 96 288         conv2d_29[0][0]                  
____________________________________________________________________________________________________
activation_29 (Activation)       (None, None, None, 96 0           batch_normalization_29[0][0]     
____________________________________________________________________________________________________
conv2d_27 (Conv2D)               (None, None, None, 38 995328      mixed2[0][0]                     
____________________________________________________________________________________________________
conv2d_30 (Conv2D)               (None, None, None, 96 82944       activation_29[0][0]              
____________________________________________________________________________________________________
batch_normalization_27 (BatchNor (None, None, None, 38 1152        conv2d_27[0][0]                  
____________________________________________________________________________________________________
batch_normalization_30 (BatchNor (None, None, None, 96 288         conv2d_30[0][0]                  
____________________________________________________________________________________________________
activation_27 (Activation)       (None, None, None, 38 0           batch_normalization_27[0][0]     
____________________________________________________________________________________________________
activation_30 (Activation)       (None, None, None, 96 0           batch_normalization_30[0][0]     
____________________________________________________________________________________________________
max_pooling2d_3 (MaxPooling2D)   (None, None, None, 28 0           mixed2[0][0]                     
____________________________________________________________________________________________________
mixed3 (Concatenate)             (None, None, None, 76 0           activation_27[0][0]              
                                                                   activation_30[0][0]              
                                                                   max_pooling2d_3[0][0]            
____________________________________________________________________________________________________
conv2d_35 (Conv2D)               (None, None, None, 12 98304       mixed3[0][0]                     
____________________________________________________________________________________________________
batch_normalization_35 (BatchNor (None, None, None, 12 384         conv2d_35[0][0]                  
____________________________________________________________________________________________________
activation_35 (Activation)       (None, None, None, 12 0           batch_normalization_35[0][0]     
____________________________________________________________________________________________________
conv2d_36 (Conv2D)               (None, None, None, 12 114688      activation_35[0][0]              
____________________________________________________________________________________________________
batch_normalization_36 (BatchNor (None, None, None, 12 384         conv2d_36[0][0]                  
____________________________________________________________________________________________________
activation_36 (Activation)       (None, None, None, 12 0           batch_normalization_36[0][0]     
____________________________________________________________________________________________________
conv2d_32 (Conv2D)               (None, None, None, 12 98304       mixed3[0][0]                     
____________________________________________________________________________________________________
conv2d_37 (Conv2D)               (None, None, None, 12 114688      activation_36[0][0]              
____________________________________________________________________________________________________
batch_normalization_32 (BatchNor (None, None, None, 12 384         conv2d_32[0][0]                  
____________________________________________________________________________________________________
batch_normalization_37 (BatchNor (None, None, None, 12 384         conv2d_37[0][0]                  
____________________________________________________________________________________________________
activation_32 (Activation)       (None, None, None, 12 0           batch_normalization_32[0][0]     
____________________________________________________________________________________________________
activation_37 (Activation)       (None, None, None, 12 0           batch_normalization_37[0][0]     
____________________________________________________________________________________________________
conv2d_33 (Conv2D)               (None, None, None, 12 114688      activation_32[0][0]              
____________________________________________________________________________________________________
conv2d_38 (Conv2D)               (None, None, None, 12 114688      activation_37[0][0]              
____________________________________________________________________________________________________
batch_normalization_33 (BatchNor (None, None, None, 12 384         conv2d_33[0][0]                  
____________________________________________________________________________________________________
batch_normalization_38 (BatchNor (None, None, None, 12 384         conv2d_38[0][0]                  
____________________________________________________________________________________________________
activation_33 (Activation)       (None, None, None, 12 0           batch_normalization_33[0][0]     
____________________________________________________________________________________________________
activation_38 (Activation)       (None, None, None, 12 0           batch_normalization_38[0][0]     
____________________________________________________________________________________________________
average_pooling2d_4 (AveragePool (None, None, None, 76 0           mixed3[0][0]                     
