In [1]:

    

from keras.applications.resnet50 import ResNet50


    

    




Using TensorFlow backend.

In [2]:

    

ResNet50


    

    
Out[2]:





<function keras.applications.resnet50.ResNet50>

In [5]:

    

model = ResNet50(include_top=True, weights='imagenet')


    

In [6]:

    

??ResNet50


    

In [4]:

    

model.summary()


    

    




____________________________________________________________________________________________________
Layer (type)                     Output Shape          Param #     Connected to                     
====================================================================================================
input_1 (InputLayer)             (None, 224, 224, 3)   0                                            
____________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D) (None, 230, 230, 3)   0           input_1[0][0]                    
____________________________________________________________________________________________________
conv1 (Conv2D)                   (None, 112, 112, 64)  9472        zero_padding2d_1[0][0]           
____________________________________________________________________________________________________
bn_conv1 (BatchNormalization)    (None, 112, 112, 64)  256         conv1[0][0]                      
____________________________________________________________________________________________________
activation_1 (Activation)        (None, 112, 112, 64)  0           bn_conv1[0][0]                   
____________________________________________________________________________________________________
max_pooling2d_1 (MaxPooling2D)   (None, 55, 55, 64)    0           activation_1[0][0]               
____________________________________________________________________________________________________
res2a_branch2a (Conv2D)          (None, 55, 55, 64)    4160        max_pooling2d_1[0][0]            
____________________________________________________________________________________________________
bn2a_branch2a (BatchNormalizatio (None, 55, 55, 64)    256         res2a_branch2a[0][0]             
____________________________________________________________________________________________________
activation_2 (Activation)        (None, 55, 55, 64)    0           bn2a_branch2a[0][0]              
____________________________________________________________________________________________________
res2a_branch2b (Conv2D)          (None, 55, 55, 64)    36928       activation_2[0][0]               
____________________________________________________________________________________________________
bn2a_branch2b (BatchNormalizatio (None, 55, 55, 64)    256         res2a_branch2b[0][0]             
____________________________________________________________________________________________________
activation_3 (Activation)        (None, 55, 55, 64)    0           bn2a_branch2b[0][0]              
____________________________________________________________________________________________________
res2a_branch2c (Conv2D)          (None, 55, 55, 256)   16640       activation_3[0][0]               
____________________________________________________________________________________________________
res2a_branch1 (Conv2D)           (None, 55, 55, 256)   16640       max_pooling2d_1[0][0]            
____________________________________________________________________________________________________
bn2a_branch2c (BatchNormalizatio (None, 55, 55, 256)   1024        res2a_branch2c[0][0]             
____________________________________________________________________________________________________
bn2a_branch1 (BatchNormalization (None, 55, 55, 256)   1024        res2a_branch1[0][0]              
____________________________________________________________________________________________________
add_1 (Add)                      (None, 55, 55, 256)   0           bn2a_branch2c[0][0]              
                                                                   bn2a_branch1[0][0]               
____________________________________________________________________________________________________
activation_4 (Activation)        (None, 55, 55, 256)   0           add_1[0][0]                      
____________________________________________________________________________________________________
res2b_branch2a (Conv2D)          (None, 55, 55, 64)    16448       activation_4[0][0]               
____________________________________________________________________________________________________
bn2b_branch2a (BatchNormalizatio (None, 55, 55, 64)    256         res2b_branch2a[0][0]             
____________________________________________________________________________________________________
activation_5 (Activation)        (None, 55, 55, 64)    0           bn2b_branch2a[0][0]              
____________________________________________________________________________________________________
res2b_branch2b (Conv2D)          (None, 55, 55, 64)    36928       activation_5[0][0]               
____________________________________________________________________________________________________
bn2b_branch2b (BatchNormalizatio (None, 55, 55, 64)    256         res2b_branch2b[0][0]             
____________________________________________________________________________________________________
activation_6 (Activation)        (None, 55, 55, 64)    0           bn2b_branch2b[0][0]              
____________________________________________________________________________________________________
res2b_branch2c (Conv2D)          (None, 55, 55, 256)   16640       activation_6[0][0]               
____________________________________________________________________________________________________
bn2b_branch2c (BatchNormalizatio (None, 55, 55, 256)   1024        res2b_branch2c[0][0]             
____________________________________________________________________________________________________
add_2 (Add)                      (None, 55, 55, 256)   0           bn2b_branch2c[0][0]              
                                                                   activation_4[0][0]               
____________________________________________________________________________________________________
activation_7 (Activation)        (None, 55, 55, 256)   0           add_2[0][0]                      
____________________________________________________________________________________________________
res2c_branch2a (Conv2D)          (None, 55, 55, 64)    16448       activation_7[0][0]               
____________________________________________________________________________________________________
bn2c_branch2a (BatchNormalizatio (None, 55, 55, 64)    256         res2c_branch2a[0][0]             
____________________________________________________________________________________________________
activation_8 (Activation)        (None, 55, 55, 64)    0           bn2c_branch2a[0][0]              
____________________________________________________________________________________________________
res2c_branch2b (Conv2D)          (None, 55, 55, 64)    36928       activation_8[0][0]               
____________________________________________________________________________________________________
bn2c_branch2b (BatchNormalizatio (None, 55, 55, 64)    256         res2c_branch2b[0][0]             
____________________________________________________________________________________________________
activation_9 (Activation)        (None, 55, 55, 64)    0           bn2c_branch2b[0][0]              
____________________________________________________________________________________________________
res2c_branch2c (Conv2D)          (None, 55, 55, 256)   16640       activation_9[0][0]               
____________________________________________________________________________________________________
bn2c_branch2c (BatchNormalizatio (None, 55, 55, 256)   1024        res2c_branch2c[0][0]             
____________________________________________________________________________________________________
add_3 (Add)                      (None, 55, 55, 256)   0           bn2c_branch2c[0][0]              
                                                                   activation_7[0][0]               
____________________________________________________________________________________________________
activation_10 (Activation)       (None, 55, 55, 256)   0           add_3[0][0]                      
____________________________________________________________________________________________________
res3a_branch2a (Conv2D)          (None, 28, 28, 128)   32896       activation_10[0][0]              
____________________________________________________________________________________________________
bn3a_branch2a (BatchNormalizatio (None, 28, 28, 128)   512         res3a_branch2a[0][0]             
____________________________________________________________________________________________________
activation_11 (Activation)       (None, 28, 28, 128)   0           bn3a_branch2a[0][0]              
____________________________________________________________________________________________________
res3a_branch2b (Conv2D)          (None, 28, 28, 128)   147584      activation_11[0][0]              
____________________________________________________________________________________________________
bn3a_branch2b (BatchNormalizatio (None, 28, 28, 128)   512         res3a_branch2b[0][0]             
____________________________________________________________________________________________________
activation_12 (Activation)       (None, 28, 28, 128)   0           bn3a_branch2b[0][0]              
____________________________________________________________________________________________________
res3a_branch2c (Conv2D)          (None, 28, 28, 512)   66048       activation_12[0][0]              
____________________________________________________________________________________________________
res3a_branch1 (Conv2D)           (None, 28, 28, 512)   131584      activation_10[0][0]              
____________________________________________________________________________________________________
bn3a_branch2c (BatchNormalizatio (None, 28, 28, 512)   2048        res3a_branch2c[0][0]             
____________________________________________________________________________________________________
bn3a_branch1 (BatchNormalization (None, 28, 28, 512)   2048        res3a_branch1[0][0]              
____________________________________________________________________________________________________
add_4 (Add)                      (None, 28, 28, 512)   0           bn3a_branch2c[0][0]              
                                                                   bn3a_branch1[0][0]               
____________________________________________________________________________________________________
activation_13 (Activation)       (None, 28, 28, 512)   0           add_4[0][0]                      
____________________________________________________________________________________________________
res3b_branch2a (Conv2D)          (None, 28, 28, 128)   65664       activation_13[0][0]              
____________________________________________________________________________________________________
bn3b_branch2a (BatchNormalizatio (None, 28, 28, 128)   512         res3b_branch2a[0][0]             
____________________________________________________________________________________________________
activation_14 (Activation)       (None, 28, 28, 128)   0           bn3b_branch2a[0][0]              
____________________________________________________________________________________________________
res3b_branch2b (Conv2D)          (None, 28, 28, 128)   147584      activation_14[0][0]              
____________________________________________________________________________________________________
bn3b_branch2b (BatchNormalizatio (None, 28, 28, 128)   512         res3b_branch2b[0][0]             
____________________________________________________________________________________________________
activation_15 (Activation)       (None, 28, 28, 128)   0           bn3b_branch2b[0][0]              
____________________________________________________________________________________________________
res3b_branch2c (Conv2D)          (None, 28, 28, 512)   66048       activation_15[0][0]              
____________________________________________________________________________________________________
bn3b_branch2c (BatchNormalizatio (None, 28, 28, 512)   2048        res3b_branch2c[0][0]             