____________________________________________________________________________________________________
conv2d_31 (Conv2D)               (None, None, None, 19 147456      mixed3[0][0]                     
____________________________________________________________________________________________________
conv2d_34 (Conv2D)               (None, None, None, 19 172032      activation_33[0][0]              
____________________________________________________________________________________________________
conv2d_39 (Conv2D)               (None, None, None, 19 172032      activation_38[0][0]              
____________________________________________________________________________________________________
conv2d_40 (Conv2D)               (None, None, None, 19 147456      average_pooling2d_4[0][0]        
____________________________________________________________________________________________________
batch_normalization_31 (BatchNor (None, None, None, 19 576         conv2d_31[0][0]                  
____________________________________________________________________________________________________
batch_normalization_34 (BatchNor (None, None, None, 19 576         conv2d_34[0][0]                  
____________________________________________________________________________________________________
batch_normalization_39 (BatchNor (None, None, None, 19 576         conv2d_39[0][0]                  
____________________________________________________________________________________________________
batch_normalization_40 (BatchNor (None, None, None, 19 576         conv2d_40[0][0]                  
____________________________________________________________________________________________________
activation_31 (Activation)       (None, None, None, 19 0           batch_normalization_31[0][0]     
____________________________________________________________________________________________________
activation_34 (Activation)       (None, None, None, 19 0           batch_normalization_34[0][0]     
____________________________________________________________________________________________________
activation_39 (Activation)       (None, None, None, 19 0           batch_normalization_39[0][0]     
____________________________________________________________________________________________________
activation_40 (Activation)       (None, None, None, 19 0           batch_normalization_40[0][0]     
____________________________________________________________________________________________________
mixed4 (Concatenate)             (None, None, None, 76 0           activation_31[0][0]              
                                                                   activation_34[0][0]              
                                                                   activation_39[0][0]              
                                                                   activation_40[0][0]              
____________________________________________________________________________________________________
conv2d_45 (Conv2D)               (None, None, None, 16 122880      mixed4[0][0]                     
____________________________________________________________________________________________________
batch_normalization_45 (BatchNor (None, None, None, 16 480         conv2d_45[0][0]                  
____________________________________________________________________________________________________
activation_45 (Activation)       (None, None, None, 16 0           batch_normalization_45[0][0]     
____________________________________________________________________________________________________
conv2d_46 (Conv2D)               (None, None, None, 16 179200      activation_45[0][0]              
____________________________________________________________________________________________________
batch_normalization_46 (BatchNor (None, None, None, 16 480         conv2d_46[0][0]                  
____________________________________________________________________________________________________
activation_46 (Activation)       (None, None, None, 16 0           batch_normalization_46[0][0]     
____________________________________________________________________________________________________
conv2d_42 (Conv2D)               (None, None, None, 16 122880      mixed4[0][0]                     
____________________________________________________________________________________________________
conv2d_47 (Conv2D)               (None, None, None, 16 179200      activation_46[0][0]              
____________________________________________________________________________________________________
batch_normalization_42 (BatchNor (None, None, None, 16 480         conv2d_42[0][0]                  
____________________________________________________________________________________________________
batch_normalization_47 (BatchNor (None, None, None, 16 480         conv2d_47[0][0]                  
____________________________________________________________________________________________________
activation_42 (Activation)       (None, None, None, 16 0           batch_normalization_42[0][0]     
____________________________________________________________________________________________________
activation_47 (Activation)       (None, None, None, 16 0           batch_normalization_47[0][0]     
____________________________________________________________________________________________________
conv2d_43 (Conv2D)               (None, None, None, 16 179200      activation_42[0][0]              
____________________________________________________________________________________________________
conv2d_48 (Conv2D)               (None, None, None, 16 179200      activation_47[0][0]              
____________________________________________________________________________________________________
batch_normalization_43 (BatchNor (None, None, None, 16 480         conv2d_43[0][0]                  
____________________________________________________________________________________________________
batch_normalization_48 (BatchNor (None, None, None, 16 480         conv2d_48[0][0]                  