____________________________________________________________________________________________________
add_5 (Add)                      (None, 28, 28, 512)   0           bn3b_branch2c[0][0]              
                                                                   activation_13[0][0]              
____________________________________________________________________________________________________
activation_16 (Activation)       (None, 28, 28, 512)   0           add_5[0][0]                      
____________________________________________________________________________________________________
res3c_branch2a (Conv2D)          (None, 28, 28, 128)   65664       activation_16[0][0]              
____________________________________________________________________________________________________
bn3c_branch2a (BatchNormalizatio (None, 28, 28, 128)   512         res3c_branch2a[0][0]             
____________________________________________________________________________________________________
activation_17 (Activation)       (None, 28, 28, 128)   0           bn3c_branch2a[0][0]              
____________________________________________________________________________________________________
res3c_branch2b (Conv2D)          (None, 28, 28, 128)   147584      activation_17[0][0]              
____________________________________________________________________________________________________
bn3c_branch2b (BatchNormalizatio (None, 28, 28, 128)   512         res3c_branch2b[0][0]             
____________________________________________________________________________________________________
activation_18 (Activation)       (None, 28, 28, 128)   0           bn3c_branch2b[0][0]              
____________________________________________________________________________________________________
res3c_branch2c (Conv2D)          (None, 28, 28, 512)   66048       activation_18[0][0]              
____________________________________________________________________________________________________
bn3c_branch2c (BatchNormalizatio (None, 28, 28, 512)   2048        res3c_branch2c[0][0]             
____________________________________________________________________________________________________
add_6 (Add)                      (None, 28, 28, 512)   0           bn3c_branch2c[0][0]              
                                                                   activation_16[0][0]              
____________________________________________________________________________________________________
activation_19 (Activation)       (None, 28, 28, 512)   0           add_6[0][0]                      
____________________________________________________________________________________________________
res3d_branch2a (Conv2D)          (None, 28, 28, 128)   65664       activation_19[0][0]              
____________________________________________________________________________________________________
bn3d_branch2a (BatchNormalizatio (None, 28, 28, 128)   512         res3d_branch2a[0][0]             
____________________________________________________________________________________________________
activation_20 (Activation)       (None, 28, 28, 128)   0           bn3d_branch2a[0][0]              
____________________________________________________________________________________________________
res3d_branch2b (Conv2D)          (None, 28, 28, 128)   147584      activation_20[0][0]              
____________________________________________________________________________________________________
bn3d_branch2b (BatchNormalizatio (None, 28, 28, 128)   512         res3d_branch2b[0][0]             
____________________________________________________________________________________________________
activation_21 (Activation)       (None, 28, 28, 128)   0           bn3d_branch2b[0][0]              
____________________________________________________________________________________________________
res3d_branch2c (Conv2D)          (None, 28, 28, 512)   66048       activation_21[0][0]              
____________________________________________________________________________________________________
bn3d_branch2c (BatchNormalizatio (None, 28, 28, 512)   2048        res3d_branch2c[0][0]             
____________________________________________________________________________________________________
add_7 (Add)                      (None, 28, 28, 512)   0           bn3d_branch2c[0][0]              
                                                                   activation_19[0][0]              
____________________________________________________________________________________________________
activation_22 (Activation)       (None, 28, 28, 512)   0           add_7[0][0]                      
____________________________________________________________________________________________________
res4a_branch2a (Conv2D)          (None, 14, 14, 256)   131328      activation_22[0][0]              
____________________________________________________________________________________________________
bn4a_branch2a (BatchNormalizatio (None, 14, 14, 256)   1024        res4a_branch2a[0][0]             
____________________________________________________________________________________________________
activation_23 (Activation)       (None, 14, 14, 256)   0           bn4a_branch2a[0][0]              
____________________________________________________________________________________________________
res4a_branch2b (Conv2D)          (None, 14, 14, 256)   590080      activation_23[0][0]              
____________________________________________________________________________________________________
bn4a_branch2b (BatchNormalizatio (None, 14, 14, 256)   1024        res4a_branch2b[0][0]             
____________________________________________________________________________________________________
activation_24 (Activation)       (None, 14, 14, 256)   0           bn4a_branch2b[0][0]              
____________________________________________________________________________________________________
res4a_branch2c (Conv2D)          (None, 14, 14, 1024)  263168      activation_24[0][0]              
____________________________________________________________________________________________________
res4a_branch1 (Conv2D)           (None, 14, 14, 1024)  525312      activation_22[0][0]              
____________________________________________________________________________________________________
bn4a_branch2c (BatchNormalizatio (None, 14, 14, 1024)  4096        res4a_branch2c[0][0]             
____________________________________________________________________________________________________
bn4a_branch1 (BatchNormalization (None, 14, 14, 1024)  4096        res4a_branch1[0][0]              
____________________________________________________________________________________________________
add_8 (Add)                      (None, 14, 14, 1024)  0           bn4a_branch2c[0][0]              
                                                                   bn4a_branch1[0][0]               
____________________________________________________________________________________________________
activation_25 (Activation)       (None, 14, 14, 1024)  0           add_8[0][0]                      
____________________________________________________________________________________________________
res4b_branch2a (Conv2D)          (None, 14, 14, 256)   262400      activation_25[0][0]              
____________________________________________________________________________________________________
bn4b_branch2a (BatchNormalizatio (None, 14, 14, 256)   1024        res4b_branch2a[0][0]             
____________________________________________________________________________________________________
activation_26 (Activation)       (None, 14, 14, 256)   0           bn4b_branch2a[0][0]              
____________________________________________________________________________________________________
res4b_branch2b (Conv2D)          (None, 14, 14, 256)   590080      activation_26[0][0]              
____________________________________________________________________________________________________
bn4b_branch2b (BatchNormalizatio (None, 14, 14, 256)   1024        res4b_branch2b[0][0]             
____________________________________________________________________________________________________
activation_27 (Activation)       (None, 14, 14, 256)   0           bn4b_branch2b[0][0]              
____________________________________________________________________________________________________
res4b_branch2c (Conv2D)          (None, 14, 14, 1024)  263168      activation_27[0][0]              
____________________________________________________________________________________________________
bn4b_branch2c (BatchNormalizatio (None, 14, 14, 1024)  4096        res4b_branch2c[0][0]             
____________________________________________________________________________________________________
add_9 (Add)                      (None, 14, 14, 1024)  0           bn4b_branch2c[0][0]              
                                                                   activation_25[0][0]              
____________________________________________________________________________________________________
activation_28 (Activation)       (None, 14, 14, 1024)  0           add_9[0][0]                      
____________________________________________________________________________________________________
res4c_branch2a (Conv2D)          (None, 14, 14, 256)   262400      activation_28[0][0]              
____________________________________________________________________________________________________
bn4c_branch2a (BatchNormalizatio (None, 14, 14, 256)   1024        res4c_branch2a[0][0]             
____________________________________________________________________________________________________
activation_29 (Activation)       (None, 14, 14, 256)   0           bn4c_branch2a[0][0]              
____________________________________________________________________________________________________
res4c_branch2b (Conv2D)          (None, 14, 14, 256)   590080      activation_29[0][0]              
____________________________________________________________________________________________________
bn4c_branch2b (BatchNormalizatio (None, 14, 14, 256)   1024        res4c_branch2b[0][0]             
____________________________________________________________________________________________________
activation_30 (Activation)       (None, 14, 14, 256)   0           bn4c_branch2b[0][0]              
____________________________________________________________________________________________________
res4c_branch2c (Conv2D)          (None, 14, 14, 1024)  263168      activation_30[0][0]              
____________________________________________________________________________________________________
bn4c_branch2c (BatchNormalizatio (None, 14, 14, 1024)  4096        res4c_branch2c[0][0]             
____________________________________________________________________________________________________
add_10 (Add)                     (None, 14, 14, 1024)  0           bn4c_branch2c[0][0]              
                                                                   activation_28[0][0]              
____________________________________________________________________________________________________
activation_31 (Activation)       (None, 14, 14, 1024)  0           add_10[0][0]                     
____________________________________________________________________________________________________
res4d_branch2a (Conv2D)          (None, 14, 14, 256)   262400      activation_31[0][0]              
____________________________________________________________________________________________________
bn4d_branch2a (BatchNormalizatio (None, 14, 14, 256)   1024        res4d_branch2a[0][0]             
____________________________________________________________________________________________________
activation_32 (Activation)       (None, 14, 14, 256)   0           bn4d_branch2a[0][0]              
____________________________________________________________________________________________________
res4d_branch2b (Conv2D)          (None, 14, 14, 256)   590080      activation_32[0][0]              
____________________________________________________________________________________________________
bn4d_branch2b (BatchNormalizatio (None, 14, 14, 256)   1024        res4d_branch2b[0][0]             
____________________________________________________________________________________________________
activation_33 (Activation)       (None, 14, 14, 256)   0           bn4d_branch2b[0][0]              
____________________________________________________________________________________________________
res4d_branch2c (Conv2D)          (None, 14, 14, 1024)  263168      activation_33[0][0]              
____________________________________________________________________________________________________
bn4d_branch2c (BatchNormalizatio (None, 14, 14, 1024)  4096        res4d_branch2c[0][0]             
____________________________________________________________________________________________________
add_11 (Add)                     (None, 14, 14, 1024)  0           bn4d_branch2c[0][0]              
                                                                   activation_31[0][0]              
____________________________________________________________________________________________________
activation_34 (Activation)       (None, 14, 14, 1024)  0           add_11[0][0]                     
____________________________________________________________________________________________________
res4e_branch2a (Conv2D)          (None, 14, 14, 256)   262400      activation_34[0][0]              
____________________________________________________________________________________________________
bn4e_branch2a (BatchNormalizatio (None, 14, 14, 256)   1024        res4e_branch2a[0][0]             
____________________________________________________________________________________________________
activation_35 (Activation)       (None, 14, 14, 256)   0           bn4e_branch2a[0][0]              
____________________________________________________________________________________________________
res4e_branch2b (Conv2D)          (None, 14, 14, 256)   590080      activation_35[0][0]              
____________________________________________________________________________________________________
bn4e_branch2b (BatchNormalizatio (None, 14, 14, 256)   1024        res4e_branch2b[0][0]             
____________________________________________________________________________________________________
activation_36 (Activation)       (None, 14, 14, 256)   0           bn4e_branch2b[0][0]              
____________________________________________________________________________________________________
res4e_branch2c (Conv2D)          (None, 14, 14, 1024)  263168      activation_36[0][0]              
____________________________________________________________________________________________________
bn4e_branch2c (BatchNormalizatio (None, 14, 14, 1024)  4096        res4e_branch2c[0][0]             
____________________________________________________________________________________________________
add_12 (Add)                     (None, 14, 14, 1024)  0           bn4e_branch2c[0][0]              
                                                                   activation_34[0][0]              
____________________________________________________________________________________________________
activation_37 (Activation)       (None, 14, 14, 1024)  0           add_12[0][0]                     
____________________________________________________________________________________________________
res4f_branch2a (Conv2D)          (None, 14, 14, 256)   262400      activation_37[0][0]              
____________________________________________________________________________________________________
bn4f_branch2a (BatchNormalizatio (None, 14, 14, 256)   1024        res4f_branch2a[0][0]             
____________________________________________________________________________________________________
activation_38 (Activation)       (None, 14, 14, 256)   0           bn4f_branch2a[0][0]              
____________________________________________________________________________________________________
res4f_branch2b (Conv2D)          (None, 14, 14, 256)   590080      activation_38[0][0]              
____________________________________________________________________________________________________
bn4f_branch2b (BatchNormalizatio (None, 14, 14, 256)   1024        res4f_branch2b[0][0]             
____________________________________________________________________________________________________
activation_39 (Activation)       (None, 14, 14, 256)   0           bn4f_branch2b[0][0]              
____________________________________________________________________________________________________
res4f_branch2c (Conv2D)          (None, 14, 14, 1024)  263168      activation_39[0][0]              
____________________________________________________________________________________________________
bn4f_branch2c (BatchNormalizatio (None, 14, 14, 1024)  4096        res4f_branch2c[0][0]             
____________________________________________________________________________________________________
add_13 (Add)                     (None, 14, 14, 1024)  0           bn4f_branch2c[0][0]              
                                                                   activation_37[0][0]              
____________________________________________________________________________________________________
activation_40 (Activation)       (None, 14, 14, 1024)  0           add_13[0][0]                     
____________________________________________________________________________________________________
res5a_branch2a (Conv2D)          (None, 7, 7, 512)     524800      activation_40[0][0]              
____________________________________________________________________________________________________
bn5a_branch2a (BatchNormalizatio (None, 7, 7, 512)     2048        res5a_branch2a[0][0]             
____________________________________________________________________________________________________
activation_41 (Activation)       (None, 7, 7, 512)     0           bn5a_branch2a[0][0]              
____________________________________________________________________________________________________
res5a_branch2b (Conv2D)          (None, 7, 7, 512)     2359808     activation_41[0][0]              
____________________________________________________________________________________________________
bn5a_branch2b (BatchNormalizatio (None, 7, 7, 512)     2048        res5a_branch2b[0][0]             
____________________________________________________________________________________________________
activation_42 (Activation)       (None, 7, 7, 512)     0           bn5a_branch2b[0][0]              
____________________________________________________________________________________________________
res5a_branch2c (Conv2D)          (None, 7, 7, 2048)    1050624     activation_42[0][0]              
____________________________________________________________________________________________________
res5a_branch1 (Conv2D)           (None, 7, 7, 2048)    2099200     activation_40[0][0]              
____________________________________________________________________________________________________
bn5a_branch2c (BatchNormalizatio (None, 7, 7, 2048)    8192        res5a_branch2c[0][0]             
____________________________________________________________________________________________________
bn5a_branch1 (BatchNormalization (None, 7, 7, 2048)    8192        res5a_branch1[0][0]              
____________________________________________________________________________________________________
add_14 (Add)                     (None, 7, 7, 2048)    0           bn5a_branch2c[0][0]              
                                                                   bn5a_branch1[0][0]               
____________________________________________________________________________________________________
activation_43 (Activation)       (None, 7, 7, 2048)    0           add_14[0][0]                     
____________________________________________________________________________________________________
res5b_branch2a (Conv2D)          (None, 7, 7, 512)     1049088     activation_43[0][0]              
____________________________________________________________________________________________________
bn5b_branch2a (BatchNormalizatio (None, 7, 7, 512)     2048        res5b_branch2a[0][0]             
____________________________________________________________________________________________________
activation_44 (Activation)       (None, 7, 7, 512)     0           bn5b_branch2a[0][0]              
____________________________________________________________________________________________________
res5b_branch2b (Conv2D)          (None, 7, 7, 512)     2359808     activation_44[0][0]              
____________________________________________________________________________________________________
bn5b_branch2b (BatchNormalizatio (None, 7, 7, 512)     2048        res5b_branch2b[0][0]             
____________________________________________________________________________________________________
activation_45 (Activation)       (None, 7, 7, 512)     0           bn5b_branch2b[0][0]              
____________________________________________________________________________________________________
res5b_branch2c (Conv2D)          (None, 7, 7, 2048)    1050624     activation_45[0][0]              
____________________________________________________________________________________________________
bn5b_branch2c (BatchNormalizatio (None, 7, 7, 2048)    8192        res5b_branch2c[0][0]             
____________________________________________________________________________________________________
add_15 (Add)                     (None, 7, 7, 2048)    0           bn5b_branch2c[0][0]              
                                                                   activation_43[0][0]              
____________________________________________________________________________________________________
activation_46 (Activation)       (None, 7, 7, 2048)    0           add_15[0][0]                     
____________________________________________________________________________________________________
res5c_branch2a (Conv2D)          (None, 7, 7, 512)     1049088     activation_46[0][0]              
____________________________________________________________________________________________________
bn5c_branch2a (BatchNormalizatio (None, 7, 7, 512)     2048        res5c_branch2a[0][0]             
____________________________________________________________________________________________________
activation_47 (Activation)       (None, 7, 7, 512)     0           bn5c_branch2a[0][0]              
____________________________________________________________________________________________________
res5c_branch2b (Conv2D)          (None, 7, 7, 512)     2359808     activation_47[0][0]              
____________________________________________________________________________________________________
bn5c_branch2b (BatchNormalizatio (None, 7, 7, 512)     2048        res5c_branch2b[0][0]             
____________________________________________________________________________________________________
activation_48 (Activation)       (None, 7, 7, 512)     0           bn5c_branch2b[0][0]              
____________________________________________________________________________________________________
res5c_branch2c (Conv2D)          (None, 7, 7, 2048)    1050624     activation_48[0][0]              
____________________________________________________________________________________________________
bn5c_branch2c (BatchNormalizatio (None, 7, 7, 2048)    8192        res5c_branch2c[0][0]             
____________________________________________________________________________________________________
add_16 (Add)                     (None, 7, 7, 2048)    0           bn5c_branch2c[0][0]              
                                                                   activation_46[0][0]              
____________________________________________________________________________________________________
activation_49 (Activation)       (None, 7, 7, 2048)    0           add_16[0][0]                     
____________________________________________________________________________________________________
avg_pool (AveragePooling2D)      (None, 1, 1, 2048)    0           activation_49[0][0]              
____________________________________________________________________________________________________
flatten_1 (Flatten)              (None, 2048)          0           avg_pool[0][0]                   
____________________________________________________________________________________________________
fc1000 (Dense)                   (None, 1000)          2049000     flatten_1[0][0]                  
====================================================================================================
Total params: 25,636,712
Trainable params: 25,583,592
Non-trainable params: 53,120
____________________________________________________________________________________________________