____________________________________________________________________________________________________
activation_43 (Activation)       (None, None, None, 16 0           batch_normalization_43[0][0]     
____________________________________________________________________________________________________
activation_48 (Activation)       (None, None, None, 16 0           batch_normalization_48[0][0]     
____________________________________________________________________________________________________
average_pooling2d_5 (AveragePool (None, None, None, 76 0           mixed4[0][0]                     
____________________________________________________________________________________________________
conv2d_41 (Conv2D)               (None, None, None, 19 147456      mixed4[0][0]                     
____________________________________________________________________________________________________
conv2d_44 (Conv2D)               (None, None, None, 19 215040      activation_43[0][0]              
____________________________________________________________________________________________________
conv2d_49 (Conv2D)               (None, None, None, 19 215040      activation_48[0][0]              
____________________________________________________________________________________________________
conv2d_50 (Conv2D)               (None, None, None, 19 147456      average_pooling2d_5[0][0]        
____________________________________________________________________________________________________
batch_normalization_41 (BatchNor (None, None, None, 19 576         conv2d_41[0][0]                  
____________________________________________________________________________________________________
batch_normalization_44 (BatchNor (None, None, None, 19 576         conv2d_44[0][0]                  
____________________________________________________________________________________________________
batch_normalization_49 (BatchNor (None, None, None, 19 576         conv2d_49[0][0]                  
____________________________________________________________________________________________________
batch_normalization_50 (BatchNor (None, None, None, 19 576         conv2d_50[0][0]                  
____________________________________________________________________________________________________
activation_41 (Activation)       (None, None, None, 19 0           batch_normalization_41[0][0]     
____________________________________________________________________________________________________
activation_44 (Activation)       (None, None, None, 19 0           batch_normalization_44[0][0]     
____________________________________________________________________________________________________
activation_49 (Activation)       (None, None, None, 19 0           batch_normalization_49[0][0]     
____________________________________________________________________________________________________
activation_50 (Activation)       (None, None, None, 19 0           batch_normalization_50[0][0]     
____________________________________________________________________________________________________
mixed5 (Concatenate)             (None, None, None, 76 0           activation_41[0][0]              
                                                                   activation_44[0][0]              
                                                                   activation_49[0][0]              
                                                                   activation_50[0][0]              
____________________________________________________________________________________________________
conv2d_55 (Conv2D)               (None, None, None, 16 122880      mixed5[0][0]                     
____________________________________________________________________________________________________
batch_normalization_55 (BatchNor (None, None, None, 16 480         conv2d_55[0][0]                  
____________________________________________________________________________________________________
activation_55 (Activation)       (None, None, None, 16 0           batch_normalization_55[0][0]     
____________________________________________________________________________________________________
conv2d_56 (Conv2D)               (None, None, None, 16 179200      activation_55[0][0]              
____________________________________________________________________________________________________
batch_normalization_56 (BatchNor (None, None, None, 16 480         conv2d_56[0][0]                  
____________________________________________________________________________________________________
activation_56 (Activation)       (None, None, None, 16 0           batch_normalization_56[0][0]     
____________________________________________________________________________________________________
conv2d_52 (Conv2D)               (None, None, None, 16 122880      mixed5[0][0]                     
____________________________________________________________________________________________________
conv2d_57 (Conv2D)               (None, None, None, 16 179200      activation_56[0][0]              
____________________________________________________________________________________________________
batch_normalization_52 (BatchNor (None, None, None, 16 480         conv2d_52[0][0]                  
____________________________________________________________________________________________________
batch_normalization_57 (BatchNor (None, None, None, 16 480         conv2d_57[0][0]                  
____________________________________________________________________________________________________
activation_52 (Activation)       (None, None, None, 16 0           batch_normalization_52[0][0]     
____________________________________________________________________________________________________
activation_57 (Activation)       (None, None, None, 16 0           batch_normalization_57[0][0]     