In [15]:

    

import numpy as np
from keras.applications.resnet50 import ResNet50, preprocess_input, decode_predictions
from keras.preprocessing import image

model = ResNet50(weights='imagenet')

img_path = 'elephant.jpg'
img = image.load_img(img_path, target_size=(224, 224))
x = image.img_to_array(img)
x = np.expand_dims(x, axis=0)
x = preprocess_input(x)

preds = model.predict(x)
print('Predicted:', decode_predictions(preds))


    

    




Predicted: [[('n02504013', 'Indian_elephant', 0.79538339), ('n02504458', 'African_elephant', 0.13966317), ('n01871265', 'tusker', 0.060293417), ('n01704323', 'triceratops', 0.00084524229), ('n02396427', 'wild_boar', 0.00060059212)]]

In [7]:

    

model = ResNet50(include_top=False, weights='imagenet')


    

    




Downloading data from https://github.com/fchollet/deep-learning-models/releases/download/v0.2/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5

In [8]:

    

model.summary()


    

    




____________________________________________________________________________________________________
Layer (type)                     Output Shape          Param #     Connected to                     
====================================================================================================
input_3 (InputLayer)             (None, None, None, 3) 0                                            
____________________________________________________________________________________________________
zero_padding2d_3 (ZeroPadding2D) (None, None, None, 3) 0           input_3[0][0]                    
____________________________________________________________________________________________________
conv1 (Conv2D)                   (None, None, None, 64 9472        zero_padding2d_3[0][0]           
____________________________________________________________________________________________________
bn_conv1 (BatchNormalization)    (None, None, None, 64 256         conv1[0][0]                      
____________________________________________________________________________________________________
activation_99 (Activation)       (None, None, None, 64 0           bn_conv1[0][0]                   
____________________________________________________________________________________________________
max_pooling2d_3 (MaxPooling2D)   (None, None, None, 64 0           activation_99[0][0]              
____________________________________________________________________________________________________
res2a_branch2a (Conv2D)          (None, None, None, 64 4160        max_pooling2d_3[0][0]            
____________________________________________________________________________________________________
bn2a_branch2a (BatchNormalizatio (None, None, None, 64 256         res2a_branch2a[0][0]             
____________________________________________________________________________________________________
activation_100 (Activation)      (None, None, None, 64 0           bn2a_branch2a[0][0]              
____________________________________________________________________________________________________
res2a_branch2b (Conv2D)          (None, None, None, 64 36928       activation_100[0][0]             
____________________________________________________________________________________________________
bn2a_branch2b (BatchNormalizatio (None, None, None, 64 256         res2a_branch2b[0][0]             
____________________________________________________________________________________________________
activation_101 (Activation)      (None, None, None, 64 0           bn2a_branch2b[0][0]              
____________________________________________________________________________________________________
res2a_branch2c (Conv2D)          (None, None, None, 25 16640       activation_101[0][0]             
____________________________________________________________________________________________________
res2a_branch1 (Conv2D)           (None, None, None, 25 16640       max_pooling2d_3[0][0]            
____________________________________________________________________________________________________
bn2a_branch2c (BatchNormalizatio (None, None, None, 25 1024        res2a_branch2c[0][0]             
____________________________________________________________________________________________________
bn2a_branch1 (BatchNormalization (None, None, None, 25 1024        res2a_branch1[0][0]              
____________________________________________________________________________________________________
add_33 (Add)                     (None, None, None, 25 0           bn2a_branch2c[0][0]              
                                                                   bn2a_branch1[0][0]               
____________________________________________________________________________________________________
activation_102 (Activation)      (None, None, None, 25 0           add_33[0][0]                     
____________________________________________________________________________________________________
res2b_branch2a (Conv2D)          (None, None, None, 64 16448       activation_102[0][0]             
____________________________________________________________________________________________________
bn2b_branch2a (BatchNormalizatio (None, None, None, 64 256         res2b_branch2a[0][0]             
____________________________________________________________________________________________________
activation_103 (Activation)      (None, None, None, 64 0           bn2b_branch2a[0][0]              
____________________________________________________________________________________________________
res2b_branch2b (Conv2D)          (None, None, None, 64 36928       activation_103[0][0]             
____________________________________________________________________________________________________
bn2b_branch2b (BatchNormalizatio (None, None, None, 64 256         res2b_branch2b[0][0]             
____________________________________________________________________________________________________
activation_104 (Activation)      (None, None, None, 64 0           bn2b_branch2b[0][0]              
____________________________________________________________________________________________________
res2b_branch2c (Conv2D)          (None, None, None, 25 16640       activation_104[0][0]             
____________________________________________________________________________________________________
bn2b_branch2c (BatchNormalizatio (None, None, None, 25 1024        res2b_branch2c[0][0]             
____________________________________________________________________________________________________
add_34 (Add)                     (None, None, None, 25 0           bn2b_branch2c[0][0]              
                                                                   activation_102[0][0]             
____________________________________________________________________________________________________
activation_105 (Activation)      (None, None, None, 25 0           add_34[0][0]                     
____________________________________________________________________________________________________
res2c_branch2a (Conv2D)          (None, None, None, 64 16448       activation_105[0][0]             
____________________________________________________________________________________________________
bn2c_branch2a (BatchNormalizatio (None, None, None, 64 256         res2c_branch2a[0][0]             
____________________________________________________________________________________________________
activation_106 (Activation)      (None, None, None, 64 0           bn2c_branch2a[0][0]              
____________________________________________________________________________________________________
res2c_branch2b (Conv2D)          (None, None, None, 64 36928       activation_106[0][0]             
____________________________________________________________________________________________________
bn2c_branch2b (BatchNormalizatio (None, None, None, 64 256         res2c_branch2b[0][0]             
____________________________________________________________________________________________________
activation_107 (Activation)      (None, None, None, 64 0           bn2c_branch2b[0][0]              
____________________________________________________________________________________________________
res2c_branch2c (Conv2D)          (None, None, None, 25 16640       activation_107[0][0]             
____________________________________________________________________________________________________
bn2c_branch2c (BatchNormalizatio (None, None, None, 25 1024        res2c_branch2c[0][0]             
____________________________________________________________________________________________________
add_35 (Add)                     (None, None, None, 25 0           bn2c_branch2c[0][0]              
                                                                   activation_105[0][0]             
____________________________________________________________________________________________________
activation_108 (Activation)      (None, None, None, 25 0           add_35[0][0]                     
____________________________________________________________________________________________________
res3a_branch2a (Conv2D)          (None, None, None, 12 32896       activation_108[0][0]             
____________________________________________________________________________________________________
bn3a_branch2a (BatchNormalizatio (None, None, None, 12 512         res3a_branch2a[0][0]             
____________________________________________________________________________________________________
activation_109 (Activation)      (None, None, None, 12 0           bn3a_branch2a[0][0]              
____________________________________________________________________________________________________
res3a_branch2b (Conv2D)          (None, None, None, 12 147584      activation_109[0][0]             
____________________________________________________________________________________________________
bn3a_branch2b (BatchNormalizatio (None, None, None, 12 512         res3a_branch2b[0][0]             
____________________________________________________________________________________________________
activation_110 (Activation)      (None, None, None, 12 0           bn3a_branch2b[0][0]              
____________________________________________________________________________________________________
res3a_branch2c (Conv2D)          (None, None, None, 51 66048       activation_110[0][0]             
____________________________________________________________________________________________________
res3a_branch1 (Conv2D)           (None, None, None, 51 131584      activation_108[0][0]             
____________________________________________________________________________________________________
bn3a_branch2c (BatchNormalizatio (None, None, None, 51 2048        res3a_branch2c[0][0]             
____________________________________________________________________________________________________
bn3a_branch1 (BatchNormalization (None, None, None, 51 2048        res3a_branch1[0][0]              
____________________________________________________________________________________________________
add_36 (Add)                     (None, None, None, 51 0           bn3a_branch2c[0][0]              
                                                                   bn3a_branch1[0][0]               
____________________________________________________________________________________________________
activation_111 (Activation)      (None, None, None, 51 0           add_36[0][0]                     
____________________________________________________________________________________________________
res3b_branch2a (Conv2D)          (None, None, None, 12 65664       activation_111[0][0]             
____________________________________________________________________________________________________
bn3b_branch2a (BatchNormalizatio (None, None, None, 12 512         res3b_branch2a[0][0]             
____________________________________________________________________________________________________
activation_112 (Activation)      (None, None, None, 12 0           bn3b_branch2a[0][0]              
____________________________________________________________________________________________________
res3b_branch2b (Conv2D)          (None, None, None, 12 147584      activation_112[0][0]             
____________________________________________________________________________________________________
bn3b_branch2b (BatchNormalizatio (None, None, None, 12 512         res3b_branch2b[0][0]             
____________________________________________________________________________________________________
activation_113 (Activation)      (None, None, None, 12 0           bn3b_branch2b[0][0]              