____________________________________________________________________________________________________
conv2d_53 (Conv2D)               (None, None, None, 16 179200      activation_52[0][0]              
____________________________________________________________________________________________________
conv2d_58 (Conv2D)               (None, None, None, 16 179200      activation_57[0][0]              
____________________________________________________________________________________________________
batch_normalization_53 (BatchNor (None, None, None, 16 480         conv2d_53[0][0]                  
____________________________________________________________________________________________________
batch_normalization_58 (BatchNor (None, None, None, 16 480         conv2d_58[0][0]                  
____________________________________________________________________________________________________
activation_53 (Activation)       (None, None, None, 16 0           batch_normalization_53[0][0]     
____________________________________________________________________________________________________
activation_58 (Activation)       (None, None, None, 16 0           batch_normalization_58[0][0]     
____________________________________________________________________________________________________
average_pooling2d_6 (AveragePool (None, None, None, 76 0           mixed5[0][0]                     
____________________________________________________________________________________________________
conv2d_51 (Conv2D)               (None, None, None, 19 147456      mixed5[0][0]                     
____________________________________________________________________________________________________
conv2d_54 (Conv2D)               (None, None, None, 19 215040      activation_53[0][0]              
____________________________________________________________________________________________________
conv2d_59 (Conv2D)               (None, None, None, 19 215040      activation_58[0][0]              
____________________________________________________________________________________________________
conv2d_60 (Conv2D)               (None, None, None, 19 147456      average_pooling2d_6[0][0]        
____________________________________________________________________________________________________
batch_normalization_51 (BatchNor (None, None, None, 19 576         conv2d_51[0][0]                  
____________________________________________________________________________________________________
batch_normalization_54 (BatchNor (None, None, None, 19 576         conv2d_54[0][0]                  
____________________________________________________________________________________________________
batch_normalization_59 (BatchNor (None, None, None, 19 576         conv2d_59[0][0]                  
____________________________________________________________________________________________________
batch_normalization_60 (BatchNor (None, None, None, 19 576         conv2d_60[0][0]                  
____________________________________________________________________________________________________
activation_51 (Activation)       (None, None, None, 19 0           batch_normalization_51[0][0]     
____________________________________________________________________________________________________
activation_54 (Activation)       (None, None, None, 19 0           batch_normalization_54[0][0]     
____________________________________________________________________________________________________
activation_59 (Activation)       (None, None, None, 19 0           batch_normalization_59[0][0]     
____________________________________________________________________________________________________
activation_60 (Activation)       (None, None, None, 19 0           batch_normalization_60[0][0]     
____________________________________________________________________________________________________
mixed6 (Concatenate)             (None, None, None, 76 0           activation_51[0][0]              
                                                                   activation_54[0][0]              
                                                                   activation_59[0][0]              
                                                                   activation_60[0][0]              
____________________________________________________________________________________________________
conv2d_65 (Conv2D)               (None, None, None, 19 147456      mixed6[0][0]                     
____________________________________________________________________________________________________
batch_normalization_65 (BatchNor (None, None, None, 19 576         conv2d_65[0][0]                  
____________________________________________________________________________________________________
activation_65 (Activation)       (None, None, None, 19 0           batch_normalization_65[0][0]     
____________________________________________________________________________________________________
conv2d_66 (Conv2D)               (None, None, None, 19 258048      activation_65[0][0]              
____________________________________________________________________________________________________
batch_normalization_66 (BatchNor (None, None, None, 19 576         conv2d_66[0][0]                  
____________________________________________________________________________________________________
activation_66 (Activation)       (None, None, None, 19 0           batch_normalization_66[0][0]     
____________________________________________________________________________________________________
conv2d_62 (Conv2D)               (None, None, None, 19 147456      mixed6[0][0]                     
____________________________________________________________________________________________________
conv2d_67 (Conv2D)               (None, None, None, 19 258048      activation_66[0][0]              