____________________________________________________________________________________________________
res3b_branch2c (Conv2D)          (None, None, None, 51 66048       activation_113[0][0]             
____________________________________________________________________________________________________
bn3b_branch2c (BatchNormalizatio (None, None, None, 51 2048        res3b_branch2c[0][0]             
____________________________________________________________________________________________________
add_37 (Add)                     (None, None, None, 51 0           bn3b_branch2c[0][0]              
                                                                   activation_111[0][0]             
____________________________________________________________________________________________________
activation_114 (Activation)      (None, None, None, 51 0           add_37[0][0]                     
____________________________________________________________________________________________________
res3c_branch2a (Conv2D)          (None, None, None, 12 65664       activation_114[0][0]             
____________________________________________________________________________________________________
bn3c_branch2a (BatchNormalizatio (None, None, None, 12 512         res3c_branch2a[0][0]             
____________________________________________________________________________________________________
activation_115 (Activation)      (None, None, None, 12 0           bn3c_branch2a[0][0]              
____________________________________________________________________________________________________
res3c_branch2b (Conv2D)          (None, None, None, 12 147584      activation_115[0][0]             
____________________________________________________________________________________________________
bn3c_branch2b (BatchNormalizatio (None, None, None, 12 512         res3c_branch2b[0][0]             
____________________________________________________________________________________________________
activation_116 (Activation)      (None, None, None, 12 0           bn3c_branch2b[0][0]              
____________________________________________________________________________________________________
res3c_branch2c (Conv2D)          (None, None, None, 51 66048       activation_116[0][0]             
____________________________________________________________________________________________________
bn3c_branch2c (BatchNormalizatio (None, None, None, 51 2048        res3c_branch2c[0][0]             
____________________________________________________________________________________________________
add_38 (Add)                     (None, None, None, 51 0           bn3c_branch2c[0][0]              
                                                                   activation_114[0][0]             
____________________________________________________________________________________________________
activation_117 (Activation)      (None, None, None, 51 0           add_38[0][0]                     
____________________________________________________________________________________________________
res3d_branch2a (Conv2D)          (None, None, None, 12 65664       activation_117[0][0]             
____________________________________________________________________________________________________
bn3d_branch2a (BatchNormalizatio (None, None, None, 12 512         res3d_branch2a[0][0]             
____________________________________________________________________________________________________
activation_118 (Activation)      (None, None, None, 12 0           bn3d_branch2a[0][0]              
____________________________________________________________________________________________________
res3d_branch2b (Conv2D)          (None, None, None, 12 147584      activation_118[0][0]             
____________________________________________________________________________________________________
bn3d_branch2b (BatchNormalizatio (None, None, None, 12 512         res3d_branch2b[0][0]             
____________________________________________________________________________________________________
activation_119 (Activation)      (None, None, None, 12 0           bn3d_branch2b[0][0]              
____________________________________________________________________________________________________
res3d_branch2c (Conv2D)          (None, None, None, 51 66048       activation_119[0][0]             
____________________________________________________________________________________________________
bn3d_branch2c (BatchNormalizatio (None, None, None, 51 2048        res3d_branch2c[0][0]             
____________________________________________________________________________________________________
add_39 (Add)                     (None, None, None, 51 0           bn3d_branch2c[0][0]              
                                                                   activation_117[0][0]             
____________________________________________________________________________________________________
activation_120 (Activation)      (None, None, None, 51 0           add_39[0][0]                     
____________________________________________________________________________________________________
res4a_branch2a (Conv2D)          (None, None, None, 25 131328      activation_120[0][0]             
____________________________________________________________________________________________________
bn4a_branch2a (BatchNormalizatio (None, None, None, 25 1024        res4a_branch2a[0][0]             
____________________________________________________________________________________________________
activation_121 (Activation)      (None, None, None, 25 0           bn4a_branch2a[0][0]              
____________________________________________________________________________________________________
res4a_branch2b (Conv2D)          (None, None, None, 25 590080      activation_121[0][0]             
____________________________________________________________________________________________________
bn4a_branch2b (BatchNormalizatio (None, None, None, 25 1024        res4a_branch2b[0][0]             
____________________________________________________________________________________________________
activation_122 (Activation)      (None, None, None, 25 0           bn4a_branch2b[0][0]              
____________________________________________________________________________________________________
res4a_branch2c (Conv2D)          (None, None, None, 10 263168      activation_122[0][0]             
____________________________________________________________________________________________________
res4a_branch1 (Conv2D)           (None, None, None, 10 525312      activation_120[0][0]             
____________________________________________________________________________________________________
bn4a_branch2c (BatchNormalizatio (None, None, None, 10 4096        res4a_branch2c[0][0]             
____________________________________________________________________________________________________
bn4a_branch1 (BatchNormalization (None, None, None, 10 4096        res4a_branch1[0][0]              
____________________________________________________________________________________________________
add_40 (Add)                     (None, None, None, 10 0           bn4a_branch2c[0][0]              
                                                                   bn4a_branch1[0][0]               
____________________________________________________________________________________________________
activation_123 (Activation)      (None, None, None, 10 0           add_40[0][0]                     
____________________________________________________________________________________________________
res4b_branch2a (Conv2D)          (None, None, None, 25 262400      activation_123[0][0]             
____________________________________________________________________________________________________
bn4b_branch2a (BatchNormalizatio (None, None, None, 25 1024        res4b_branch2a[0][0]             
____________________________________________________________________________________________________
activation_124 (Activation)      (None, None, None, 25 0           bn4b_branch2a[0][0]              
____________________________________________________________________________________________________
res4b_branch2b (Conv2D)          (None, None, None, 25 590080      activation_124[0][0]             
____________________________________________________________________________________________________
bn4b_branch2b (BatchNormalizatio (None, None, None, 25 1024        res4b_branch2b[0][0]             
____________________________________________________________________________________________________
activation_125 (Activation)      (None, None, None, 25 0           bn4b_branch2b[0][0]              
____________________________________________________________________________________________________
res4b_branch2c (Conv2D)          (None, None, None, 10 263168      activation_125[0][0]             
____________________________________________________________________________________________________
bn4b_branch2c (BatchNormalizatio (None, None, None, 10 4096        res4b_branch2c[0][0]             
____________________________________________________________________________________________________
add_41 (Add)                     (None, None, None, 10 0           bn4b_branch2c[0][0]              
                                                                   activation_123[0][0]             
____________________________________________________________________________________________________
activation_126 (Activation)      (None, None, None, 10 0           add_41[0][0]                     
____________________________________________________________________________________________________
res4c_branch2a (Conv2D)          (None, None, None, 25 262400      activation_126[0][0]             
____________________________________________________________________________________________________
bn4c_branch2a (BatchNormalizatio (None, None, None, 25 1024        res4c_branch2a[0][0]             
____________________________________________________________________________________________________
activation_127 (Activation)      (None, None, None, 25 0           bn4c_branch2a[0][0]              
____________________________________________________________________________________________________
res4c_branch2b (Conv2D)          (None, None, None, 25 590080      activation_127[0][0]             
____________________________________________________________________________________________________
bn4c_branch2b (BatchNormalizatio (None, None, None, 25 1024        res4c_branch2b[0][0]             
____________________________________________________________________________________________________
activation_128 (Activation)      (None, None, None, 25 0           bn4c_branch2b[0][0]              
____________________________________________________________________________________________________
res4c_branch2c (Conv2D)          (None, None, None, 10 263168      activation_128[0][0]             
____________________________________________________________________________________________________
bn4c_branch2c (BatchNormalizatio (None, None, None, 10 4096        res4c_branch2c[0][0]             
____________________________________________________________________________________________________
add_42 (Add)                     (None, None, None, 10 0           bn4c_branch2c[0][0]              
                                                                   activation_126[0][0]             
____________________________________________________________________________________________________
activation_129 (Activation)      (None, None, None, 10 0           add_42[0][0]                     
____________________________________________________________________________________________________
res4d_branch2a (Conv2D)          (None, None, None, 25 262400      activation_129[0][0]             
____________________________________________________________________________________________________
bn4d_branch2a (BatchNormalizatio (None, None, None, 25 1024        res4d_branch2a[0][0]             
____________________________________________________________________________________________________
activation_130 (Activation)      (None, None, None, 25 0           bn4d_branch2a[0][0]              
____________________________________________________________________________________________________
res4d_branch2b (Conv2D)          (None, None, None, 25 590080      activation_130[0][0]             