____________________________________________________________________________________________________
batch_normalization_62 (BatchNor (None, None, None, 19 576         conv2d_62[0][0]                  
____________________________________________________________________________________________________
batch_normalization_67 (BatchNor (None, None, None, 19 576         conv2d_67[0][0]                  
____________________________________________________________________________________________________
activation_62 (Activation)       (None, None, None, 19 0           batch_normalization_62[0][0]     
____________________________________________________________________________________________________
activation_67 (Activation)       (None, None, None, 19 0           batch_normalization_67[0][0]     
____________________________________________________________________________________________________
conv2d_63 (Conv2D)               (None, None, None, 19 258048      activation_62[0][0]              
____________________________________________________________________________________________________
conv2d_68 (Conv2D)               (None, None, None, 19 258048      activation_67[0][0]              
____________________________________________________________________________________________________
batch_normalization_63 (BatchNor (None, None, None, 19 576         conv2d_63[0][0]                  
____________________________________________________________________________________________________
batch_normalization_68 (BatchNor (None, None, None, 19 576         conv2d_68[0][0]                  
____________________________________________________________________________________________________
activation_63 (Activation)       (None, None, None, 19 0           batch_normalization_63[0][0]     
____________________________________________________________________________________________________
activation_68 (Activation)       (None, None, None, 19 0           batch_normalization_68[0][0]     
____________________________________________________________________________________________________
average_pooling2d_7 (AveragePool (None, None, None, 76 0           mixed6[0][0]                     
____________________________________________________________________________________________________
conv2d_61 (Conv2D)               (None, None, None, 19 147456      mixed6[0][0]                     
____________________________________________________________________________________________________
conv2d_64 (Conv2D)               (None, None, None, 19 258048      activation_63[0][0]              
____________________________________________________________________________________________________
conv2d_69 (Conv2D)               (None, None, None, 19 258048      activation_68[0][0]              
____________________________________________________________________________________________________
conv2d_70 (Conv2D)               (None, None, None, 19 147456      average_pooling2d_7[0][0]        
____________________________________________________________________________________________________
batch_normalization_61 (BatchNor (None, None, None, 19 576         conv2d_61[0][0]                  
____________________________________________________________________________________________________
batch_normalization_64 (BatchNor (None, None, None, 19 576         conv2d_64[0][0]                  
____________________________________________________________________________________________________
batch_normalization_69 (BatchNor (None, None, None, 19 576         conv2d_69[0][0]                  
____________________________________________________________________________________________________
batch_normalization_70 (BatchNor (None, None, None, 19 576         conv2d_70[0][0]                  
____________________________________________________________________________________________________
activation_61 (Activation)       (None, None, None, 19 0           batch_normalization_61[0][0]     
____________________________________________________________________________________________________
activation_64 (Activation)       (None, None, None, 19 0           batch_normalization_64[0][0]     
____________________________________________________________________________________________________
activation_69 (Activation)       (None, None, None, 19 0           batch_normalization_69[0][0]     
____________________________________________________________________________________________________
activation_70 (Activation)       (None, None, None, 19 0           batch_normalization_70[0][0]     
____________________________________________________________________________________________________
mixed7 (Concatenate)             (None, None, None, 76 0           activation_61[0][0]              
                                                                   activation_64[0][0]              
                                                                   activation_69[0][0]              
                                                                   activation_70[0][0]              
____________________________________________________________________________________________________
conv2d_73 (Conv2D)               (None, None, None, 19 147456      mixed7[0][0]                     
____________________________________________________________________________________________________
batch_normalization_73 (BatchNor (None, None, None, 19 576         conv2d_73[0][0]                  
____________________________________________________________________________________________________
activation_73 (Activation)       (None, None, None, 19 0           batch_normalization_73[0][0]     
____________________________________________________________________________________________________
conv2d_74 (Conv2D)               (None, None, None, 19 258048      activation_73[0][0]              
____________________________________________________________________________________________________
batch_normalization_74 (BatchNor (None, None, None, 19 576         conv2d_74[0][0]                  
____________________________________________________________________________________________________
activation_74 (Activation)       (None, None, None, 19 0           batch_normalization_74[0][0]     
____________________________________________________________________________________________________
conv2d_71 (Conv2D)               (None, None, None, 19 147456      mixed7[0][0]                     
____________________________________________________________________________________________________
conv2d_75 (Conv2D)               (None, None, None, 19 258048      activation_74[0][0]              
____________________________________________________________________________________________________
batch_normalization_71 (BatchNor (None, None, None, 19 576         conv2d_71[0][0]                  
____________________________________________________________________________________________________
batch_normalization_75 (BatchNor (None, None, None, 19 576         conv2d_75[0][0]                  
____________________________________________________________________________________________________
activation_71 (Activation)       (None, None, None, 19 0           batch_normalization_71[0][0]     
____________________________________________________________________________________________________
activation_75 (Activation)       (None, None, None, 19 0           batch_normalization_75[0][0]     
____________________________________________________________________________________________________
conv2d_72 (Conv2D)               (None, None, None, 32 552960      activation_71[0][0]              
____________________________________________________________________________________________________
conv2d_76 (Conv2D)               (None, None, None, 19 331776      activation_75[0][0]              
____________________________________________________________________________________________________
batch_normalization_72 (BatchNor (None, None, None, 32 960         conv2d_72[0][0]                  
____________________________________________________________________________________________________
batch_normalization_76 (BatchNor (None, None, None, 19 576         conv2d_76[0][0]                  
____________________________________________________________________________________________________
activation_72 (Activation)       (None, None, None, 32 0           batch_normalization_72[0][0]     
____________________________________________________________________________________________________
activation_76 (Activation)       (None, None, None, 19 0           batch_normalization_76[0][0]     
____________________________________________________________________________________________________
max_pooling2d_4 (MaxPooling2D)   (None, None, None, 76 0           mixed7[0][0]                     
____________________________________________________________________________________________________
mixed8 (Concatenate)             (None, None, None, 12 0           activation_72[0][0]              
                                                                   activation_76[0][0]              
                                                                   max_pooling2d_4[0][0]            
____________________________________________________________________________________________________
conv2d_81 (Conv2D)               (None, None, None, 44 573440      mixed8[0][0]                     
____________________________________________________________________________________________________
batch_normalization_81 (BatchNor (None, None, None, 44 1344        conv2d_81[0][0]                  
____________________________________________________________________________________________________
activation_81 (Activation)       (None, None, None, 44 0           batch_normalization_81[0][0]     
____________________________________________________________________________________________________
conv2d_78 (Conv2D)               (None, None, None, 38 491520      mixed8[0][0]                     
____________________________________________________________________________________________________
conv2d_82 (Conv2D)               (None, None, None, 38 1548288     activation_81[0][0]              
____________________________________________________________________________________________________
batch_normalization_78 (BatchNor (None, None, None, 38 1152        conv2d_78[0][0]                  
____________________________________________________________________________________________________
batch_normalization_82 (BatchNor (None, None, None, 38 1152        conv2d_82[0][0]                  
____________________________________________________________________________________________________
activation_78 (Activation)       (None, None, None, 38 0           batch_normalization_78[0][0]     
____________________________________________________________________________________________________
activation_82 (Activation)       (None, None, None, 38 0           batch_normalization_82[0][0]     
____________________________________________________________________________________________________
conv2d_79 (Conv2D)               (None, None, None, 38 442368      activation_78[0][0]              
____________________________________________________________________________________________________
conv2d_80 (Conv2D)               (None, None, None, 38 442368      activation_78[0][0]              
____________________________________________________________________________________________________
conv2d_83 (Conv2D)               (None, None, None, 38 442368      activation_82[0][0]              
____________________________________________________________________________________________________
conv2d_84 (Conv2D)               (None, None, None, 38 442368      activation_82[0][0]              