____________________________________________________________________________________________________
bn4d_branch2b (BatchNormalizatio (None, None, None, 25 1024        res4d_branch2b[0][0]             
____________________________________________________________________________________________________
activation_131 (Activation)      (None, None, None, 25 0           bn4d_branch2b[0][0]              
____________________________________________________________________________________________________
res4d_branch2c (Conv2D)          (None, None, None, 10 263168      activation_131[0][0]             
____________________________________________________________________________________________________
bn4d_branch2c (BatchNormalizatio (None, None, None, 10 4096        res4d_branch2c[0][0]             
____________________________________________________________________________________________________
add_43 (Add)                     (None, None, None, 10 0           bn4d_branch2c[0][0]              
                                                                   activation_129[0][0]             
____________________________________________________________________________________________________
activation_132 (Activation)      (None, None, None, 10 0           add_43[0][0]                     
____________________________________________________________________________________________________
res4e_branch2a (Conv2D)          (None, None, None, 25 262400      activation_132[0][0]             
____________________________________________________________________________________________________
bn4e_branch2a (BatchNormalizatio (None, None, None, 25 1024        res4e_branch2a[0][0]             
____________________________________________________________________________________________________
activation_133 (Activation)      (None, None, None, 25 0           bn4e_branch2a[0][0]              
____________________________________________________________________________________________________
res4e_branch2b (Conv2D)          (None, None, None, 25 590080      activation_133[0][0]             
____________________________________________________________________________________________________
bn4e_branch2b (BatchNormalizatio (None, None, None, 25 1024        res4e_branch2b[0][0]             
____________________________________________________________________________________________________
activation_134 (Activation)      (None, None, None, 25 0           bn4e_branch2b[0][0]              
____________________________________________________________________________________________________
res4e_branch2c (Conv2D)          (None, None, None, 10 263168      activation_134[0][0]             
____________________________________________________________________________________________________
bn4e_branch2c (BatchNormalizatio (None, None, None, 10 4096        res4e_branch2c[0][0]             
____________________________________________________________________________________________________
add_44 (Add)                     (None, None, None, 10 0           bn4e_branch2c[0][0]              
                                                                   activation_132[0][0]             
____________________________________________________________________________________________________
activation_135 (Activation)      (None, None, None, 10 0           add_44[0][0]                     
____________________________________________________________________________________________________
res4f_branch2a (Conv2D)          (None, None, None, 25 262400      activation_135[0][0]             
____________________________________________________________________________________________________
bn4f_branch2a (BatchNormalizatio (None, None, None, 25 1024        res4f_branch2a[0][0]             
____________________________________________________________________________________________________
activation_136 (Activation)      (None, None, None, 25 0           bn4f_branch2a[0][0]              
____________________________________________________________________________________________________
res4f_branch2b (Conv2D)          (None, None, None, 25 590080      activation_136[0][0]             
____________________________________________________________________________________________________
bn4f_branch2b (BatchNormalizatio (None, None, None, 25 1024        res4f_branch2b[0][0]             
____________________________________________________________________________________________________
activation_137 (Activation)      (None, None, None, 25 0           bn4f_branch2b[0][0]              
____________________________________________________________________________________________________
res4f_branch2c (Conv2D)          (None, None, None, 10 263168      activation_137[0][0]             
____________________________________________________________________________________________________
bn4f_branch2c (BatchNormalizatio (None, None, None, 10 4096        res4f_branch2c[0][0]             
____________________________________________________________________________________________________
add_45 (Add)                     (None, None, None, 10 0           bn4f_branch2c[0][0]              
                                                                   activation_135[0][0]             
____________________________________________________________________________________________________
activation_138 (Activation)      (None, None, None, 10 0           add_45[0][0]                     
____________________________________________________________________________________________________
res5a_branch2a (Conv2D)          (None, None, None, 51 524800      activation_138[0][0]             
____________________________________________________________________________________________________
bn5a_branch2a (BatchNormalizatio (None, None, None, 51 2048        res5a_branch2a[0][0]             
____________________________________________________________________________________________________
activation_139 (Activation)      (None, None, None, 51 0           bn5a_branch2a[0][0]              
____________________________________________________________________________________________________
res5a_branch2b (Conv2D)          (None, None, None, 51 2359808     activation_139[0][0]             
____________________________________________________________________________________________________
bn5a_branch2b (BatchNormalizatio (None, None, None, 51 2048        res5a_branch2b[0][0]             
____________________________________________________________________________________________________
activation_140 (Activation)      (None, None, None, 51 0           bn5a_branch2b[0][0]              
____________________________________________________________________________________________________
res5a_branch2c (Conv2D)          (None, None, None, 20 1050624     activation_140[0][0]             
____________________________________________________________________________________________________
res5a_branch1 (Conv2D)           (None, None, None, 20 2099200     activation_138[0][0]             
____________________________________________________________________________________________________
bn5a_branch2c (BatchNormalizatio (None, None, None, 20 8192        res5a_branch2c[0][0]             
____________________________________________________________________________________________________
bn5a_branch1 (BatchNormalization (None, None, None, 20 8192        res5a_branch1[0][0]              
____________________________________________________________________________________________________
add_46 (Add)                     (None, None, None, 20 0           bn5a_branch2c[0][0]              
                                                                   bn5a_branch1[0][0]               
____________________________________________________________________________________________________
activation_141 (Activation)      (None, None, None, 20 0           add_46[0][0]                     
____________________________________________________________________________________________________
res5b_branch2a (Conv2D)          (None, None, None, 51 1049088     activation_141[0][0]             
____________________________________________________________________________________________________
bn5b_branch2a (BatchNormalizatio (None, None, None, 51 2048        res5b_branch2a[0][0]             
____________________________________________________________________________________________________
activation_142 (Activation)      (None, None, None, 51 0           bn5b_branch2a[0][0]              
____________________________________________________________________________________________________
res5b_branch2b (Conv2D)          (None, None, None, 51 2359808     activation_142[0][0]             
____________________________________________________________________________________________________
bn5b_branch2b (BatchNormalizatio (None, None, None, 51 2048        res5b_branch2b[0][0]             
____________________________________________________________________________________________________
activation_143 (Activation)      (None, None, None, 51 0           bn5b_branch2b[0][0]              
____________________________________________________________________________________________________
res5b_branch2c (Conv2D)          (None, None, None, 20 1050624     activation_143[0][0]             
____________________________________________________________________________________________________
bn5b_branch2c (BatchNormalizatio (None, None, None, 20 8192        res5b_branch2c[0][0]             
____________________________________________________________________________________________________
add_47 (Add)                     (None, None, None, 20 0           bn5b_branch2c[0][0]              
                                                                   activation_141[0][0]             
____________________________________________________________________________________________________
activation_144 (Activation)      (None, None, None, 20 0           add_47[0][0]                     
____________________________________________________________________________________________________
res5c_branch2a (Conv2D)          (None, None, None, 51 1049088     activation_144[0][0]             
____________________________________________________________________________________________________
bn5c_branch2a (BatchNormalizatio (None, None, None, 51 2048        res5c_branch2a[0][0]             
____________________________________________________________________________________________________
activation_145 (Activation)      (None, None, None, 51 0           bn5c_branch2a[0][0]              
____________________________________________________________________________________________________
res5c_branch2b (Conv2D)          (None, None, None, 51 2359808     activation_145[0][0]             
____________________________________________________________________________________________________
bn5c_branch2b (BatchNormalizatio (None, None, None, 51 2048        res5c_branch2b[0][0]             
____________________________________________________________________________________________________
activation_146 (Activation)      (None, None, None, 51 0           bn5c_branch2b[0][0]              
____________________________________________________________________________________________________
res5c_branch2c (Conv2D)          (None, None, None, 20 1050624     activation_146[0][0]             
____________________________________________________________________________________________________
bn5c_branch2c (BatchNormalizatio (None, None, None, 20 8192        res5c_branch2c[0][0]             
____________________________________________________________________________________________________
add_48 (Add)                     (None, None, None, 20 0           bn5c_branch2c[0][0]              
                                                                   activation_144[0][0]             
____________________________________________________________________________________________________
activation_147 (Activation)      (None, None, None, 20 0           add_48[0][0]                     
____________________________________________________________________________________________________
avg_pool (AveragePooling2D)      (None, None, None, 20 0           activation_147[0][0]             
====================================================================================================
Total params: 23,587,712
Trainable params: 23,534,592
Non-trainable params: 53,120
____________________________________________________________________________________________________

In [23]:

    

from keras.layers import Dense, GlobalAveragePooling2D
from keras.models import Model


    

In [25]:

    

model.output_shape


    

    
Out[25]:





(None, None, None, 2048)

In [38]:

    

x = GlobalAveragePooling2D(input_shape=model.output_shape)(model.output)
x = Dense(2, activation='softmax')(x)


    

In [39]:

    

model2 = Model(inputs=model.input, outputs=x)


    

In [40]:

    

model2.summary()


    

    




____________________________________________________________________________________________________
Layer (type)                     Output Shape          Param #     Connected to                     
====================================================================================================
input_3 (InputLayer)             (None, None, None, 3) 0                                            
____________________________________________________________________________________________________
zero_padding2d_3 (ZeroPadding2D) (None, None, None, 3) 0           input_3[0][0]                    
____________________________________________________________________________________________________
conv1 (Conv2D)                   (None, None, None, 64 9472        zero_padding2d_3[0][0]           
____________________________________________________________________________________________________
bn_conv1 (BatchNormalization)    (None, None, None, 64 256         conv1[0][0]                      
____________________________________________________________________________________________________
activation_99 (Activation)       (None, None, None, 64 0           bn_conv1[0][0]                   
____________________________________________________________________________________________________
max_pooling2d_3 (MaxPooling2D)   (None, None, None, 64 0           activation_99[0][0]              
____________________________________________________________________________________________________
res2a_branch2a (Conv2D)          (None, None, None, 64 4160        max_pooling2d_3[0][0]            
____________________________________________________________________________________________________
bn2a_branch2a (BatchNormalizatio (None, None, None, 64 256         res2a_branch2a[0][0]             
____________________________________________________________________________________________________
activation_100 (Activation)      (None, None, None, 64 0           bn2a_branch2a[0][0]              
____________________________________________________________________________________________________
res2a_branch2b (Conv2D)          (None, None, None, 64 36928       activation_100[0][0]             
____________________________________________________________________________________________________
bn2a_branch2b (BatchNormalizatio (None, None, None, 64 256         res2a_branch2b[0][0]             
____________________________________________________________________________________________________
activation_101 (Activation)      (None, None, None, 64 0           bn2a_branch2b[0][0]              
____________________________________________________________________________________________________
res2a_branch2c (Conv2D)          (None, None, None, 25 16640       activation_101[0][0]             
____________________________________________________________________________________________________
res2a_branch1 (Conv2D)           (None, None, None, 25 16640       max_pooling2d_3[0][0]            
____________________________________________________________________________________________________
bn2a_branch2c (BatchNormalizatio (None, None, None, 25 1024        res2a_branch2c[0][0]             
____________________________________________________________________________________________________
bn2a_branch1 (BatchNormalization (None, None, None, 25 1024        res2a_branch1[0][0]              
____________________________________________________________________________________________________
add_33 (Add)                     (None, None, None, 25 0           bn2a_branch2c[0][0]              
                                                                   bn2a_branch1[0][0]               
____________________________________________________________________________________________________
activation_102 (Activation)      (None, None, None, 25 0           add_33[0][0]                     
____________________________________________________________________________________________________
res2b_branch2a (Conv2D)          (None, None, None, 64 16448       activation_102[0][0]             
____________________________________________________________________________________________________
bn2b_branch2a (BatchNormalizatio (None, None, None, 64 256         res2b_branch2a[0][0]             
____________________________________________________________________________________________________
activation_103 (Activation)      (None, None, None, 64 0           bn2b_branch2a[0][0]              
____________________________________________________________________________________________________
res2b_branch2b (Conv2D)          (None, None, None, 64 36928       activation_103[0][0]             
____________________________________________________________________________________________________
bn2b_branch2b (BatchNormalizatio (None, None, None, 64 256         res2b_branch2b[0][0]             
____________________________________________________________________________________________________
activation_104 (Activation)      (None, None, None, 64 0           bn2b_branch2b[0][0]              
____________________________________________________________________________________________________
res2b_branch2c (Conv2D)          (None, None, None, 25 16640       activation_104[0][0]             
____________________________________________________________________________________________________
bn2b_branch2c (BatchNormalizatio (None, None, None, 25 1024        res2b_branch2c[0][0]             
____________________________________________________________________________________________________
add_34 (Add)                     (None, None, None, 25 0           bn2b_branch2c[0][0]              
                                                                   activation_102[0][0]             
____________________________________________________________________________________________________
activation_105 (Activation)      (None, None, None, 25 0           add_34[0][0]                     
____________________________________________________________________________________________________
res2c_branch2a (Conv2D)          (None, None, None, 64 16448       activation_105[0][0]             
____________________________________________________________________________________________________
bn2c_branch2a (BatchNormalizatio (None, None, None, 64 256         res2c_branch2a[0][0]             
____________________________________________________________________________________________________
activation_106 (Activation)      (None, None, None, 64 0           bn2c_branch2a[0][0]              
____________________________________________________________________________________________________
res2c_branch2b (Conv2D)          (None, None, None, 64 36928       activation_106[0][0]             
____________________________________________________________________________________________________
bn2c_branch2b (BatchNormalizatio (None, None, None, 64 256         res2c_branch2b[0][0]             
____________________________________________________________________________________________________
activation_107 (Activation)      (None, None, None, 64 0           bn2c_branch2b[0][0]              
____________________________________________________________________________________________________
res2c_branch2c (Conv2D)          (None, None, None, 25 16640       activation_107[0][0]             
____________________________________________________________________________________________________
bn2c_branch2c (BatchNormalizatio (None, None, None, 25 1024        res2c_branch2c[0][0]             
____________________________________________________________________________________________________
add_35 (Add)                     (None, None, None, 25 0           bn2c_branch2c[0][0]              
                                                                   activation_105[0][0]             
____________________________________________________________________________________________________
activation_108 (Activation)      (None, None, None, 25 0           add_35[0][0]                     
____________________________________________________________________________________________________
res3a_branch2a (Conv2D)          (None, None, None, 12 32896       activation_108[0][0]             
____________________________________________________________________________________________________
bn3a_branch2a (BatchNormalizatio (None, None, None, 12 512         res3a_branch2a[0][0]             
____________________________________________________________________________________________________
activation_109 (Activation)      (None, None, None, 12 0           bn3a_branch2a[0][0]              
____________________________________________________________________________________________________
res3a_branch2b (Conv2D)          (None, None, None, 12 147584      activation_109[0][0]             
____________________________________________________________________________________________________
bn3a_branch2b (BatchNormalizatio (None, None, None, 12 512         res3a_branch2b[0][0]             
____________________________________________________________________________________________________
activation_110 (Activation)      (None, None, None, 12 0           bn3a_branch2b[0][0]              
____________________________________________________________________________________________________
res3a_branch2c (Conv2D)          (None, None, None, 51 66048       activation_110[0][0]             
____________________________________________________________________________________________________
res3a_branch1 (Conv2D)           (None, None, None, 51 131584      activation_108[0][0]             
____________________________________________________________________________________________________
bn3a_branch2c (BatchNormalizatio (None, None, None, 51 2048        res3a_branch2c[0][0]             
____________________________________________________________________________________________________
bn3a_branch1 (BatchNormalization (None, None, None, 51 2048        res3a_branch1[0][0]              
____________________________________________________________________________________________________
add_36 (Add)                     (None, None, None, 51 0           bn3a_branch2c[0][0]              
                                                                   bn3a_branch1[0][0]               
____________________________________________________________________________________________________
activation_111 (Activation)      (None, None, None, 51 0           add_36[0][0]                     
____________________________________________________________________________________________________
res3b_branch2a (Conv2D)          (None, None, None, 12 65664       activation_111[0][0]             
____________________________________________________________________________________________________
bn3b_branch2a (BatchNormalizatio (None, None, None, 12 512         res3b_branch2a[0][0]             
____________________________________________________________________________________________________
activation_112 (Activation)      (None, None, None, 12 0           bn3b_branch2a[0][0]              
____________________________________________________________________________________________________
res3b_branch2b (Conv2D)          (None, None, None, 12 147584      activation_112[0][0]             
____________________________________________________________________________________________________
bn3b_branch2b (BatchNormalizatio (None, None, None, 12 512         res3b_branch2b[0][0]             
____________________________________________________________________________________________________
activation_113 (Activation)      (None, None, None, 12 0           bn3b_branch2b[0][0]              
____________________________________________________________________________________________________
res3b_branch2c (Conv2D)          (None, None, None, 51 66048       activation_113[0][0]             
____________________________________________________________________________________________________
bn3b_branch2c (BatchNormalizatio (None, None, None, 51 2048        res3b_branch2c[0][0]             
____________________________________________________________________________________________________
add_37 (Add)                     (None, None, None, 51 0           bn3b_branch2c[0][0]              
                                                                   activation_111[0][0]             
____________________________________________________________________________________________________
activation_114 (Activation)      (None, None, None, 51 0           add_37[0][0]                     
____________________________________________________________________________________________________
res3c_branch2a (Conv2D)          (None, None, None, 12 65664       activation_114[0][0]             
____________________________________________________________________________________________________
bn3c_branch2a (BatchNormalizatio (None, None, None, 12 512         res3c_branch2a[0][0]             
____________________________________________________________________________________________________
activation_115 (Activation)      (None, None, None, 12 0           bn3c_branch2a[0][0]              
____________________________________________________________________________________________________
res3c_branch2b (Conv2D)          (None, None, None, 12 147584      activation_115[0][0]             
____________________________________________________________________________________________________
bn3c_branch2b (BatchNormalizatio (None, None, None, 12 512         res3c_branch2b[0][0]             
____________________________________________________________________________________________________
activation_116 (Activation)      (None, None, None, 12 0           bn3c_branch2b[0][0]              
____________________________________________________________________________________________________
res3c_branch2c (Conv2D)          (None, None, None, 51 66048       activation_116[0][0]             
____________________________________________________________________________________________________
bn3c_branch2c (BatchNormalizatio (None, None, None, 51 2048        res3c_branch2c[0][0]             
____________________________________________________________________________________________________
add_38 (Add)                     (None, None, None, 51 0           bn3c_branch2c[0][0]              
                                                                   activation_114[0][0]             
____________________________________________________________________________________________________
activation_117 (Activation)      (None, None, None, 51 0           add_38[0][0]                     
____________________________________________________________________________________________________
res3d_branch2a (Conv2D)          (None, None, None, 12 65664       activation_117[0][0]             
____________________________________________________________________________________________________
bn3d_branch2a (BatchNormalizatio (None, None, None, 12 512         res3d_branch2a[0][0]             
____________________________________________________________________________________________________
activation_118 (Activation)      (None, None, None, 12 0           bn3d_branch2a[0][0]              
____________________________________________________________________________________________________
res3d_branch2b (Conv2D)          (None, None, None, 12 147584      activation_118[0][0]             
____________________________________________________________________________________________________
bn3d_branch2b (BatchNormalizatio (None, None, None, 12 512         res3d_branch2b[0][0]             
____________________________________________________________________________________________________
activation_119 (Activation)      (None, None, None, 12 0           bn3d_branch2b[0][0]              
____________________________________________________________________________________________________
res3d_branch2c (Conv2D)          (None, None, None, 51 66048       activation_119[0][0]             
____________________________________________________________________________________________________
bn3d_branch2c (BatchNormalizatio (None, None, None, 51 2048        res3d_branch2c[0][0]             
____________________________________________________________________________________________________
add_39 (Add)                     (None, None, None, 51 0           bn3d_branch2c[0][0]              
                                                                   activation_117[0][0]             
____________________________________________________________________________________________________
activation_120 (Activation)      (None, None, None, 51 0           add_39[0][0]                     
____________________________________________________________________________________________________
res4a_branch2a (Conv2D)          (None, None, None, 25 131328      activation_120[0][0]             
____________________________________________________________________________________________________
bn4a_branch2a (BatchNormalizatio (None, None, None, 25 1024        res4a_branch2a[0][0]             
____________________________________________________________________________________________________
activation_121 (Activation)      (None, None, None, 25 0           bn4a_branch2a[0][0]              
____________________________________________________________________________________________________
res4a_branch2b (Conv2D)          (None, None, None, 25 590080      activation_121[0][0]             
____________________________________________________________________________________________________
bn4a_branch2b (BatchNormalizatio (None, None, None, 25 1024        res4a_branch2b[0][0]             
____________________________________________________________________________________________________
activation_122 (Activation)      (None, None, None, 25 0           bn4a_branch2b[0][0]              
____________________________________________________________________________________________________
res4a_branch2c (Conv2D)          (None, None, None, 10 263168      activation_122[0][0]             
____________________________________________________________________________________________________
res4a_branch1 (Conv2D)           (None, None, None, 10 525312      activation_120[0][0]             
____________________________________________________________________________________________________
bn4a_branch2c (BatchNormalizatio (None, None, None, 10 4096        res4a_branch2c[0][0]             
____________________________________________________________________________________________________
bn4a_branch1 (BatchNormalization (None, None, None, 10 4096        res4a_branch1[0][0]              
____________________________________________________________________________________________________
add_40 (Add)                     (None, None, None, 10 0           bn4a_branch2c[0][0]              
                                                                   bn4a_branch1[0][0]               
____________________________________________________________________________________________________
activation_123 (Activation)      (None, None, None, 10 0           add_40[0][0]                     
____________________________________________________________________________________________________
res4b_branch2a (Conv2D)          (None, None, None, 25 262400      activation_123[0][0]             
____________________________________________________________________________________________________
bn4b_branch2a (BatchNormalizatio (None, None, None, 25 1024        res4b_branch2a[0][0]             
____________________________________________________________________________________________________
activation_124 (Activation)      (None, None, None, 25 0           bn4b_branch2a[0][0]              
____________________________________________________________________________________________________
res4b_branch2b (Conv2D)          (None, None, None, 25 590080      activation_124[0][0]             
____________________________________________________________________________________________________
bn4b_branch2b (BatchNormalizatio (None, None, None, 25 1024        res4b_branch2b[0][0]             
____________________________________________________________________________________________________
activation_125 (Activation)      (None, None, None, 25 0           bn4b_branch2b[0][0]              
____________________________________________________________________________________________________
res4b_branch2c (Conv2D)          (None, None, None, 10 263168      activation_125[0][0]             
____________________________________________________________________________________________________
bn4b_branch2c (BatchNormalizatio (None, None, None, 10 4096        res4b_branch2c[0][0]             
____________________________________________________________________________________________________
add_41 (Add)                     (None, None, None, 10 0           bn4b_branch2c[0][0]              
                                                                   activation_123[0][0]             
____________________________________________________________________________________________________
activation_126 (Activation)      (None, None, None, 10 0           add_41[0][0]                     
____________________________________________________________________________________________________
res4c_branch2a (Conv2D)          (None, None, None, 25 262400      activation_126[0][0]             
____________________________________________________________________________________________________
bn4c_branch2a (BatchNormalizatio (None, None, None, 25 1024        res4c_branch2a[0][0]             
____________________________________________________________________________________________________
activation_127 (Activation)      (None, None, None, 25 0           bn4c_branch2a[0][0]              
____________________________________________________________________________________________________
res4c_branch2b (Conv2D)          (None, None, None, 25 590080      activation_127[0][0]             
____________________________________________________________________________________________________
bn4c_branch2b (BatchNormalizatio (None, None, None, 25 1024        res4c_branch2b[0][0]             
____________________________________________________________________________________________________
activation_128 (Activation)      (None, None, None, 25 0           bn4c_branch2b[0][0]              
____________________________________________________________________________________________________
res4c_branch2c (Conv2D)          (None, None, None, 10 263168      activation_128[0][0]             
____________________________________________________________________________________________________
bn4c_branch2c (BatchNormalizatio (None, None, None, 10 4096        res4c_branch2c[0][0]             
____________________________________________________________________________________________________
add_42 (Add)                     (None, None, None, 10 0           bn4c_branch2c[0][0]              
                                                                   activation_126[0][0]             
____________________________________________________________________________________________________
activation_129 (Activation)      (None, None, None, 10 0           add_42[0][0]                     
____________________________________________________________________________________________________
res4d_branch2a (Conv2D)          (None, None, None, 25 262400      activation_129[0][0]             
____________________________________________________________________________________________________
bn4d_branch2a (BatchNormalizatio (None, None, None, 25 1024        res4d_branch2a[0][0]             
____________________________________________________________________________________________________
activation_130 (Activation)      (None, None, None, 25 0           bn4d_branch2a[0][0]              
____________________________________________________________________________________________________
res4d_branch2b (Conv2D)          (None, None, None, 25 590080      activation_130[0][0]             
____________________________________________________________________________________________________
bn4d_branch2b (BatchNormalizatio (None, None, None, 25 1024        res4d_branch2b[0][0]             
____________________________________________________________________________________________________
activation_131 (Activation)      (None, None, None, 25 0           bn4d_branch2b[0][0]              
____________________________________________________________________________________________________
res4d_branch2c (Conv2D)          (None, None, None, 10 263168      activation_131[0][0]             
____________________________________________________________________________________________________
bn4d_branch2c (BatchNormalizatio (None, None, None, 10 4096        res4d_branch2c[0][0]             
____________________________________________________________________________________________________
add_43 (Add)                     (None, None, None, 10 0           bn4d_branch2c[0][0]              
                                                                   activation_129[0][0]             
____________________________________________________________________________________________________
activation_132 (Activation)      (None, None, None, 10 0           add_43[0][0]                     
____________________________________________________________________________________________________
res4e_branch2a (Conv2D)          (None, None, None, 25 262400      activation_132[0][0]             
____________________________________________________________________________________________________
bn4e_branch2a (BatchNormalizatio (None, None, None, 25 1024        res4e_branch2a[0][0]             
____________________________________________________________________________________________________
activation_133 (Activation)      (None, None, None, 25 0           bn4e_branch2a[0][0]              
____________________________________________________________________________________________________
res4e_branch2b (Conv2D)          (None, None, None, 25 590080      activation_133[0][0]             
____________________________________________________________________________________________________
bn4e_branch2b (BatchNormalizatio (None, None, None, 25 1024        res4e_branch2b[0][0]             
____________________________________________________________________________________________________
activation_134 (Activation)      (None, None, None, 25 0           bn4e_branch2b[0][0]              
____________________________________________________________________________________________________
res4e_branch2c (Conv2D)          (None, None, None, 10 263168      activation_134[0][0]             
____________________________________________________________________________________________________
bn4e_branch2c (BatchNormalizatio (None, None, None, 10 4096        res4e_branch2c[0][0]             
____________________________________________________________________________________________________
add_44 (Add)                     (None, None, None, 10 0           bn4e_branch2c[0][0]              
                                                                   activation_132[0][0]             
____________________________________________________________________________________________________
activation_135 (Activation)      (None, None, None, 10 0           add_44[0][0]                     
____________________________________________________________________________________________________
res4f_branch2a (Conv2D)          (None, None, None, 25 262400      activation_135[0][0]             
____________________________________________________________________________________________________
bn4f_branch2a (BatchNormalizatio (None, None, None, 25 1024        res4f_branch2a[0][0]             
____________________________________________________________________________________________________
activation_136 (Activation)      (None, None, None, 25 0           bn4f_branch2a[0][0]              
____________________________________________________________________________________________________
res4f_branch2b (Conv2D)          (None, None, None, 25 590080      activation_136[0][0]             
____________________________________________________________________________________________________
bn4f_branch2b (BatchNormalizatio (None, None, None, 25 1024        res4f_branch2b[0][0]             
____________________________________________________________________________________________________
activation_137 (Activation)      (None, None, None, 25 0           bn4f_branch2b[0][0]              
____________________________________________________________________________________________________
res4f_branch2c (Conv2D)          (None, None, None, 10 263168      activation_137[0][0]             
____________________________________________________________________________________________________
bn4f_branch2c (BatchNormalizatio (None, None, None, 10 4096        res4f_branch2c[0][0]             
____________________________________________________________________________________________________
add_45 (Add)                     (None, None, None, 10 0           bn4f_branch2c[0][0]              
                                                                   activation_135[0][0]             
____________________________________________________________________________________________________
activation_138 (Activation)      (None, None, None, 10 0           add_45[0][0]                     
____________________________________________________________________________________________________
res5a_branch2a (Conv2D)          (None, None, None, 51 524800      activation_138[0][0]             
____________________________________________________________________________________________________
bn5a_branch2a (BatchNormalizatio (None, None, None, 51 2048        res5a_branch2a[0][0]             
____________________________________________________________________________________________________
activation_139 (Activation)      (None, None, None, 51 0           bn5a_branch2a[0][0]              
____________________________________________________________________________________________________
res5a_branch2b (Conv2D)          (None, None, None, 51 2359808     activation_139[0][0]             
____________________________________________________________________________________________________
bn5a_branch2b (BatchNormalizatio (None, None, None, 51 2048        res5a_branch2b[0][0]             
____________________________________________________________________________________________________
activation_140 (Activation)      (None, None, None, 51 0           bn5a_branch2b[0][0]              
____________________________________________________________________________________________________
res5a_branch2c (Conv2D)          (None, None, None, 20 1050624     activation_140[0][0]             
____________________________________________________________________________________________________
res5a_branch1 (Conv2D)           (None, None, None, 20 2099200     activation_138[0][0]             
____________________________________________________________________________________________________
bn5a_branch2c (BatchNormalizatio (None, None, None, 20 8192        res5a_branch2c[0][0]             
____________________________________________________________________________________________________
bn5a_branch1 (BatchNormalization (None, None, None, 20 8192        res5a_branch1[0][0]              
____________________________________________________________________________________________________
add_46 (Add)                     (None, None, None, 20 0           bn5a_branch2c[0][0]              
                                                                   bn5a_branch1[0][0]               
____________________________________________________________________________________________________
activation_141 (Activation)      (None, None, None, 20 0           add_46[0][0]                     
____________________________________________________________________________________________________
res5b_branch2a (Conv2D)          (None, None, None, 51 1049088     activation_141[0][0]             
____________________________________________________________________________________________________
bn5b_branch2a (BatchNormalizatio (None, None, None, 51 2048        res5b_branch2a[0][0]             
____________________________________________________________________________________________________
activation_142 (Activation)      (None, None, None, 51 0           bn5b_branch2a[0][0]              
____________________________________________________________________________________________________
res5b_branch2b (Conv2D)          (None, None, None, 51 2359808     activation_142[0][0]             
____________________________________________________________________________________________________
bn5b_branch2b (BatchNormalizatio (None, None, None, 51 2048        res5b_branch2b[0][0]             
____________________________________________________________________________________________________
activation_143 (Activation)      (None, None, None, 51 0           bn5b_branch2b[0][0]              
____________________________________________________________________________________________________
res5b_branch2c (Conv2D)          (None, None, None, 20 1050624     activation_143[0][0]             
____________________________________________________________________________________________________
bn5b_branch2c (BatchNormalizatio (None, None, None, 20 8192        res5b_branch2c[0][0]             
____________________________________________________________________________________________________
add_47 (Add)                     (None, None, None, 20 0           bn5b_branch2c[0][0]              
                                                                   activation_141[0][0]             
____________________________________________________________________________________________________
activation_144 (Activation)      (None, None, None, 20 0           add_47[0][0]                     
____________________________________________________________________________________________________
res5c_branch2a (Conv2D)          (None, None, None, 51 1049088     activation_144[0][0]             
____________________________________________________________________________________________________
bn5c_branch2a (BatchNormalizatio (None, None, None, 51 2048        res5c_branch2a[0][0]             
____________________________________________________________________________________________________
activation_145 (Activation)      (None, None, None, 51 0           bn5c_branch2a[0][0]              
____________________________________________________________________________________________________
res5c_branch2b (Conv2D)          (None, None, None, 51 2359808     activation_145[0][0]             
____________________________________________________________________________________________________
bn5c_branch2b (BatchNormalizatio (None, None, None, 51 2048        res5c_branch2b[0][0]             
____________________________________________________________________________________________________
activation_146 (Activation)      (None, None, None, 51 0           bn5c_branch2b[0][0]              
____________________________________________________________________________________________________
res5c_branch2c (Conv2D)          (None, None, None, 20 1050624     activation_146[0][0]             
____________________________________________________________________________________________________
bn5c_branch2c (BatchNormalizatio (None, None, None, 20 8192        res5c_branch2c[0][0]             
____________________________________________________________________________________________________
add_48 (Add)                     (None, None, None, 20 0           bn5c_branch2c[0][0]              
                                                                   activation_144[0][0]             
____________________________________________________________________________________________________
activation_147 (Activation)      (None, None, None, 20 0           add_48[0][0]                     
____________________________________________________________________________________________________
avg_pool (AveragePooling2D)      (None, None, None, 20 0           activation_147[0][0]             
____________________________________________________________________________________________________
global_average_pooling2d_5 (Glob (None, 2048)          0           avg_pool[0][0]                   
____________________________________________________________________________________________________
dense_6 (Dense)                  (None, 2)             4098        global_average_pooling2d_5[0][0] 
====================================================================================================
Total params: 23,591,810
Trainable params: 23,538,690
Non-trainable params: 53,120
____________________________________________________________________________________________________