____________________________________________________________________________________________________
average_pooling2d_8 (AveragePool (None, None, None, 12 0           mixed8[0][0]                     
____________________________________________________________________________________________________
conv2d_77 (Conv2D)               (None, None, None, 32 409600      mixed8[0][0]                     
____________________________________________________________________________________________________
batch_normalization_79 (BatchNor (None, None, None, 38 1152        conv2d_79[0][0]                  
____________________________________________________________________________________________________
batch_normalization_80 (BatchNor (None, None, None, 38 1152        conv2d_80[0][0]                  
____________________________________________________________________________________________________
batch_normalization_83 (BatchNor (None, None, None, 38 1152        conv2d_83[0][0]                  
____________________________________________________________________________________________________
batch_normalization_84 (BatchNor (None, None, None, 38 1152        conv2d_84[0][0]                  
____________________________________________________________________________________________________
conv2d_85 (Conv2D)               (None, None, None, 19 245760      average_pooling2d_8[0][0]        
____________________________________________________________________________________________________
batch_normalization_77 (BatchNor (None, None, None, 32 960         conv2d_77[0][0]                  
____________________________________________________________________________________________________
activation_79 (Activation)       (None, None, None, 38 0           batch_normalization_79[0][0]     
____________________________________________________________________________________________________
activation_80 (Activation)       (None, None, None, 38 0           batch_normalization_80[0][0]     
____________________________________________________________________________________________________
activation_83 (Activation)       (None, None, None, 38 0           batch_normalization_83[0][0]     
____________________________________________________________________________________________________
activation_84 (Activation)       (None, None, None, 38 0           batch_normalization_84[0][0]     
____________________________________________________________________________________________________
batch_normalization_85 (BatchNor (None, None, None, 19 576         conv2d_85[0][0]                  
____________________________________________________________________________________________________
activation_77 (Activation)       (None, None, None, 32 0           batch_normalization_77[0][0]     
____________________________________________________________________________________________________
mixed9_0 (Concatenate)           (None, None, None, 76 0           activation_79[0][0]              
                                                                   activation_80[0][0]              
____________________________________________________________________________________________________
concatenate_1 (Concatenate)      (None, None, None, 76 0           activation_83[0][0]              
                                                                   activation_84[0][0]              
____________________________________________________________________________________________________
activation_85 (Activation)       (None, None, None, 19 0           batch_normalization_85[0][0]     
____________________________________________________________________________________________________
mixed9 (Concatenate)             (None, None, None, 20 0           activation_77[0][0]              
                                                                   mixed9_0[0][0]                   
                                                                   concatenate_1[0][0]              
                                                                   activation_85[0][0]              
____________________________________________________________________________________________________
conv2d_90 (Conv2D)               (None, None, None, 44 917504      mixed9[0][0]                     
____________________________________________________________________________________________________
batch_normalization_90 (BatchNor (None, None, None, 44 1344        conv2d_90[0][0]                  
____________________________________________________________________________________________________
activation_90 (Activation)       (None, None, None, 44 0           batch_normalization_90[0][0]     
____________________________________________________________________________________________________
conv2d_87 (Conv2D)               (None, None, None, 38 786432      mixed9[0][0]                     
____________________________________________________________________________________________________
conv2d_91 (Conv2D)               (None, None, None, 38 1548288     activation_90[0][0]              
____________________________________________________________________________________________________
batch_normalization_87 (BatchNor (None, None, None, 38 1152        conv2d_87[0][0]                  
____________________________________________________________________________________________________
batch_normalization_91 (BatchNor (None, None, None, 38 1152        conv2d_91[0][0]                  
____________________________________________________________________________________________________
activation_87 (Activation)       (None, None, None, 38 0           batch_normalization_87[0][0]     
____________________________________________________________________________________________________
activation_91 (Activation)       (None, None, None, 38 0           batch_normalization_91[0][0]     
____________________________________________________________________________________________________
conv2d_88 (Conv2D)               (None, None, None, 38 442368      activation_87[0][0]              
____________________________________________________________________________________________________
conv2d_89 (Conv2D)               (None, None, None, 38 442368      activation_87[0][0]              
____________________________________________________________________________________________________
conv2d_92 (Conv2D)               (None, None, None, 38 442368      activation_91[0][0]              
____________________________________________________________________________________________________
conv2d_93 (Conv2D)               (None, None, None, 38 442368      activation_91[0][0]              
____________________________________________________________________________________________________
average_pooling2d_9 (AveragePool (None, None, None, 20 0           mixed9[0][0]                     
____________________________________________________________________________________________________
conv2d_86 (Conv2D)               (None, None, None, 32 655360      mixed9[0][0]                     
____________________________________________________________________________________________________
batch_normalization_88 (BatchNor (None, None, None, 38 1152        conv2d_88[0][0]                  
____________________________________________________________________________________________________
batch_normalization_89 (BatchNor (None, None, None, 38 1152        conv2d_89[0][0]                  
____________________________________________________________________________________________________
batch_normalization_92 (BatchNor (None, None, None, 38 1152        conv2d_92[0][0]                  
____________________________________________________________________________________________________
batch_normalization_93 (BatchNor (None, None, None, 38 1152        conv2d_93[0][0]                  
____________________________________________________________________________________________________
conv2d_94 (Conv2D)               (None, None, None, 19 393216      average_pooling2d_9[0][0]        
____________________________________________________________________________________________________
batch_normalization_86 (BatchNor (None, None, None, 32 960         conv2d_86[0][0]                  
____________________________________________________________________________________________________
activation_88 (Activation)       (None, None, None, 38 0           batch_normalization_88[0][0]     
____________________________________________________________________________________________________
activation_89 (Activation)       (None, None, None, 38 0           batch_normalization_89[0][0]     
____________________________________________________________________________________________________
activation_92 (Activation)       (None, None, None, 38 0           batch_normalization_92[0][0]     
____________________________________________________________________________________________________
activation_93 (Activation)       (None, None, None, 38 0           batch_normalization_93[0][0]     
____________________________________________________________________________________________________
batch_normalization_94 (BatchNor (None, None, None, 19 576         conv2d_94[0][0]                  
____________________________________________________________________________________________________
activation_86 (Activation)       (None, None, None, 32 0           batch_normalization_86[0][0]     
____________________________________________________________________________________________________
mixed9_1 (Concatenate)           (None, None, None, 76 0           activation_88[0][0]              
                                                                   activation_89[0][0]              
____________________________________________________________________________________________________
concatenate_2 (Concatenate)      (None, None, None, 76 0           activation_92[0][0]              
                                                                   activation_93[0][0]              
____________________________________________________________________________________________________
activation_94 (Activation)       (None, None, None, 19 0           batch_normalization_94[0][0]     
____________________________________________________________________________________________________
mixed10 (Concatenate)            (None, None, None, 20 0           activation_86[0][0]              
                                                                   mixed9_1[0][0]                   
                                                                   concatenate_2[0][0]              
                                                                   activation_94[0][0]              
____________________________________________________________________________________________________
global_average_pooling2d_2 (Glob (None, 2048)          0           mixed10[0][0]                    
____________________________________________________________________________________________________
dense_5 (Dense)                  (None, 1024)          2098176     global_average_pooling2d_2[0][0] 
____________________________________________________________________________________________________
dense_6 (Dense)                  (None, 196)           200900      dense_5[0][0]                    
====================================================================================================
Total params: 24,101,860
Trainable params: 2,299,076
Non-trainable params: 21,802,784
____________________________________________________________________________________________________

In [18]:

    

model.compile(optimizer='adam', loss='categorical_crossentropy')


    

In [19]:

    

def preprocess_input(x):
    x /= 255.0
    x -= 0.5
    x *= 2.0
    return x


    

In [ ]: