参考论文：Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning
作者：Christian Szegedy, Sergey Ioffe, Vincent Vanhoucke, Alexander A. Alemi

1、概述

Inception-v3 结构的复杂程度以后够复杂了，但是它还有几个升级版本，就是 Inception-v4，Inception-ResNet-v1 和 Inception-ResNet-v2。这几个升级版本都出自同一篇论文《Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning》

这几个升级版的 Inception 模型基本设计思路都是遵循 Inception-v3 的设计思路，只不过比 Inception-v3 再稍微更复杂一些。Inception-v4 的作者不认同非常深层的网络一定要使用残差单元才行，所以他们设计了没有使用残差单元的深度网络 Inception-v4，不过 Inception-v4 的作者认同加上残差单元以后，模型可以训练得更加快一些。

Inception-ResNet-v1 和 Inception-ResNet-v2 顾名思义就是 Inception 的设计加上 ResNet 的残差结构设计得到的模型。

2、Inception-v4

2.1 Inception-v4网络结构

左侧是纯 Inception-v4 网络的总体架构。右边是Stem的详细组成。请注意，此主干配置也用于图 5、6 中的 Inception-ResNet-v2 网络轮廓。V 表示使用“有效”填充，否则使用“相同”填充。每层侧面的大小总结了该层输出的形状。

2.2 Inception-V4的三种Inception模块

图 3：纯 Inception-v4 网络的内部网格模块架构。从左到右描绘了 35 × 35、17 × 17 和 8 × 8 网格模块。这些分别是图 2 的 Inception-A、Inception-B 和 Inception-C 块。

3、Inception-ResNet-v1/v2网络结构

3.1 Inception-ResNet-v1的三种Inception模块

图 4：Inception-ResNet-v1 网络内部网格模块的架构。从左到右描绘了 35 × 35、17 × 17 和 8 × 8 网格模块。这些分别是 Inception-ResNet-v1 网络的图 6 左侧模式的 Inception-A、Inception-B 和 Inception-C 块。

3.2 Inception-ResNet-v2的三种Inception模块

图 5：Inception-ResNet-v2 网络内部网格模块的架构。从左到右描绘了 35 × 35、17 × 17 和 8 × 8 网格模块。这些分别是 Inception-ResNet-v2 网络图 6 左侧模式的 Inception-A、Inception-B 和 Inception-C 块。

3.3 下采样Reduction模块

在这里插入图片描述

4、在ImageNet数据集中的表现

下图为 4 个 Inception 模型在 ImageNet 数据集中，单模型 Top5 错误率的测试结果。

图中的 Epoch 表示训练周期；Error 表示误差。
从图中我们可以看到 Inception-v3 和 Inception-ResNet-v1 效果是差不多的，可能 Inception-ResNet-v1 稍微好一点点。Inception-v4 和 Inception-ResNet-v2 效果是差不多的，可能 Inception-ResNet-v2 稍微好一点点。

下图为几个模型在 ImageNet 数据集中单模型测试结果。

图中的 Network 表示网络；Crops 表示从一张图片中裁剪出多少张图片；Top-1 Error 表示 Top1 错误率；Top-5 Error 表示 Top5 错误率。

Crops 中的 dense 表示直接对一张测试图片进行预测，得到一个预测结果。Crops 中的 144 表示从一张测试图片中按照一定的规则裁剪出 144 个子区域，然后对这 144 个区域分别进行预测得到 144 个预测结果，最后再对这 144 个预测结果求平均得到最终的一个预测结果。

下图为模型融合的测试结果：

5、带残差与不带残差比较

在这里插入图片描述

==可以看到，带残差连接的Inception收敛速度更快==

6、迁移学习复现InceptionResNetV2结构

import tensorflow as tf
from tensorflow.keras.layers import *
from tensorflow.keras.applications import InceptionResNetV2
from plot_model import plot_model

model=InceptionResNetV2(
    input_shape=(299,299,3),
    include_top=True,  # 是否包含最后的全连接层
    weights='imagenet',  # 权重默认为ImageNet一千类图像分类
    classes=1000        # 1000个类别
)

model.summary()
plot_model(model,to_file='img/InceptionResNetV2.png',show_shapes=True)

Model: "inception_resnet_v2"
__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input_1 (InputLayer)            [(None, 299, 299, 3) 0                                            
__________________________________________________________________________________________________
conv2d (Conv2D)                 (None, 149, 149, 32) 864         input_1[0][0]                    
__________________________________________________________________________________________________
batch_normalization (BatchNorma (None, 149, 149, 32) 96          conv2d[0][0]                     
__________________________________________________________________________________________________
activation (Activation)         (None, 149, 149, 32) 0           batch_normalization[0][0]        
__________________________________________________________________________________________________
conv2d_1 (Conv2D)               (None, 147, 147, 32) 9216        activation[0][0]                 
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 147, 147, 32) 96          conv2d_1[0][0]                   
__________________________________________________________________________________________________
activation_1 (Activation)       (None, 147, 147, 32) 0           batch_normalization_1[0][0]      
__________________________________________________________________________________________________
conv2d_2 (Conv2D)               (None, 147, 147, 64) 18432       activation_1[0][0]               
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 147, 147, 64) 192         conv2d_2[0][0]                   
__________________________________________________________________________________________________
activation_2 (Activation)       (None, 147, 147, 64) 0           batch_normalization_2[0][0]      
__________________________________________________________________________________________________
max_pooling2d (MaxPooling2D)    (None, 73, 73, 64)   0           activation_2[0][0]               
__________________________________________________________________________________________________
conv2d_3 (Conv2D)               (None, 73, 73, 80)   5120        max_pooling2d[0][0]              
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 73, 73, 80)   240         conv2d_3[0][0]                   
__________________________________________________________________________________________________
activation_3 (Activation)       (None, 73, 73, 80)   0           batch_normalization_3[0][0]      
__________________________________________________________________________________________________
conv2d_4 (Conv2D)               (None, 71, 71, 192)  138240      activation_3[0][0]               
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 71, 71, 192)  576         conv2d_4[0][0]                   
__________________________________________________________________________________________________
activation_4 (Activation)       (None, 71, 71, 192)  0           batch_normalization_4[0][0]      
__________________________________________________________________________________________________
max_pooling2d_1 (MaxPooling2D)  (None, 35, 35, 192)  0           activation_4[0][0]               
__________________________________________________________________________________________________
conv2d_8 (Conv2D)               (None, 35, 35, 64)   12288       max_pooling2d_1[0][0]            
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 35, 35, 64)   192         conv2d_8[0][0]                   
__________________________________________________________________________________________________
activation_8 (Activation)       (None, 35, 35, 64)   0           batch_normalization_8[0][0]      
__________________________________________________________________________________________________
conv2d_6 (Conv2D)               (None, 35, 35, 48)   9216        max_pooling2d_1[0][0]            
__________________________________________________________________________________________________
conv2d_9 (Conv2D)               (None, 35, 35, 96)   55296       activation_8[0][0]               
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 35, 35, 48)   144         conv2d_6[0][0]                   
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 35, 35, 96)   288         conv2d_9[0][0]                   
__________________________________________________________________________________________________
activation_6 (Activation)       (None, 35, 35, 48)   0           batch_normalization_6[0][0]      
__________________________________________________________________________________________________
activation_9 (Activation)       (None, 35, 35, 96)   0           batch_normalization_9[0][0]      
__________________________________________________________________________________________________
average_pooling2d (AveragePooli (None, 35, 35, 192)  0           max_pooling2d_1[0][0]            
__________________________________________________________________________________________________
conv2d_5 (Conv2D)               (None, 35, 35, 96)   18432       max_pooling2d_1[0][0]            
__________________________________________________________________________________________________
conv2d_7 (Conv2D)               (None, 35, 35, 64)   76800       activation_6[0][0]               
__________________________________________________________________________________________________
conv2d_10 (Conv2D)              (None, 35, 35, 96)   82944       activation_9[0][0]               
__________________________________________________________________________________________________
conv2d_11 (Conv2D)              (None, 35, 35, 64)   12288       average_pooling2d[0][0]          
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 35, 35, 96)   288         conv2d_5[0][0]                   
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 35, 35, 64)   192         conv2d_7[0][0]                   
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 35, 35, 96)   288         conv2d_10[0][0]                  
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 35, 35, 64)   192         conv2d_11[0][0]                  
__________________________________________________________________________________________________
activation_5 (Activation)       (None, 35, 35, 96)   0           batch_normalization_5[0][0]      
__________________________________________________________________________________________________
activation_7 (Activation)       (None, 35, 35, 64)   0           batch_normalization_7[0][0]      
__________________________________________________________________________________________________
activation_10 (Activation)      (None, 35, 35, 96)   0           batch_normalization_10[0][0]     
__________________________________________________________________________________________________
activation_11 (Activation)      (None, 35, 35, 64)   0           batch_normalization_11[0][0]     
__________________________________________________________________________________________________
mixed_5b (Concatenate)          (None, 35, 35, 320)  0           activation_5[0][0]               
                                                                 activation_7[0][0]               
                                                                 activation_10[0][0]              
                                                                 activation_11[0][0]              
__________________________________________________________________________________________________
conv2d_15 (Conv2D)              (None, 35, 35, 32)   10240       mixed_5b[0][0]                   
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 35, 35, 32)   96          conv2d_15[0][0]                  
__________________________________________________________________________________________________
activation_15 (Activation)      (None, 35, 35, 32)   0           batch_normalization_15[0][0]     
__________________________________________________________________________________________________
conv2d_13 (Conv2D)              (None, 35, 35, 32)   10240       mixed_5b[0][0]                   
__________________________________________________________________________________________________
conv2d_16 (Conv2D)              (None, 35, 35, 48)   13824       activation_15[0][0]              
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 35, 35, 32)   96          conv2d_13[0][0]                  
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 35, 35, 48)   144         conv2d_16[0][0]                  
__________________________________________________________________________________________________
activation_13 (Activation)      (None, 35, 35, 32)   0           batch_normalization_13[0][0]     
__________________________________________________________________________________________________
activation_16 (Activation)      (None, 35, 35, 48)   0           batch_normalization_16[0][0]     
__________________________________________________________________________________________________
conv2d_12 (Conv2D)              (None, 35, 35, 32)   10240       mixed_5b[0][0]                   
__________________________________________________________________________________________________
conv2d_14 (Conv2D)              (None, 35, 35, 32)   9216        activation_13[0][0]              
__________________________________________________________________________________________________
conv2d_17 (Conv2D)              (None, 35, 35, 64)   27648       activation_16[0][0]              
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 35, 35, 32)   96          conv2d_12[0][0]                  
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 35, 35, 32)   96          conv2d_14[0][0]                  
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 35, 35, 64)   192         conv2d_17[0][0]                  
__________________________________________________________________________________________________
activation_12 (Activation)      (None, 35, 35, 32)   0           batch_normalization_12[0][0]     
__________________________________________________________________________________________________
activation_14 (Activation)      (None, 35, 35, 32)   0           batch_normalization_14[0][0]     
__________________________________________________________________________________________________
activation_17 (Activation)      (None, 35, 35, 64)   0           batch_normalization_17[0][0]     
__________________________________________________________________________________________________
block35_1_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_12[0][0]              
                                                                 activation_14[0][0]              
                                                                 activation_17[0][0]              
__________________________________________________________________________________________________
block35_1_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_1_mixed[0][0]            
__________________________________________________________________________________________________
block35_1 (Lambda)              (None, 35, 35, 320)  0           mixed_5b[0][0]                   
                                                                 block35_1_conv[0][0]             
__________________________________________________________________________________________________
block35_1_ac (Activation)       (None, 35, 35, 320)  0           block35_1[0][0]                  
__________________________________________________________________________________________________
conv2d_21 (Conv2D)              (None, 35, 35, 32)   10240       block35_1_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 35, 35, 32)   96          conv2d_21[0][0]                  
__________________________________________________________________________________________________
activation_21 (Activation)      (None, 35, 35, 32)   0           batch_normalization_21[0][0]     
__________________________________________________________________________________________________
conv2d_19 (Conv2D)              (None, 35, 35, 32)   10240       block35_1_ac[0][0]               
__________________________________________________________________________________________________
conv2d_22 (Conv2D)              (None, 35, 35, 48)   13824       activation_21[0][0]              
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 35, 35, 32)   96          conv2d_19[0][0]                  
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 35, 35, 48)   144         conv2d_22[0][0]                  
__________________________________________________________________________________________________
activation_19 (Activation)      (None, 35, 35, 32)   0           batch_normalization_19[0][0]     
__________________________________________________________________________________________________
activation_22 (Activation)      (None, 35, 35, 48)   0           batch_normalization_22[0][0]     
__________________________________________________________________________________________________
conv2d_18 (Conv2D)              (None, 35, 35, 32)   10240       block35_1_ac[0][0]               
__________________________________________________________________________________________________
conv2d_20 (Conv2D)              (None, 35, 35, 32)   9216        activation_19[0][0]              
__________________________________________________________________________________________________
conv2d_23 (Conv2D)              (None, 35, 35, 64)   27648       activation_22[0][0]              
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 35, 35, 32)   96          conv2d_18[0][0]                  
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 35, 35, 32)   96          conv2d_20[0][0]                  
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 35, 35, 64)   192         conv2d_23[0][0]                  
__________________________________________________________________________________________________
activation_18 (Activation)      (None, 35, 35, 32)   0           batch_normalization_18[0][0]     
__________________________________________________________________________________________________
activation_20 (Activation)      (None, 35, 35, 32)   0           batch_normalization_20[0][0]     
__________________________________________________________________________________________________
activation_23 (Activation)      (None, 35, 35, 64)   0           batch_normalization_23[0][0]     
__________________________________________________________________________________________________
block35_2_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_18[0][0]              
                                                                 activation_20[0][0]              
                                                                 activation_23[0][0]              
__________________________________________________________________________________________________
block35_2_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_2_mixed[0][0]            
__________________________________________________________________________________________________
block35_2 (Lambda)              (None, 35, 35, 320)  0           block35_1_ac[0][0]               
                                                                 block35_2_conv[0][0]             
__________________________________________________________________________________________________
block35_2_ac (Activation)       (None, 35, 35, 320)  0           block35_2[0][0]                  
__________________________________________________________________________________________________
conv2d_27 (Conv2D)              (None, 35, 35, 32)   10240       block35_2_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 35, 35, 32)   96          conv2d_27[0][0]                  
__________________________________________________________________________________________________
activation_27 (Activation)      (None, 35, 35, 32)   0           batch_normalization_27[0][0]     
__________________________________________________________________________________________________
conv2d_25 (Conv2D)              (None, 35, 35, 32)   10240       block35_2_ac[0][0]               
__________________________________________________________________________________________________
conv2d_28 (Conv2D)              (None, 35, 35, 48)   13824       activation_27[0][0]              
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 35, 35, 32)   96          conv2d_25[0][0]                  
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 35, 35, 48)   144         conv2d_28[0][0]                  
__________________________________________________________________________________________________
activation_25 (Activation)      (None, 35, 35, 32)   0           batch_normalization_25[0][0]     
__________________________________________________________________________________________________
activation_28 (Activation)      (None, 35, 35, 48)   0           batch_normalization_28[0][0]     
__________________________________________________________________________________________________
conv2d_24 (Conv2D)              (None, 35, 35, 32)   10240       block35_2_ac[0][0]               
__________________________________________________________________________________________________
conv2d_26 (Conv2D)              (None, 35, 35, 32)   9216        activation_25[0][0]              
__________________________________________________________________________________________________
conv2d_29 (Conv2D)              (None, 35, 35, 64)   27648       activation_28[0][0]              
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 35, 35, 32)   96          conv2d_24[0][0]                  
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 35, 35, 32)   96          conv2d_26[0][0]                  
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 35, 35, 64)   192         conv2d_29[0][0]                  
__________________________________________________________________________________________________
activation_24 (Activation)      (None, 35, 35, 32)   0           batch_normalization_24[0][0]     
__________________________________________________________________________________________________
activation_26 (Activation)      (None, 35, 35, 32)   0           batch_normalization_26[0][0]     
__________________________________________________________________________________________________
activation_29 (Activation)      (None, 35, 35, 64)   0           batch_normalization_29[0][0]     
__________________________________________________________________________________________________
block35_3_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_24[0][0]              
                                                                 activation_26[0][0]              
                                                                 activation_29[0][0]              
__________________________________________________________________________________________________
block35_3_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_3_mixed[0][0]            
__________________________________________________________________________________________________
block35_3 (Lambda)              (None, 35, 35, 320)  0           block35_2_ac[0][0]               
                                                                 block35_3_conv[0][0]             
__________________________________________________________________________________________________
block35_3_ac (Activation)       (None, 35, 35, 320)  0           block35_3[0][0]                  
__________________________________________________________________________________________________
conv2d_33 (Conv2D)              (None, 35, 35, 32)   10240       block35_3_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 35, 35, 32)   96          conv2d_33[0][0]                  
__________________________________________________________________________________________________
activation_33 (Activation)      (None, 35, 35, 32)   0           batch_normalization_33[0][0]     
__________________________________________________________________________________________________
conv2d_31 (Conv2D)              (None, 35, 35, 32)   10240       block35_3_ac[0][0]               
__________________________________________________________________________________________________
conv2d_34 (Conv2D)              (None, 35, 35, 48)   13824       activation_33[0][0]              
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 35, 35, 32)   96          conv2d_31[0][0]                  
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 35, 35, 48)   144         conv2d_34[0][0]                  
__________________________________________________________________________________________________
activation_31 (Activation)      (None, 35, 35, 32)   0           batch_normalization_31[0][0]     
__________________________________________________________________________________________________
activation_34 (Activation)      (None, 35, 35, 48)   0           batch_normalization_34[0][0]     
__________________________________________________________________________________________________
conv2d_30 (Conv2D)              (None, 35, 35, 32)   10240       block35_3_ac[0][0]               
__________________________________________________________________________________________________
conv2d_32 (Conv2D)              (None, 35, 35, 32)   9216        activation_31[0][0]              
__________________________________________________________________________________________________
conv2d_35 (Conv2D)              (None, 35, 35, 64)   27648       activation_34[0][0]              
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 35, 35, 32)   96          conv2d_30[0][0]                  
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 35, 35, 32)   96          conv2d_32[0][0]                  
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 35, 35, 64)   192         conv2d_35[0][0]                  
__________________________________________________________________________________________________
activation_30 (Activation)      (None, 35, 35, 32)   0           batch_normalization_30[0][0]     
__________________________________________________________________________________________________
activation_32 (Activation)      (None, 35, 35, 32)   0           batch_normalization_32[0][0]     
__________________________________________________________________________________________________
activation_35 (Activation)      (None, 35, 35, 64)   0           batch_normalization_35[0][0]     
__________________________________________________________________________________________________
block35_4_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_30[0][0]              
                                                                 activation_32[0][0]              
                                                                 activation_35[0][0]              
__________________________________________________________________________________________________
block35_4_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_4_mixed[0][0]            
__________________________________________________________________________________________________
block35_4 (Lambda)              (None, 35, 35, 320)  0           block35_3_ac[0][0]               
                                                                 block35_4_conv[0][0]             
__________________________________________________________________________________________________
block35_4_ac (Activation)       (None, 35, 35, 320)  0           block35_4[0][0]                  
__________________________________________________________________________________________________
conv2d_39 (Conv2D)              (None, 35, 35, 32)   10240       block35_4_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 35, 35, 32)   96          conv2d_39[0][0]                  
__________________________________________________________________________________________________
activation_39 (Activation)      (None, 35, 35, 32)   0           batch_normalization_39[0][0]     
__________________________________________________________________________________________________
conv2d_37 (Conv2D)              (None, 35, 35, 32)   10240       block35_4_ac[0][0]               
__________________________________________________________________________________________________
conv2d_40 (Conv2D)              (None, 35, 35, 48)   13824       activation_39[0][0]              
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 35, 35, 32)   96          conv2d_37[0][0]                  
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 35, 35, 48)   144         conv2d_40[0][0]                  
__________________________________________________________________________________________________
activation_37 (Activation)      (None, 35, 35, 32)   0           batch_normalization_37[0][0]     
__________________________________________________________________________________________________
activation_40 (Activation)      (None, 35, 35, 48)   0           batch_normalization_40[0][0]     
__________________________________________________________________________________________________
conv2d_36 (Conv2D)              (None, 35, 35, 32)   10240       block35_4_ac[0][0]               
__________________________________________________________________________________________________
conv2d_38 (Conv2D)              (None, 35, 35, 32)   9216        activation_37[0][0]              
__________________________________________________________________________________________________
conv2d_41 (Conv2D)              (None, 35, 35, 64)   27648       activation_40[0][0]              
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 35, 35, 32)   96          conv2d_36[0][0]                  
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 35, 35, 32)   96          conv2d_38[0][0]                  
__________________________________________________________________________________________________
batch_normalization_41 (BatchNo (None, 35, 35, 64)   192         conv2d_41[0][0]                  
__________________________________________________________________________________________________
activation_36 (Activation)      (None, 35, 35, 32)   0           batch_normalization_36[0][0]     
__________________________________________________________________________________________________
activation_38 (Activation)      (None, 35, 35, 32)   0           batch_normalization_38[0][0]     
__________________________________________________________________________________________________
activation_41 (Activation)      (None, 35, 35, 64)   0           batch_normalization_41[0][0]     
__________________________________________________________________________________________________
block35_5_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_36[0][0]              
                                                                 activation_38[0][0]              
                                                                 activation_41[0][0]              
__________________________________________________________________________________________________
block35_5_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_5_mixed[0][0]            
__________________________________________________________________________________________________
block35_5 (Lambda)              (None, 35, 35, 320)  0           block35_4_ac[0][0]               
                                                                 block35_5_conv[0][0]             
__________________________________________________________________________________________________
block35_5_ac (Activation)       (None, 35, 35, 320)  0           block35_5[0][0]                  
__________________________________________________________________________________________________
conv2d_45 (Conv2D)              (None, 35, 35, 32)   10240       block35_5_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 35, 35, 32)   96          conv2d_45[0][0]                  
__________________________________________________________________________________________________
activation_45 (Activation)      (None, 35, 35, 32)   0           batch_normalization_45[0][0]     
__________________________________________________________________________________________________
conv2d_43 (Conv2D)              (None, 35, 35, 32)   10240       block35_5_ac[0][0]               
__________________________________________________________________________________________________
conv2d_46 (Conv2D)              (None, 35, 35, 48)   13824       activation_45[0][0]              
__________________________________________________________________________________________________
batch_normalization_43 (BatchNo (None, 35, 35, 32)   96          conv2d_43[0][0]                  
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 35, 35, 48)   144         conv2d_46[0][0]                  
__________________________________________________________________________________________________
activation_43 (Activation)      (None, 35, 35, 32)   0           batch_normalization_43[0][0]     
__________________________________________________________________________________________________
activation_46 (Activation)      (None, 35, 35, 48)   0           batch_normalization_46[0][0]     
__________________________________________________________________________________________________
conv2d_42 (Conv2D)              (None, 35, 35, 32)   10240       block35_5_ac[0][0]               
__________________________________________________________________________________________________
conv2d_44 (Conv2D)              (None, 35, 35, 32)   9216        activation_43[0][0]              
__________________________________________________________________________________________________
conv2d_47 (Conv2D)              (None, 35, 35, 64)   27648       activation_46[0][0]              
__________________________________________________________________________________________________
batch_normalization_42 (BatchNo (None, 35, 35, 32)   96          conv2d_42[0][0]                  
__________________________________________________________________________________________________
batch_normalization_44 (BatchNo (None, 35, 35, 32)   96          conv2d_44[0][0]                  
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 35, 35, 64)   192         conv2d_47[0][0]                  
__________________________________________________________________________________________________
activation_42 (Activation)      (None, 35, 35, 32)   0           batch_normalization_42[0][0]     
__________________________________________________________________________________________________
activation_44 (Activation)      (None, 35, 35, 32)   0           batch_normalization_44[0][0]     
__________________________________________________________________________________________________
activation_47 (Activation)      (None, 35, 35, 64)   0           batch_normalization_47[0][0]     
__________________________________________________________________________________________________
block35_6_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_42[0][0]              
                                                                 activation_44[0][0]              
                                                                 activation_47[0][0]              
__________________________________________________________________________________________________
block35_6_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_6_mixed[0][0]            
__________________________________________________________________________________________________
block35_6 (Lambda)              (None, 35, 35, 320)  0           block35_5_ac[0][0]               
                                                                 block35_6_conv[0][0]             
__________________________________________________________________________________________________
block35_6_ac (Activation)       (None, 35, 35, 320)  0           block35_6[0][0]                  
__________________________________________________________________________________________________
conv2d_51 (Conv2D)              (None, 35, 35, 32)   10240       block35_6_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_51 (BatchNo (None, 35, 35, 32)   96          conv2d_51[0][0]                  
__________________________________________________________________________________________________
activation_51 (Activation)      (None, 35, 35, 32)   0           batch_normalization_51[0][0]     
__________________________________________________________________________________________________
conv2d_49 (Conv2D)              (None, 35, 35, 32)   10240       block35_6_ac[0][0]               
__________________________________________________________________________________________________
conv2d_52 (Conv2D)              (None, 35, 35, 48)   13824       activation_51[0][0]              
__________________________________________________________________________________________________
batch_normalization_49 (BatchNo (None, 35, 35, 32)   96          conv2d_49[0][0]                  
__________________________________________________________________________________________________
batch_normalization_52 (BatchNo (None, 35, 35, 48)   144         conv2d_52[0][0]                  
__________________________________________________________________________________________________
activation_49 (Activation)      (None, 35, 35, 32)   0           batch_normalization_49[0][0]     
__________________________________________________________________________________________________
activation_52 (Activation)      (None, 35, 35, 48)   0           batch_normalization_52[0][0]     
__________________________________________________________________________________________________
conv2d_48 (Conv2D)              (None, 35, 35, 32)   10240       block35_6_ac[0][0]               
__________________________________________________________________________________________________
conv2d_50 (Conv2D)              (None, 35, 35, 32)   9216        activation_49[0][0]              
__________________________________________________________________________________________________
conv2d_53 (Conv2D)              (None, 35, 35, 64)   27648       activation_52[0][0]              
__________________________________________________________________________________________________
batch_normalization_48 (BatchNo (None, 35, 35, 32)   96          conv2d_48[0][0]                  
__________________________________________________________________________________________________
batch_normalization_50 (BatchNo (None, 35, 35, 32)   96          conv2d_50[0][0]                  
__________________________________________________________________________________________________
batch_normalization_53 (BatchNo (None, 35, 35, 64)   192         conv2d_53[0][0]                  
__________________________________________________________________________________________________
activation_48 (Activation)      (None, 35, 35, 32)   0           batch_normalization_48[0][0]     
__________________________________________________________________________________________________
activation_50 (Activation)      (None, 35, 35, 32)   0           batch_normalization_50[0][0]     
__________________________________________________________________________________________________
activation_53 (Activation)      (None, 35, 35, 64)   0           batch_normalization_53[0][0]     
__________________________________________________________________________________________________
block35_7_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_48[0][0]              
                                                                 activation_50[0][0]              
                                                                 activation_53[0][0]              
__________________________________________________________________________________________________
block35_7_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_7_mixed[0][0]            
__________________________________________________________________________________________________
block35_7 (Lambda)              (None, 35, 35, 320)  0           block35_6_ac[0][0]               
                                                                 block35_7_conv[0][0]             
__________________________________________________________________________________________________
block35_7_ac (Activation)       (None, 35, 35, 320)  0           block35_7[0][0]                  
__________________________________________________________________________________________________
conv2d_57 (Conv2D)              (None, 35, 35, 32)   10240       block35_7_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_57 (BatchNo (None, 35, 35, 32)   96          conv2d_57[0][0]                  
__________________________________________________________________________________________________
activation_57 (Activation)      (None, 35, 35, 32)   0           batch_normalization_57[0][0]     
__________________________________________________________________________________________________
conv2d_55 (Conv2D)              (None, 35, 35, 32)   10240       block35_7_ac[0][0]               
__________________________________________________________________________________________________
conv2d_58 (Conv2D)              (None, 35, 35, 48)   13824       activation_57[0][0]              
__________________________________________________________________________________________________
batch_normalization_55 (BatchNo (None, 35, 35, 32)   96          conv2d_55[0][0]                  
__________________________________________________________________________________________________
batch_normalization_58 (BatchNo (None, 35, 35, 48)   144         conv2d_58[0][0]                  
__________________________________________________________________________________________________
activation_55 (Activation)      (None, 35, 35, 32)   0           batch_normalization_55[0][0]     
__________________________________________________________________________________________________
activation_58 (Activation)      (None, 35, 35, 48)   0           batch_normalization_58[0][0]     
__________________________________________________________________________________________________
conv2d_54 (Conv2D)              (None, 35, 35, 32)   10240       block35_7_ac[0][0]               
__________________________________________________________________________________________________
conv2d_56 (Conv2D)              (None, 35, 35, 32)   9216        activation_55[0][0]              
__________________________________________________________________________________________________
conv2d_59 (Conv2D)              (None, 35, 35, 64)   27648       activation_58[0][0]              
__________________________________________________________________________________________________
batch_normalization_54 (BatchNo (None, 35, 35, 32)   96          conv2d_54[0][0]                  
__________________________________________________________________________________________________
batch_normalization_56 (BatchNo (None, 35, 35, 32)   96          conv2d_56[0][0]                  
__________________________________________________________________________________________________
batch_normalization_59 (BatchNo (None, 35, 35, 64)   192         conv2d_59[0][0]                  
__________________________________________________________________________________________________
activation_54 (Activation)      (None, 35, 35, 32)   0           batch_normalization_54[0][0]     
__________________________________________________________________________________________________
activation_56 (Activation)      (None, 35, 35, 32)   0           batch_normalization_56[0][0]     
__________________________________________________________________________________________________
activation_59 (Activation)      (None, 35, 35, 64)   0           batch_normalization_59[0][0]     
__________________________________________________________________________________________________
block35_8_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_54[0][0]              
                                                                 activation_56[0][0]              
                                                                 activation_59[0][0]              
__________________________________________________________________________________________________
block35_8_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_8_mixed[0][0]            
__________________________________________________________________________________________________
block35_8 (Lambda)              (None, 35, 35, 320)  0           block35_7_ac[0][0]               
                                                                 block35_8_conv[0][0]             
__________________________________________________________________________________________________
block35_8_ac (Activation)       (None, 35, 35, 320)  0           block35_8[0][0]                  
__________________________________________________________________________________________________
conv2d_63 (Conv2D)              (None, 35, 35, 32)   10240       block35_8_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_63 (BatchNo (None, 35, 35, 32)   96          conv2d_63[0][0]                  
__________________________________________________________________________________________________
activation_63 (Activation)      (None, 35, 35, 32)   0           batch_normalization_63[0][0]     
__________________________________________________________________________________________________
conv2d_61 (Conv2D)              (None, 35, 35, 32)   10240       block35_8_ac[0][0]               
__________________________________________________________________________________________________
conv2d_64 (Conv2D)              (None, 35, 35, 48)   13824       activation_63[0][0]              
__________________________________________________________________________________________________
batch_normalization_61 (BatchNo (None, 35, 35, 32)   96          conv2d_61[0][0]                  
__________________________________________________________________________________________________
batch_normalization_64 (BatchNo (None, 35, 35, 48)   144         conv2d_64[0][0]                  
__________________________________________________________________________________________________
activation_61 (Activation)      (None, 35, 35, 32)   0           batch_normalization_61[0][0]     
__________________________________________________________________________________________________
activation_64 (Activation)      (None, 35, 35, 48)   0           batch_normalization_64[0][0]     
__________________________________________________________________________________________________
conv2d_60 (Conv2D)              (None, 35, 35, 32)   10240       block35_8_ac[0][0]               
__________________________________________________________________________________________________
conv2d_62 (Conv2D)              (None, 35, 35, 32)   9216        activation_61[0][0]              
__________________________________________________________________________________________________
conv2d_65 (Conv2D)              (None, 35, 35, 64)   27648       activation_64[0][0]              
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 35, 35, 32)   96          conv2d_60[0][0]                  
__________________________________________________________________________________________________
batch_normalization_62 (BatchNo (None, 35, 35, 32)   96          conv2d_62[0][0]                  
__________________________________________________________________________________________________
batch_normalization_65 (BatchNo (None, 35, 35, 64)   192         conv2d_65[0][0]                  
__________________________________________________________________________________________________
activation_60 (Activation)      (None, 35, 35, 32)   0           batch_normalization_60[0][0]     
__________________________________________________________________________________________________
activation_62 (Activation)      (None, 35, 35, 32)   0           batch_normalization_62[0][0]     
__________________________________________________________________________________________________
activation_65 (Activation)      (None, 35, 35, 64)   0           batch_normalization_65[0][0]     
__________________________________________________________________________________________________
block35_9_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_60[0][0]              
                                                                 activation_62[0][0]              
                                                                 activation_65[0][0]              
__________________________________________________________________________________________________
block35_9_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_9_mixed[0][0]            
__________________________________________________________________________________________________
block35_9 (Lambda)              (None, 35, 35, 320)  0           block35_8_ac[0][0]               
                                                                 block35_9_conv[0][0]             
__________________________________________________________________________________________________
block35_9_ac (Activation)       (None, 35, 35, 320)  0           block35_9[0][0]                  
__________________________________________________________________________________________________
conv2d_69 (Conv2D)              (None, 35, 35, 32)   10240       block35_9_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_69 (BatchNo (None, 35, 35, 32)   96          conv2d_69[0][0]                  
__________________________________________________________________________________________________
activation_69 (Activation)      (None, 35, 35, 32)   0           batch_normalization_69[0][0]     
__________________________________________________________________________________________________
conv2d_67 (Conv2D)              (None, 35, 35, 32)   10240       block35_9_ac[0][0]               
__________________________________________________________________________________________________
conv2d_70 (Conv2D)              (None, 35, 35, 48)   13824       activation_69[0][0]              
__________________________________________________________________________________________________
batch_normalization_67 (BatchNo (None, 35, 35, 32)   96          conv2d_67[0][0]                  
__________________________________________________________________________________________________
batch_normalization_70 (BatchNo (None, 35, 35, 48)   144         conv2d_70[0][0]                  
__________________________________________________________________________________________________
activation_67 (Activation)      (None, 35, 35, 32)   0           batch_normalization_67[0][0]     
__________________________________________________________________________________________________
activation_70 (Activation)      (None, 35, 35, 48)   0           batch_normalization_70[0][0]     
__________________________________________________________________________________________________
conv2d_66 (Conv2D)              (None, 35, 35, 32)   10240       block35_9_ac[0][0]               
__________________________________________________________________________________________________
conv2d_68 (Conv2D)              (None, 35, 35, 32)   9216        activation_67[0][0]              
__________________________________________________________________________________________________
conv2d_71 (Conv2D)              (None, 35, 35, 64)   27648       activation_70[0][0]              
__________________________________________________________________________________________________
batch_normalization_66 (BatchNo (None, 35, 35, 32)   96          conv2d_66[0][0]                  
__________________________________________________________________________________________________
batch_normalization_68 (BatchNo (None, 35, 35, 32)   96          conv2d_68[0][0]                  
__________________________________________________________________________________________________
batch_normalization_71 (BatchNo (None, 35, 35, 64)   192         conv2d_71[0][0]                  
__________________________________________________________________________________________________
activation_66 (Activation)      (None, 35, 35, 32)   0           batch_normalization_66[0][0]     
__________________________________________________________________________________________________
activation_68 (Activation)      (None, 35, 35, 32)   0           batch_normalization_68[0][0]     
__________________________________________________________________________________________________
activation_71 (Activation)      (None, 35, 35, 64)   0           batch_normalization_71[0][0]     
__________________________________________________________________________________________________
block35_10_mixed (Concatenate)  (None, 35, 35, 128)  0           activation_66[0][0]              
                                                                 activation_68[0][0]              
                                                                 activation_71[0][0]              
__________________________________________________________________________________________________
block35_10_conv (Conv2D)        (None, 35, 35, 320)  41280       block35_10_mixed[0][0]           
__________________________________________________________________________________________________
block35_10 (Lambda)             (None, 35, 35, 320)  0           block35_9_ac[0][0]               
                                                                 block35_10_conv[0][0]            
__________________________________________________________________________________________________
block35_10_ac (Activation)      (None, 35, 35, 320)  0           block35_10[0][0]                 
__________________________________________________________________________________________________
conv2d_73 (Conv2D)              (None, 35, 35, 256)  81920       block35_10_ac[0][0]              
__________________________________________________________________________________________________
batch_normalization_73 (BatchNo (None, 35, 35, 256)  768         conv2d_73[0][0]                  
__________________________________________________________________________________________________
activation_73 (Activation)      (None, 35, 35, 256)  0           batch_normalization_73[0][0]     
__________________________________________________________________________________________________
conv2d_74 (Conv2D)              (None, 35, 35, 256)  589824      activation_73[0][0]              
__________________________________________________________________________________________________
batch_normalization_74 (BatchNo (None, 35, 35, 256)  768         conv2d_74[0][0]                  
__________________________________________________________________________________________________
activation_74 (Activation)      (None, 35, 35, 256)  0           batch_normalization_74[0][0]     
__________________________________________________________________________________________________
conv2d_72 (Conv2D)              (None, 17, 17, 384)  1105920     block35_10_ac[0][0]              
__________________________________________________________________________________________________
conv2d_75 (Conv2D)              (None, 17, 17, 384)  884736      activation_74[0][0]              
__________________________________________________________________________________________________
batch_normalization_72 (BatchNo (None, 17, 17, 384)  1152        conv2d_72[0][0]                  
__________________________________________________________________________________________________
batch_normalization_75 (BatchNo (None, 17, 17, 384)  1152        conv2d_75[0][0]                  
__________________________________________________________________________________________________
activation_72 (Activation)      (None, 17, 17, 384)  0           batch_normalization_72[0][0]     
__________________________________________________________________________________________________
activation_75 (Activation)      (None, 17, 17, 384)  0           batch_normalization_75[0][0]     
__________________________________________________________________________________________________
max_pooling2d_2 (MaxPooling2D)  (None, 17, 17, 320)  0           block35_10_ac[0][0]              
__________________________________________________________________________________________________
mixed_6a (Concatenate)          (None, 17, 17, 1088) 0           activation_72[0][0]              
                                                                 activation_75[0][0]              
                                                                 max_pooling2d_2[0][0]            
__________________________________________________________________________________________________
conv2d_77 (Conv2D)              (None, 17, 17, 128)  139264      mixed_6a[0][0]                   
__________________________________________________________________________________________________
batch_normalization_77 (BatchNo (None, 17, 17, 128)  384         conv2d_77[0][0]                  
__________________________________________________________________________________________________
activation_77 (Activation)      (None, 17, 17, 128)  0           batch_normalization_77[0][0]     
__________________________________________________________________________________________________
conv2d_78 (Conv2D)              (None, 17, 17, 160)  143360      activation_77[0][0]              
__________________________________________________________________________________________________
batch_normalization_78 (BatchNo (None, 17, 17, 160)  480         conv2d_78[0][0]                  
__________________________________________________________________________________________________
activation_78 (Activation)      (None, 17, 17, 160)  0           batch_normalization_78[0][0]     
__________________________________________________________________________________________________
conv2d_76 (Conv2D)              (None, 17, 17, 192)  208896      mixed_6a[0][0]                   
__________________________________________________________________________________________________
conv2d_79 (Conv2D)              (None, 17, 17, 192)  215040      activation_78[0][0]              
__________________________________________________________________________________________________
batch_normalization_76 (BatchNo (None, 17, 17, 192)  576         conv2d_76[0][0]                  
__________________________________________________________________________________________________
batch_normalization_79 (BatchNo (None, 17, 17, 192)  576         conv2d_79[0][0]                  
__________________________________________________________________________________________________
activation_76 (Activation)      (None, 17, 17, 192)  0           batch_normalization_76[0][0]     
__________________________________________________________________________________________________
activation_79 (Activation)      (None, 17, 17, 192)  0           batch_normalization_79[0][0]     
__________________________________________________________________________________________________
block17_1_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_76[0][0]              
                                                                 activation_79[0][0]              
__________________________________________________________________________________________________
block17_1_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_1_mixed[0][0]            
__________________________________________________________________________________________________
block17_1 (Lambda)              (None, 17, 17, 1088) 0           mixed_6a[0][0]                   
                                                                 block17_1_conv[0][0]             
__________________________________________________________________________________________________
block17_1_ac (Activation)       (None, 17, 17, 1088) 0           block17_1[0][0]                  
__________________________________________________________________________________________________
conv2d_81 (Conv2D)              (None, 17, 17, 128)  139264      block17_1_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_81 (BatchNo (None, 17, 17, 128)  384         conv2d_81[0][0]                  
__________________________________________________________________________________________________
activation_81 (Activation)      (None, 17, 17, 128)  0           batch_normalization_81[0][0]     
__________________________________________________________________________________________________
conv2d_82 (Conv2D)              (None, 17, 17, 160)  143360      activation_81[0][0]              
__________________________________________________________________________________________________
batch_normalization_82 (BatchNo (None, 17, 17, 160)  480         conv2d_82[0][0]                  
__________________________________________________________________________________________________
activation_82 (Activation)      (None, 17, 17, 160)  0           batch_normalization_82[0][0]     
__________________________________________________________________________________________________
conv2d_80 (Conv2D)              (None, 17, 17, 192)  208896      block17_1_ac[0][0]               
__________________________________________________________________________________________________
conv2d_83 (Conv2D)              (None, 17, 17, 192)  215040      activation_82[0][0]              
__________________________________________________________________________________________________
batch_normalization_80 (BatchNo (None, 17, 17, 192)  576         conv2d_80[0][0]                  
__________________________________________________________________________________________________
batch_normalization_83 (BatchNo (None, 17, 17, 192)  576         conv2d_83[0][0]                  
__________________________________________________________________________________________________
activation_80 (Activation)      (None, 17, 17, 192)  0           batch_normalization_80[0][0]     
__________________________________________________________________________________________________
activation_83 (Activation)      (None, 17, 17, 192)  0           batch_normalization_83[0][0]     
__________________________________________________________________________________________________
block17_2_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_80[0][0]              
                                                                 activation_83[0][0]              
__________________________________________________________________________________________________
block17_2_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_2_mixed[0][0]            
__________________________________________________________________________________________________
block17_2 (Lambda)              (None, 17, 17, 1088) 0           block17_1_ac[0][0]               
                                                                 block17_2_conv[0][0]             
__________________________________________________________________________________________________
block17_2_ac (Activation)       (None, 17, 17, 1088) 0           block17_2[0][0]                  
__________________________________________________________________________________________________
conv2d_85 (Conv2D)              (None, 17, 17, 128)  139264      block17_2_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_85 (BatchNo (None, 17, 17, 128)  384         conv2d_85[0][0]                  
__________________________________________________________________________________________________
activation_85 (Activation)      (None, 17, 17, 128)  0           batch_normalization_85[0][0]     
__________________________________________________________________________________________________
conv2d_86 (Conv2D)              (None, 17, 17, 160)  143360      activation_85[0][0]              
__________________________________________________________________________________________________
batch_normalization_86 (BatchNo (None, 17, 17, 160)  480         conv2d_86[0][0]                  
__________________________________________________________________________________________________
activation_86 (Activation)      (None, 17, 17, 160)  0           batch_normalization_86[0][0]     
__________________________________________________________________________________________________
conv2d_84 (Conv2D)              (None, 17, 17, 192)  208896      block17_2_ac[0][0]               
__________________________________________________________________________________________________
conv2d_87 (Conv2D)              (None, 17, 17, 192)  215040      activation_86[0][0]              
__________________________________________________________________________________________________
batch_normalization_84 (BatchNo (None, 17, 17, 192)  576         conv2d_84[0][0]                  
__________________________________________________________________________________________________
batch_normalization_87 (BatchNo (None, 17, 17, 192)  576         conv2d_87[0][0]                  
__________________________________________________________________________________________________
activation_84 (Activation)      (None, 17, 17, 192)  0           batch_normalization_84[0][0]     
__________________________________________________________________________________________________
activation_87 (Activation)      (None, 17, 17, 192)  0           batch_normalization_87[0][0]     
__________________________________________________________________________________________________
block17_3_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_84[0][0]              
                                                                 activation_87[0][0]              
__________________________________________________________________________________________________
block17_3_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_3_mixed[0][0]            
__________________________________________________________________________________________________
block17_3 (Lambda)              (None, 17, 17, 1088) 0           block17_2_ac[0][0]               
                                                                 block17_3_conv[0][0]             
__________________________________________________________________________________________________
block17_3_ac (Activation)       (None, 17, 17, 1088) 0           block17_3[0][0]                  
__________________________________________________________________________________________________
conv2d_89 (Conv2D)              (None, 17, 17, 128)  139264      block17_3_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_89 (BatchNo (None, 17, 17, 128)  384         conv2d_89[0][0]                  
__________________________________________________________________________________________________
activation_89 (Activation)      (None, 17, 17, 128)  0           batch_normalization_89[0][0]     
__________________________________________________________________________________________________
conv2d_90 (Conv2D)              (None, 17, 17, 160)  143360      activation_89[0][0]              
__________________________________________________________________________________________________
batch_normalization_90 (BatchNo (None, 17, 17, 160)  480         conv2d_90[0][0]                  
__________________________________________________________________________________________________
activation_90 (Activation)      (None, 17, 17, 160)  0           batch_normalization_90[0][0]     
__________________________________________________________________________________________________
conv2d_88 (Conv2D)              (None, 17, 17, 192)  208896      block17_3_ac[0][0]               
__________________________________________________________________________________________________
conv2d_91 (Conv2D)              (None, 17, 17, 192)  215040      activation_90[0][0]              
__________________________________________________________________________________________________
batch_normalization_88 (BatchNo (None, 17, 17, 192)  576         conv2d_88[0][0]                  
__________________________________________________________________________________________________
batch_normalization_91 (BatchNo (None, 17, 17, 192)  576         conv2d_91[0][0]                  
__________________________________________________________________________________________________
activation_88 (Activation)      (None, 17, 17, 192)  0           batch_normalization_88[0][0]     
__________________________________________________________________________________________________
activation_91 (Activation)      (None, 17, 17, 192)  0           batch_normalization_91[0][0]     
__________________________________________________________________________________________________
block17_4_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_88[0][0]              
                                                                 activation_91[0][0]              
__________________________________________________________________________________________________
block17_4_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_4_mixed[0][0]            
__________________________________________________________________________________________________
block17_4 (Lambda)              (None, 17, 17, 1088) 0           block17_3_ac[0][0]               
                                                                 block17_4_conv[0][0]             
__________________________________________________________________________________________________
block17_4_ac (Activation)       (None, 17, 17, 1088) 0           block17_4[0][0]                  
__________________________________________________________________________________________________
conv2d_93 (Conv2D)              (None, 17, 17, 128)  139264      block17_4_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_93 (BatchNo (None, 17, 17, 128)  384         conv2d_93[0][0]                  
__________________________________________________________________________________________________
activation_93 (Activation)      (None, 17, 17, 128)  0           batch_normalization_93[0][0]     
__________________________________________________________________________________________________
conv2d_94 (Conv2D)              (None, 17, 17, 160)  143360      activation_93[0][0]              
__________________________________________________________________________________________________
batch_normalization_94 (BatchNo (None, 17, 17, 160)  480         conv2d_94[0][0]                  
__________________________________________________________________________________________________
activation_94 (Activation)      (None, 17, 17, 160)  0           batch_normalization_94[0][0]     
__________________________________________________________________________________________________
conv2d_92 (Conv2D)              (None, 17, 17, 192)  208896      block17_4_ac[0][0]               
__________________________________________________________________________________________________
conv2d_95 (Conv2D)              (None, 17, 17, 192)  215040      activation_94[0][0]              
__________________________________________________________________________________________________
batch_normalization_92 (BatchNo (None, 17, 17, 192)  576         conv2d_92[0][0]                  
__________________________________________________________________________________________________
batch_normalization_95 (BatchNo (None, 17, 17, 192)  576         conv2d_95[0][0]                  
__________________________________________________________________________________________________
activation_92 (Activation)      (None, 17, 17, 192)  0           batch_normalization_92[0][0]     
__________________________________________________________________________________________________
activation_95 (Activation)      (None, 17, 17, 192)  0           batch_normalization_95[0][0]     
__________________________________________________________________________________________________
block17_5_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_92[0][0]              
                                                                 activation_95[0][0]              
__________________________________________________________________________________________________
block17_5_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_5_mixed[0][0]            
__________________________________________________________________________________________________
block17_5 (Lambda)              (None, 17, 17, 1088) 0           block17_4_ac[0][0]               
                                                                 block17_5_conv[0][0]             
__________________________________________________________________________________________________
block17_5_ac (Activation)       (None, 17, 17, 1088) 0           block17_5[0][0]                  
__________________________________________________________________________________________________
conv2d_97 (Conv2D)              (None, 17, 17, 128)  139264      block17_5_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_97 (BatchNo (None, 17, 17, 128)  384         conv2d_97[0][0]                  
__________________________________________________________________________________________________
activation_97 (Activation)      (None, 17, 17, 128)  0           batch_normalization_97[0][0]     
__________________________________________________________________________________________________
conv2d_98 (Conv2D)              (None, 17, 17, 160)  143360      activation_97[0][0]              
__________________________________________________________________________________________________
batch_normalization_98 (BatchNo (None, 17, 17, 160)  480         conv2d_98[0][0]                  
__________________________________________________________________________________________________
activation_98 (Activation)      (None, 17, 17, 160)  0           batch_normalization_98[0][0]     
__________________________________________________________________________________________________
conv2d_96 (Conv2D)              (None, 17, 17, 192)  208896      block17_5_ac[0][0]               
__________________________________________________________________________________________________
conv2d_99 (Conv2D)              (None, 17, 17, 192)  215040      activation_98[0][0]              
__________________________________________________________________________________________________
batch_normalization_96 (BatchNo (None, 17, 17, 192)  576         conv2d_96[0][0]                  
__________________________________________________________________________________________________
batch_normalization_99 (BatchNo (None, 17, 17, 192)  576         conv2d_99[0][0]                  
__________________________________________________________________________________________________
activation_96 (Activation)      (None, 17, 17, 192)  0           batch_normalization_96[0][0]     
__________________________________________________________________________________________________
activation_99 (Activation)      (None, 17, 17, 192)  0           batch_normalization_99[0][0]     
__________________________________________________________________________________________________
block17_6_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_96[0][0]              
                                                                 activation_99[0][0]              
__________________________________________________________________________________________________
block17_6_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_6_mixed[0][0]            
__________________________________________________________________________________________________
block17_6 (Lambda)              (None, 17, 17, 1088) 0           block17_5_ac[0][0]               
                                                                 block17_6_conv[0][0]             
__________________________________________________________________________________________________
block17_6_ac (Activation)       (None, 17, 17, 1088) 0           block17_6[0][0]                  
__________________________________________________________________________________________________
conv2d_101 (Conv2D)             (None, 17, 17, 128)  139264      block17_6_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_101 (BatchN (None, 17, 17, 128)  384         conv2d_101[0][0]                 
__________________________________________________________________________________________________
activation_101 (Activation)     (None, 17, 17, 128)  0           batch_normalization_101[0][0]    
__________________________________________________________________________________________________
conv2d_102 (Conv2D)             (None, 17, 17, 160)  143360      activation_101[0][0]             
__________________________________________________________________________________________________
batch_normalization_102 (BatchN (None, 17, 17, 160)  480         conv2d_102[0][0]                 
__________________________________________________________________________________________________
activation_102 (Activation)     (None, 17, 17, 160)  0           batch_normalization_102[0][0]    
__________________________________________________________________________________________________
conv2d_100 (Conv2D)             (None, 17, 17, 192)  208896      block17_6_ac[0][0]               
__________________________________________________________________________________________________
conv2d_103 (Conv2D)             (None, 17, 17, 192)  215040      activation_102[0][0]             
__________________________________________________________________________________________________
batch_normalization_100 (BatchN (None, 17, 17, 192)  576         conv2d_100[0][0]                 
__________________________________________________________________________________________________
batch_normalization_103 (BatchN (None, 17, 17, 192)  576         conv2d_103[0][0]                 
__________________________________________________________________________________________________
activation_100 (Activation)     (None, 17, 17, 192)  0           batch_normalization_100[0][0]    
__________________________________________________________________________________________________
activation_103 (Activation)     (None, 17, 17, 192)  0           batch_normalization_103[0][0]    
__________________________________________________________________________________________________
block17_7_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_100[0][0]             
                                                                 activation_103[0][0]             
__________________________________________________________________________________________________
block17_7_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_7_mixed[0][0]            
__________________________________________________________________________________________________
block17_7 (Lambda)              (None, 17, 17, 1088) 0           block17_6_ac[0][0]               
                                                                 block17_7_conv[0][0]             
__________________________________________________________________________________________________
block17_7_ac (Activation)       (None, 17, 17, 1088) 0           block17_7[0][0]                  
__________________________________________________________________________________________________
conv2d_105 (Conv2D)             (None, 17, 17, 128)  139264      block17_7_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_105 (BatchN (None, 17, 17, 128)  384         conv2d_105[0][0]                 
__________________________________________________________________________________________________
activation_105 (Activation)     (None, 17, 17, 128)  0           batch_normalization_105[0][0]    
__________________________________________________________________________________________________
conv2d_106 (Conv2D)             (None, 17, 17, 160)  143360      activation_105[0][0]             
__________________________________________________________________________________________________
batch_normalization_106 (BatchN (None, 17, 17, 160)  480         conv2d_106[0][0]                 
__________________________________________________________________________________________________
activation_106 (Activation)     (None, 17, 17, 160)  0           batch_normalization_106[0][0]    
__________________________________________________________________________________________________
conv2d_104 (Conv2D)             (None, 17, 17, 192)  208896      block17_7_ac[0][0]               
__________________________________________________________________________________________________
conv2d_107 (Conv2D)             (None, 17, 17, 192)  215040      activation_106[0][0]             
__________________________________________________________________________________________________
batch_normalization_104 (BatchN (None, 17, 17, 192)  576         conv2d_104[0][0]                 
__________________________________________________________________________________________________
batch_normalization_107 (BatchN (None, 17, 17, 192)  576         conv2d_107[0][0]                 
__________________________________________________________________________________________________
activation_104 (Activation)     (None, 17, 17, 192)  0           batch_normalization_104[0][0]    
__________________________________________________________________________________________________
activation_107 (Activation)     (None, 17, 17, 192)  0           batch_normalization_107[0][0]    
__________________________________________________________________________________________________
block17_8_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_104[0][0]             
                                                                 activation_107[0][0]             
__________________________________________________________________________________________________
block17_8_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_8_mixed[0][0]            
__________________________________________________________________________________________________
block17_8 (Lambda)              (None, 17, 17, 1088) 0           block17_7_ac[0][0]               
                                                                 block17_8_conv[0][0]             
__________________________________________________________________________________________________
block17_8_ac (Activation)       (None, 17, 17, 1088) 0           block17_8[0][0]                  
__________________________________________________________________________________________________
conv2d_109 (Conv2D)             (None, 17, 17, 128)  139264      block17_8_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_109 (BatchN (None, 17, 17, 128)  384         conv2d_109[0][0]                 
__________________________________________________________________________________________________
activation_109 (Activation)     (None, 17, 17, 128)  0           batch_normalization_109[0][0]    
__________________________________________________________________________________________________
conv2d_110 (Conv2D)             (None, 17, 17, 160)  143360      activation_109[0][0]             
__________________________________________________________________________________________________
batch_normalization_110 (BatchN (None, 17, 17, 160)  480         conv2d_110[0][0]                 
__________________________________________________________________________________________________
activation_110 (Activation)     (None, 17, 17, 160)  0           batch_normalization_110[0][0]    
__________________________________________________________________________________________________
conv2d_108 (Conv2D)             (None, 17, 17, 192)  208896      block17_8_ac[0][0]               
__________________________________________________________________________________________________
conv2d_111 (Conv2D)             (None, 17, 17, 192)  215040      activation_110[0][0]             
__________________________________________________________________________________________________
batch_normalization_108 (BatchN (None, 17, 17, 192)  576         conv2d_108[0][0]                 
__________________________________________________________________________________________________
batch_normalization_111 (BatchN (None, 17, 17, 192)  576         conv2d_111[0][0]                 
__________________________________________________________________________________________________
activation_108 (Activation)     (None, 17, 17, 192)  0           batch_normalization_108[0][0]    
__________________________________________________________________________________________________
activation_111 (Activation)     (None, 17, 17, 192)  0           batch_normalization_111[0][0]    
__________________________________________________________________________________________________
block17_9_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_108[0][0]             
                                                                 activation_111[0][0]             
__________________________________________________________________________________________________
block17_9_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_9_mixed[0][0]            
__________________________________________________________________________________________________
block17_9 (Lambda)              (None, 17, 17, 1088) 0           block17_8_ac[0][0]               
                                                                 block17_9_conv[0][0]             
__________________________________________________________________________________________________
block17_9_ac (Activation)       (None, 17, 17, 1088) 0           block17_9[0][0]                  
__________________________________________________________________________________________________
conv2d_113 (Conv2D)             (None, 17, 17, 128)  139264      block17_9_ac[0][0]               
__________________________________________________________________________________________________
batch_normalization_113 (BatchN (None, 17, 17, 128)  384         conv2d_113[0][0]                 
__________________________________________________________________________________________________
activation_113 (Activation)     (None, 17, 17, 128)  0           batch_normalization_113[0][0]    
__________________________________________________________________________________________________
conv2d_114 (Conv2D)             (None, 17, 17, 160)  143360      activation_113[0][0]             
__________________________________________________________________________________________________
batch_normalization_114 (BatchN (None, 17, 17, 160)  480         conv2d_114[0][0]                 
__________________________________________________________________________________________________
activation_114 (Activation)     (None, 17, 17, 160)  0           batch_normalization_114[0][0]    
__________________________________________________________________________________________________
conv2d_112 (Conv2D)             (None, 17, 17, 192)  208896      block17_9_ac[0][0]               
__________________________________________________________________________________________________
conv2d_115 (Conv2D)             (None, 17, 17, 192)  215040      activation_114[0][0]             
__________________________________________________________________________________________________
batch_normalization_112 (BatchN (None, 17, 17, 192)  576         conv2d_112[0][0]                 
__________________________________________________________________________________________________
batch_normalization_115 (BatchN (None, 17, 17, 192)  576         conv2d_115[0][0]                 
__________________________________________________________________________________________________
activation_112 (Activation)     (None, 17, 17, 192)  0           batch_normalization_112[0][0]    
__________________________________________________________________________________________________
activation_115 (Activation)     (None, 17, 17, 192)  0           batch_normalization_115[0][0]    
__________________________________________________________________________________________________
block17_10_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_112[0][0]             
                                                                 activation_115[0][0]             
__________________________________________________________________________________________________
block17_10_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_10_mixed[0][0]           
__________________________________________________________________________________________________
block17_10 (Lambda)             (None, 17, 17, 1088) 0           block17_9_ac[0][0]               
                                                                 block17_10_conv[0][0]            
__________________________________________________________________________________________________
block17_10_ac (Activation)      (None, 17, 17, 1088) 0           block17_10[0][0]                 
__________________________________________________________________________________________________
conv2d_117 (Conv2D)             (None, 17, 17, 128)  139264      block17_10_ac[0][0]              
__________________________________________________________________________________________________
batch_normalization_117 (BatchN (None, 17, 17, 128)  384         conv2d_117[0][0]                 
__________________________________________________________________________________________________
activation_117 (Activation)     (None, 17, 17, 128)  0           batch_normalization_117[0][0]    
__________________________________________________________________________________________________
conv2d_118 (Conv2D)             (None, 17, 17, 160)  143360      activation_117[0][0]             
__________________________________________________________________________________________________
batch_normalization_118 (BatchN (None, 17, 17, 160)  480         conv2d_118[0][0]                 
__________________________________________________________________________________________________
activation_118 (Activation)     (None, 17, 17, 160)  0           batch_normalization_118[0][0]    
__________________________________________________________________________________________________
conv2d_116 (Conv2D)             (None, 17, 17, 192)  208896      block17_10_ac[0][0]              
__________________________________________________________________________________________________
conv2d_119 (Conv2D)             (None, 17, 17, 192)  215040      activation_118[0][0]             
__________________________________________________________________________________________________
batch_normalization_116 (BatchN (None, 17, 17, 192)  576         conv2d_116[0][0]                 
__________________________________________________________________________________________________
batch_normalization_119 (BatchN (None, 17, 17, 192)  576         conv2d_119[0][0]                 
__________________________________________________________________________________________________
activation_116 (Activation)     (None, 17, 17, 192)  0           batch_normalization_116[0][0]    
__________________________________________________________________________________________________
activation_119 (Activation)     (None, 17, 17, 192)  0           batch_normalization_119[0][0]    
__________________________________________________________________________________________________
block17_11_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_116[0][0]             
                                                                 activation_119[0][0]             
__________________________________________________________________________________________________
block17_11_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_11_mixed[0][0]           
__________________________________________________________________________________________________
block17_11 (Lambda)             (None, 17, 17, 1088) 0           block17_10_ac[0][0]              
                                                                 block17_11_conv[0][0]            
__________________________________________________________________________________________________
block17_11_ac (Activation)      (None, 17, 17, 1088) 0           block17_11[0][0]                 
__________________________________________________________________________________________________
conv2d_121 (Conv2D)             (None, 17, 17, 128)  139264      block17_11_ac[0][0]              
__________________________________________________________________________________________________
batch_normalization_121 (BatchN (None, 17, 17, 128)  384         conv2d_121[0][0]                 
__________________________________________________________________________________________________
activation_121 (Activation)     (None, 17, 17, 128)  0           batch_normalization_121[0][0]    
__________________________________________________________________________________________________
conv2d_122 (Conv2D)             (None, 17, 17, 160)  143360      activation_121[0][0]             
__________________________________________________________________________________________________
batch_normalization_122 (BatchN (None, 17, 17, 160)  480         conv2d_122[0][0]                 
__________________________________________________________________________________________________
activation_122 (Activation)     (None, 17, 17, 160)  0           batch_normalization_122[0][0]    
__________________________________________________________________________________________________
conv2d_120 (Conv2D)             (None, 17, 17, 192)  208896      block17_11_ac[0][0]              
__________________________________________________________________________________________________
conv2d_123 (Conv2D)             (None, 17, 17, 192)  215040      activation_122[0][0]             
__________________________________________________________________________________________________
batch_normalization_120 (BatchN (None, 17, 17, 192)  576         conv2d_120[0][0]                 
__________________________________________________________________________________________________
batch_normalization_123 (BatchN (None, 17, 17, 192)  576         conv2d_123[0][0]                 
__________________________________________________________________________________________________
activation_120 (Activation)     (None, 17, 17, 192)  0           batch_normalization_120[0][0]    
__________________________________________________________________________________________________
activation_123 (Activation)     (None, 17, 17, 192)  0           batch_normalization_123[0][0]    
__________________________________________________________________________________________________
block17_12_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_120[0][0]             
                                                                 activation_123[0][0]             
__________________________________________________________________________________________________
block17_12_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_12_mixed[0][0]           
__________________________________________________________________________________________________
block17_12 (Lambda)             (None, 17, 17, 1088) 0           block17_11_ac[0][0]              
                                                                 block17_12_conv[0][0]            
__________________________________________________________________________________________________
block17_12_ac (Activation)      (None, 17, 17, 1088) 0           block17_12[0][0]                 
__________________________________________________________________________________________________
conv2d_125 (Conv2D)             (None, 17, 17, 128)  139264      block17_12_ac[0][0]              
__________________________________________________________________________________________________
batch_normalization_125 (BatchN (None, 17, 17, 128)  384         conv2d_125[0][0]                 
__________________________________________________________________________________________________
activation_125 (Activation)     (None, 17, 17, 128)  0           batch_normalization_125[0][0]    
__________________________________________________________________________________________________
conv2d_126 (Conv2D)             (None, 17, 17, 160)  143360      activation_125[0][0]             
__________________________________________________________________________________________________
batch_normalization_126 (BatchN (None, 17, 17, 160)  480         conv2d_126[0][0]                 
__________________________________________________________________________________________________
activation_126 (Activation)     (None, 17, 17, 160)  0           batch_normalization_126[0][0]    
__________________________________________________________________________________________________
conv2d_124 (Conv2D)             (None, 17, 17, 192)  208896      block17_12_ac[0][0]              
__________________________________________________________________________________________________
conv2d_127 (Conv2D)             (None, 17, 17, 192)  215040      activation_126[0][0]             
__________________________________________________________________________________________________
batch_normalization_124 (BatchN (None, 17, 17, 192)  576         conv2d_124[0][0]                 
__________________________________________________________________________________________________
batch_normalization_127 (BatchN (None, 17, 17, 192)  576         conv2d_127[0][0]                 
__________________________________________________________________________________________________
activation_124 (Activation)     (None, 17, 17, 192)  0           batch_normalization_124[0][0]    
__________________________________________________________________________________________________
activation_127 (Activation)     (None, 17, 17, 192)  0           batch_normalization_127[0][0]    
__________________________________________________________________________________________________
block17_13_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_124[0][0]             
                                                                 activation_127[0][0]             
__________________________________________________________________________________________________
block17_13_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_13_mixed[0][0]           
__________________________________________________________________________________________________
block17_13 (Lambda)             (None, 17, 17, 1088) 0           block17_12_ac[0][0]              
                                                                 block17_13_conv[0][0]            
__________________________________________________________________________________________________
block17_13_ac (Activation)      (None, 17, 17, 1088) 0           block17_13[0][0]                 
__________________________________________________________________________________________________
conv2d_129 (Conv2D)             (None, 17, 17, 128)  139264      block17_13_ac[0][0]              
__________________________________________________________________________________________________
batch_normalization_129 (BatchN (None, 17, 17, 128)  384         conv2d_129[0][0]                 
__________________________________________________________________________________________________
activation_129 (Activation)     (None, 17, 17, 128)  0           batch_normalization_129[0][0]    
__________________________________________________________________________________________________
conv2d_130 (Conv2D)             (None, 17, 17, 160)  143360      activation_129[0][0]             
__________________________________________________________________________________________________
batch_normalization_130 (BatchN (None, 17, 17, 160)  480         conv2d_130[0][0]                 
__________________________________________________________________________________________________
activation_130 (Activation)     (None, 17, 17, 160)  0           batch_normalization_130[0][0]    
__________________________________________________________________________________________________
conv2d_128 (Conv2D)             (None, 17, 17, 192)  208896      block17_13_ac[0][0]              
__________________________________________________________________________________________________
conv2d_131 (Conv2D)             (None, 17, 17, 192)  215040      activation_130[0][0]             
__________________________________________________________________________________________________
batch_normalization_128 (BatchN (None, 17, 17, 192)  576         conv2d_128[0][0]                 
__________________________________________________________________________________________________
batch_normalization_131 (BatchN (None, 17, 17, 192)  576         conv2d_131[0][0]                 
__________________________________________________________________________________________________
activation_128 (Activation)     (None, 17, 17, 192)  0           batch_normalization_128[0][0]    
__________________________________________________________________________________________________
activation_131 (Activation)     (None, 17, 17, 192)  0           batch_normalization_131[0][0]    
__________________________________________________________________________________________________
block17_14_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_128[0][0]             
                                                                 activation_131[0][0]             
__________________________________________________________________________________________________
block17_14_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_14_mixed[0][0]           
__________________________________________________________________________________________________
block17_14 (Lambda)             (None, 17, 17, 1088) 0           block17_13_ac[0][0]              
                                                                 block17_14_conv[0][0]            
__________________________________________________________________________________________________
block17_14_ac (Activation)      (None, 17, 17, 1088) 0           block17_14[0][0]                 
__________________________________________________________________________________________________
conv2d_133 (Conv2D)             (None, 17, 17, 128)  139264      block17_14_ac[0][0]              
__________________________________________________________________________________________________
batch_normalization_133 (BatchN (None, 17, 17, 128)  384         conv2d_133[0][0]                 
__________________________________________________________________________________________________
activation_133 (Activation)     (None, 17, 17, 128)  0           batch_normalization_133[0][0]    
__________________________________________________________________________________________________
conv2d_134 (Conv2D)             (None, 17, 17, 160)  143360      activation_133[0][0]             
__________________________________________________________________________________________________
batch_normalization_134 (BatchN (None, 17, 17, 160)  480         conv2d_134[0][0]                 
__________________________________________________________________________________________________
activation_134 (Activation)     (None, 17, 17, 160)  0           batch_normalization_134[0][0]    
__________________________________________________________________________________________________
conv2d_132 (Conv2D)             (None, 17, 17, 192)  208896      block17_14_ac[0][0]              
__________________________________________________________________________________________________
conv2d_135 (Conv2D)             (None, 17, 17, 192)  215040      activation_134[0][0]             
__________________________________________________________________________________________________
batch_normalization_132 (BatchN (None, 17, 17, 192)  576         conv2d_132[0][0]                 
__________________________________________________________________________________________________
batch_normalization_135 (BatchN (None, 17, 17, 192)  576         conv2d_135[0][0]                 
__________________________________________________________________________________________________
activation_132 (Activation)     (None, 17, 17, 192)  0           batch_normalization_132[0][0]    
__________________________________________________________________________________________________
activation_135 (Activation)     (None, 17, 17, 192)  0           batch_normalization_135[0][0]    
__________________________________________________________________________________________________
block17_15_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_132[0][0]             
                                                                 activation_135[0][0]             
__________________________________________________________________________________________________
block17_15_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_15_mixed[0][0]           
__________________________________________________________________________________________________
block17_15 (Lambda)             (None, 17, 17, 1088) 0           block17_14_ac[0][0]              
                                                                 block17_15_conv[0][0]            
__________________________________________________________________________________________________
block17_15_ac (Activation)      (None, 17, 17, 1088) 0           block17_15[0][0]                 
__________________________________________________________________________________________________
conv2d_137 (Conv2D)             (None, 17, 17, 128)  139264      block17_15_ac[0][0]              
__________________________________________________________________________________________________
batch_normalization_137 (BatchN (None, 17, 17, 128)  384         conv2d_137[0][0]                 
__________________________________________________________________________________________________
activation_137 (Activation)     (None, 17, 17, 128)  0           batch_normalization_137[0][0]    
__________________________________________________________________________________________________
conv2d_138 (Conv2D)             (None, 17, 17, 160)  143360      activation_137[0][0]             
__________________________________________________________________________________________________
batch_normalization_138 (BatchN (None, 17, 17, 160)  480         conv2d_138[0][0]                 
__________________________________________________________________________________________________
activation_138 (Activation)     (None, 17, 17, 160)  0           batch_normalization_138[0][0]    
__________________________________________________________________________________________________
conv2d_136 (Conv2D)             (None, 17, 17, 192)  208896      block17_15_ac[0][0]              
__________________________________________________________________________________________________
conv2d_139 (Conv2D)             (None, 17, 17, 192)  215040      activation_138[0][0]             
__________________________________________________________________________________________________
batch_normalization_136 (BatchN (None, 17, 17, 192)  576         conv2d_136[0][0]                 
__________________________________________________________________________________________________
batch_normalization_139 (BatchN (None, 17, 17, 192)  576         conv2d_139[0][0]                 
__________________________________________________________________________________________________
activation_136 (Activation)     (None, 17, 17, 192)  0           batch_normalization_136[0][0]    
__________________________________________________________________________________________________
activation_139 (Activation)     (None, 17, 17, 192)  0           batch_normalization_139[0][0]    
__________________________________________________________________________________________________
block17_16_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_136[0][0]             
                                                                 activation_139[0][0]             
__________________________________________________________________________________________________
block17_16_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_16_mixed[0][0]           
__________________________________________________________________________________________________
block17_16 (Lambda)             (None, 17, 17, 1088) 0           block17_15_ac[0][0]              
                                                                 block17_16_conv[0][0]            
__________________________________________________________________________________________________
block17_16_ac (Activation)      (None, 17, 17, 1088) 0           block17_16[0][0]                 
__________________________________________________________________________________________________
conv2d_141 (Conv2D)             (None, 17, 17, 128)  139264      block17_16_ac[0][0]              
__________________________________________________________________________________________________
batch_normalization_141 (BatchN (None, 17, 17, 128)  384         conv2d_141[0][0]                 
__________________________________________________________________________________________________
activation_141 (Activation)     (None, 17, 17, 128)  0           batch_normalization_141[0][0]    
__________________________________________________________________________________________________
conv2d_142 (Conv2D)             (None, 17, 17, 160)  143360      activation_141[0][0]             
__________________________________________________________________________________________________
batch_normalization_142 (BatchN (None, 17, 17, 160)  480         conv2d_142[0][0]                 
__________________________________________________________________________________________________
activation_142 (Activation)     (None, 17, 17, 160)  0           batch_normalization_142[0][0]    
__________________________________________________________________________________________________
conv2d_140 (Conv2D)             (None, 17, 17, 192)  208896      block17_16_ac[0][0]              
__________________________________________________________________________________________________
conv2d_143 (Conv2D)             (None, 17, 17, 192)  215040      activation_142[0][0]             
__________________________________________________________________________________________________
batch_normalization_140 (BatchN (None, 17, 17, 192)  576         conv2d_140[0][0]                 
__________________________________________________________________________________________________
batch_normalization_143 (BatchN (None, 17, 17, 192)  576         conv2d_143[0][0]                 
__________________________________________________________________________________________________
activation_140 (Activation)     (None, 17, 17, 192)  0           batch_normalization_140[0][0]    
__________________________________________________________________________________________________
activation_143 (Activation)     (None, 17, 17, 192)  0           batch_normalization_143[0][0]    
__________________________________________________________________________________________________
block17_17_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_140[0][0]             
                                                                 activation_143[0][0]             
__________________________________________________________________________________________________
block17_17_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_17_mixed[0][0]           
__________________________________________________________________________________________________
block17_17 (Lambda)             (None, 17, 17, 1088) 0           block17_16_ac[0][0]              
                                                                 block17_17_conv[0][0]            
__________________________________________________________________________________________________
block17_17_ac (Activation)      (None, 17, 17, 1088) 0           block17_17[0][0]                 
__________________________________________________________________________________________________
conv2d_145 (Conv2D)             (None, 17, 17, 128)  139264      block17_17_ac[0][0]              
__________________________________________________________________________________________________
batch_normalization_145 (BatchN (None, 17, 17, 128)  384         conv2d_145[0][0]                 
__________________________________________________________________________________________________
activation_145 (Activation)     (None, 17, 17, 128)  0           batch_normalization_145[0][0]    
__________________________________________________________________________________________________
conv2d_146 (Conv2D)             (None, 17, 17, 160)  143360      activation_145[0][0]             
__________________________________________________________________________________________________
batch_normalization_146 (BatchN (None, 17, 17, 160)  480         conv2d_146[0][0]                 
__________________________________________________________________________________________________
activation_146 (Activation)     (None, 17, 17, 160)  0           batch_normalization_146[0][0]    
__________________________________________________________________________________________________
conv2d_144 (Conv2D)             (None, 17, 17, 192)  208896      block17_17_ac[0][0]              
__________________________________________________________________________________________________
conv2d_147 (Conv2D)             (None, 17, 17, 192)  215040      activation_146[0][0]             
__________________________________________________________________________________________________
batch_normalization_144 (BatchN (None, 17, 17, 192)  576         conv2d_144[0][0]                 
__________________________________________________________________________________________________
batch_normalization_147 (BatchN (None, 17, 17, 192)  576         conv2d_147[0][0]                 
__________________________________________________________________________________________________
activation_144 (Activation)     (None, 17, 17, 192)  0           batch_normalization_144[0][0]    
__________________________________________________________________________________________________
activation_147 (Activation)     (None, 17, 17, 192)  0           batch_normalization_147[0][0]    
__________________________________________________________________________________________________
block17_18_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_144[0][0]             
                                                                 activation_147[0][0]             
__________________________________________________________________________________________________
block17_18_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_18_mixed[0][0]           
__________________________________________________________________________________________________
block17_18 (Lambda)             (None, 17, 17, 1088) 0           block17_17_ac[0][0]              
                                                                 block17_18_conv[0][0]            
__________________________________________________________________________________________________
block17_18_ac (Activation)      (None, 17, 17, 1088) 0           block17_18[0][0]                 
__________________________________________________________________________________________________
conv2d_149 (Conv2D)             (None, 17, 17, 128)  139264      block17_18_ac[0][0]              
__________________________________________________________________________________________________
batch_normalization_149 (BatchN (None, 17, 17, 128)  384         conv2d_149[0][0]                 
__________________________________________________________________________________________________
activation_149 (Activation)     (None, 17, 17, 128)  0           batch_normalization_149[0][0]    
__________________________________________________________________________________________________
conv2d_150 (Conv2D)             (None, 17, 17, 160)  143360      activation_149[0][0]             
__________________________________________________________________________________________________
batch_normalization_150 (BatchN (None, 17, 17, 160)  480         conv2d_150[0][0]                 
__________________________________________________________________________________________________
activation_150 (Activation)     (None, 17, 17, 160)  0           batch_normalization_150[0][0]    
__________________________________________________________________________________________________
conv2d_148 (Conv2D)             (None, 17, 17, 192)  208896      block17_18_ac[0][0]              
__________________________________________________________________________________________________
conv2d_151 (Conv2D)             (None, 17, 17, 192)  215040      activation_150[0][0]             
__________________________________________________________________________________________________
batch_normalization_148 (BatchN (None, 17, 17, 192)  576         conv2d_148[0][0]                 
__________________________________________________________________________________________________
batch_normalization_151 (BatchN (None, 17, 17, 192)  576         conv2d_151[0][0]                 
__________________________________________________________________________________________________
activation_148 (Activation)     (None, 17, 17, 192)  0           batch_normalization_148[0][0]    
__________________________________________________________________________________________________
activation_151 (Activation)     (None, 17, 17, 192)  0           batch_normalization_151[0][0]    
__________________________________________________________________________________________________
block17_19_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_148[0][0]             
                                                                 activation_151[0][0]             
__________________________________________________________________________________________________
block17_19_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_19_mixed[0][0]           
__________________________________________________________________________________________________
block17_19 (Lambda)             (None, 17, 17, 1088) 0           block17_18_ac[0][0]              
                                                                 block17_19_conv[0][0]            
__________________________________________________________________________________________________
block17_19_ac (Activation)      (None, 17, 17, 1088) 0           block17_19[0][0]                 
__________________________________________________________________________________________________
conv2d_153 (Conv2D)             (None, 17, 17, 128)  139264      block17_19_ac[0][0]              
__________________________________________________________________________________________________
batch_normalization_153 (BatchN (None, 17, 17, 128)  384         conv2d_153[0][0]                 
__________________________________________________________________________________________________
activation_153 (Activation)     (None, 17, 17, 128)  0           batch_normalization_153[0][0]    
__________________________________________________________________________________________________
conv2d_154 (Conv2D)             (None, 17, 17, 160)  143360      activation_153[0][0]             
__________________________________________________________________________________________________
batch_normalization_154 (BatchN (None, 17, 17, 160)  480         conv2d_154[0][0]                 
__________________________________________________________________________________________________
activation_154 (Activation)     (None, 17, 17, 160)  0           batch_normalization_154[0][0]    
__________________________________________________________________________________________________
conv2d_152 (Conv2D)             (None, 17, 17, 192)  208896      block17_19_ac[0][0]              
__________________________________________________________________________________________________
conv2d_155 (Conv2D)             (None, 17, 17, 192)  215040      activation_154[0][0]             
__________________________________________________________________________________________________
batch_normalization_152 (BatchN (None, 17, 17, 192)  576         conv2d_152[0][0]                 
__________________________________________________________________________________________________
batch_normalization_155 (BatchN (None, 17, 17, 192)  576         conv2d_155[0][0]                 
__________________________________________________________________________________________________
activation_152 (Activation)     (None, 17, 17, 192)  0           batch_normalization_152[0][0]    
__________________________________________________________________________________________________
activation_155 (Activation)     (None, 17, 17, 192)  0           batch_normalization_155[0][0]    
__________________________________________________________________________________________________
block17_20_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_152[0][0]             
                                                                 activation_155[0][0]             
__________________________________________________________________________________________________
block17_20_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_20_mixed[0][0]           
__________________________________________________________________________________________________
block17_20 (Lambda)             (None, 17, 17, 1088) 0           block17_19_ac[0][0]              
                                                                 block17_20_conv[0][0]            
__________________________________________________________________________________________________
block17_20_ac (Activation)      (None, 17, 17, 1088) 0           block17_20[0][0]                 
__________________________________________________________________________________________________
conv2d_160 (Conv2D)             (None, 17, 17, 256)  278528      block17_20_ac[0][0]              
__________________________________________________________________________________________________
batch_normalization_160 (BatchN (None, 17, 17, 256)  768         conv2d_160[0][0]                 
__________________________________________________________________________________________________
activation_160 (Activation)     (None, 17, 17, 256)  0           batch_normalization_160[0][0]    
__________________________________________________________________________________________________
conv2d_156 (Conv2D)             (None, 17, 17, 256)  278528      block17_20_ac[0][0]              
__________________________________________________________________________________________________
conv2d_158 (Conv2D)             (None, 17, 17, 256)  278528      block17_20_ac[0][0]              
__________________________________________________________________________________________________
conv2d_161 (Conv2D)             (None, 17, 17, 288)  663552      activation_160[0][0]             
__________________________________________________________________________________________________
batch_normalization_156 (BatchN (None, 17, 17, 256)  768         conv2d_156[0][0]                 
__________________________________________________________________________________________________
batch_normalization_158 (BatchN (None, 17, 17, 256)  768         conv2d_158[0][0]                 
__________________________________________________________________________________________________
batch_normalization_161 (BatchN (None, 17, 17, 288)  864         conv2d_161[0][0]                 
__________________________________________________________________________________________________
activation_156 (Activation)     (None, 17, 17, 256)  0           batch_normalization_156[0][0]    
__________________________________________________________________________________________________
activation_158 (Activation)     (None, 17, 17, 256)  0           batch_normalization_158[0][0]    
__________________________________________________________________________________________________
activation_161 (Activation)     (None, 17, 17, 288)  0           batch_normalization_161[0][0]    
__________________________________________________________________________________________________
conv2d_157 (Conv2D)             (None, 8, 8, 384)    884736      activation_156[0][0]             
__________________________________________________________________________________________________
conv2d_159 (Conv2D)             (None, 8, 8, 288)    663552      activation_158[0][0]             
__________________________________________________________________________________________________
conv2d_162 (Conv2D)             (None, 8, 8, 320)    829440      activation_161[0][0]             
__________________________________________________________________________________________________
batch_normalization_157 (BatchN (None, 8, 8, 384)    1152        conv2d_157[0][0]                 
__________________________________________________________________________________________________
batch_normalization_159 (BatchN (None, 8, 8, 288)    864         conv2d_159[0][0]                 
__________________________________________________________________________________________________
batch_normalization_162 (BatchN (None, 8, 8, 320)    960         conv2d_162[0][0]                 
__________________________________________________________________________________________________
activation_157 (Activation)     (None, 8, 8, 384)    0           batch_normalization_157[0][0]    
__________________________________________________________________________________________________
activation_159 (Activation)     (None, 8, 8, 288)    0           batch_normalization_159[0][0]    
__________________________________________________________________________________________________
activation_162 (Activation)     (None, 8, 8, 320)    0           batch_normalization_162[0][0]    
__________________________________________________________________________________________________
max_pooling2d_3 (MaxPooling2D)  (None, 8, 8, 1088)   0           block17_20_ac[0][0]              
__________________________________________________________________________________________________
mixed_7a (Concatenate)          (None, 8, 8, 2080)   0           activation_157[0][0]             
                                                                 activation_159[0][0]             
                                                                 activation_162[0][0]             
                                                                 max_pooling2d_3[0][0]            
__________________________________________________________________________________________________
conv2d_164 (Conv2D)             (None, 8, 8, 192)    399360      mixed_7a[0][0]                   
__________________________________________________________________________________________________
batch_normalization_164 (BatchN (None, 8, 8, 192)    576         conv2d_164[0][0]                 
__________________________________________________________________________________________________
activation_164 (Activation)     (None, 8, 8, 192)    0           batch_normalization_164[0][0]    
__________________________________________________________________________________________________
conv2d_165 (Conv2D)             (None, 8, 8, 224)    129024      activation_164[0][0]             
__________________________________________________________________________________________________
batch_normalization_165 (BatchN (None, 8, 8, 224)    672         conv2d_165[0][0]                 
__________________________________________________________________________________________________
activation_165 (Activation)     (None, 8, 8, 224)    0           batch_normalization_165[0][0]    
__________________________________________________________________________________________________
conv2d_163 (Conv2D)             (None, 8, 8, 192)    399360      mixed_7a[0][0]                   
__________________________________________________________________________________________________
conv2d_166 (Conv2D)             (None, 8, 8, 256)    172032      activation_165[0][0]             
__________________________________________________________________________________________________
batch_normalization_163 (BatchN (None, 8, 8, 192)    576         conv2d_163[0][0]                 
__________________________________________________________________________________________________
batch_normalization_166 (BatchN (None, 8, 8, 256)    768         conv2d_166[0][0]                 
__________________________________________________________________________________________________
activation_163 (Activation)     (None, 8, 8, 192)    0           batch_normalization_163[0][0]    
__________________________________________________________________________________________________
activation_166 (Activation)     (None, 8, 8, 256)    0           batch_normalization_166[0][0]    
__________________________________________________________________________________________________
block8_1_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_163[0][0]             
                                                                 activation_166[0][0]             
__________________________________________________________________________________________________
block8_1_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_1_mixed[0][0]             
__________________________________________________________________________________________________
block8_1 (Lambda)               (None, 8, 8, 2080)   0           mixed_7a[0][0]                   
                                                                 block8_1_conv[0][0]              
__________________________________________________________________________________________________
block8_1_ac (Activation)        (None, 8, 8, 2080)   0           block8_1[0][0]                   
__________________________________________________________________________________________________
conv2d_168 (Conv2D)             (None, 8, 8, 192)    399360      block8_1_ac[0][0]                
__________________________________________________________________________________________________
batch_normalization_168 (BatchN (None, 8, 8, 192)    576         conv2d_168[0][0]                 
__________________________________________________________________________________________________
activation_168 (Activation)     (None, 8, 8, 192)    0           batch_normalization_168[0][0]    
__________________________________________________________________________________________________
conv2d_169 (Conv2D)             (None, 8, 8, 224)    129024      activation_168[0][0]             
__________________________________________________________________________________________________
batch_normalization_169 (BatchN (None, 8, 8, 224)    672         conv2d_169[0][0]                 
__________________________________________________________________________________________________
activation_169 (Activation)     (None, 8, 8, 224)    0           batch_normalization_169[0][0]    
__________________________________________________________________________________________________
conv2d_167 (Conv2D)             (None, 8, 8, 192)    399360      block8_1_ac[0][0]                
__________________________________________________________________________________________________
conv2d_170 (Conv2D)             (None, 8, 8, 256)    172032      activation_169[0][0]             
__________________________________________________________________________________________________
batch_normalization_167 (BatchN (None, 8, 8, 192)    576         conv2d_167[0][0]                 
__________________________________________________________________________________________________
batch_normalization_170 (BatchN (None, 8, 8, 256)    768         conv2d_170[0][0]                 
__________________________________________________________________________________________________
activation_167 (Activation)     (None, 8, 8, 192)    0           batch_normalization_167[0][0]    
__________________________________________________________________________________________________
activation_170 (Activation)     (None, 8, 8, 256)    0           batch_normalization_170[0][0]    
__________________________________________________________________________________________________
block8_2_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_167[0][0]             
                                                                 activation_170[0][0]             
__________________________________________________________________________________________________
block8_2_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_2_mixed[0][0]             
__________________________________________________________________________________________________
block8_2 (Lambda)               (None, 8, 8, 2080)   0           block8_1_ac[0][0]                
                                                                 block8_2_conv[0][0]              
__________________________________________________________________________________________________
block8_2_ac (Activation)        (None, 8, 8, 2080)   0           block8_2[0][0]                   
__________________________________________________________________________________________________
conv2d_172 (Conv2D)             (None, 8, 8, 192)    399360      block8_2_ac[0][0]                
__________________________________________________________________________________________________
batch_normalization_172 (BatchN (None, 8, 8, 192)    576         conv2d_172[0][0]                 
__________________________________________________________________________________________________
activation_172 (Activation)     (None, 8, 8, 192)    0           batch_normalization_172[0][0]    
__________________________________________________________________________________________________
conv2d_173 (Conv2D)             (None, 8, 8, 224)    129024      activation_172[0][0]             
__________________________________________________________________________________________________
batch_normalization_173 (BatchN (None, 8, 8, 224)    672         conv2d_173[0][0]                 
__________________________________________________________________________________________________
activation_173 (Activation)     (None, 8, 8, 224)    0           batch_normalization_173[0][0]    
__________________________________________________________________________________________________
conv2d_171 (Conv2D)             (None, 8, 8, 192)    399360      block8_2_ac[0][0]                
__________________________________________________________________________________________________
conv2d_174 (Conv2D)             (None, 8, 8, 256)    172032      activation_173[0][0]             
__________________________________________________________________________________________________
batch_normalization_171 (BatchN (None, 8, 8, 192)    576         conv2d_171[0][0]                 
__________________________________________________________________________________________________
batch_normalization_174 (BatchN (None, 8, 8, 256)    768         conv2d_174[0][0]                 
__________________________________________________________________________________________________
activation_171 (Activation)     (None, 8, 8, 192)    0           batch_normalization_171[0][0]    
__________________________________________________________________________________________________
activation_174 (Activation)     (None, 8, 8, 256)    0           batch_normalization_174[0][0]    
__________________________________________________________________________________________________
block8_3_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_171[0][0]             
                                                                 activation_174[0][0]             
__________________________________________________________________________________________________
block8_3_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_3_mixed[0][0]             
__________________________________________________________________________________________________
block8_3 (Lambda)               (None, 8, 8, 2080)   0           block8_2_ac[0][0]                
                                                                 block8_3_conv[0][0]              
__________________________________________________________________________________________________
block8_3_ac (Activation)        (None, 8, 8, 2080)   0           block8_3[0][0]                   
__________________________________________________________________________________________________
conv2d_176 (Conv2D)             (None, 8, 8, 192)    399360      block8_3_ac[0][0]                
__________________________________________________________________________________________________
batch_normalization_176 (BatchN (None, 8, 8, 192)    576         conv2d_176[0][0]                 
__________________________________________________________________________________________________
activation_176 (Activation)     (None, 8, 8, 192)    0           batch_normalization_176[0][0]    
__________________________________________________________________________________________________
conv2d_177 (Conv2D)             (None, 8, 8, 224)    129024      activation_176[0][0]             
__________________________________________________________________________________________________
batch_normalization_177 (BatchN (None, 8, 8, 224)    672         conv2d_177[0][0]                 
__________________________________________________________________________________________________
activation_177 (Activation)     (None, 8, 8, 224)    0           batch_normalization_177[0][0]    
__________________________________________________________________________________________________
conv2d_175 (Conv2D)             (None, 8, 8, 192)    399360      block8_3_ac[0][0]                
__________________________________________________________________________________________________
conv2d_178 (Conv2D)             (None, 8, 8, 256)    172032      activation_177[0][0]             
__________________________________________________________________________________________________
batch_normalization_175 (BatchN (None, 8, 8, 192)    576         conv2d_175[0][0]                 
__________________________________________________________________________________________________
batch_normalization_178 (BatchN (None, 8, 8, 256)    768         conv2d_178[0][0]                 
__________________________________________________________________________________________________
activation_175 (Activation)     (None, 8, 8, 192)    0           batch_normalization_175[0][0]    
__________________________________________________________________________________________________
activation_178 (Activation)     (None, 8, 8, 256)    0           batch_normalization_178[0][0]    
__________________________________________________________________________________________________
block8_4_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_175[0][0]             
                                                                 activation_178[0][0]             
__________________________________________________________________________________________________
block8_4_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_4_mixed[0][0]             
__________________________________________________________________________________________________
block8_4 (Lambda)               (None, 8, 8, 2080)   0           block8_3_ac[0][0]                
                                                                 block8_4_conv[0][0]              
__________________________________________________________________________________________________
block8_4_ac (Activation)        (None, 8, 8, 2080)   0           block8_4[0][0]                   
__________________________________________________________________________________________________
conv2d_180 (Conv2D)             (None, 8, 8, 192)    399360      block8_4_ac[0][0]                
__________________________________________________________________________________________________
batch_normalization_180 (BatchN (None, 8, 8, 192)    576         conv2d_180[0][0]                 
__________________________________________________________________________________________________
activation_180 (Activation)     (None, 8, 8, 192)    0           batch_normalization_180[0][0]    
__________________________________________________________________________________________________
conv2d_181 (Conv2D)             (None, 8, 8, 224)    129024      activation_180[0][0]             
__________________________________________________________________________________________________
batch_normalization_181 (BatchN (None, 8, 8, 224)    672         conv2d_181[0][0]                 
__________________________________________________________________________________________________
activation_181 (Activation)     (None, 8, 8, 224)    0           batch_normalization_181[0][0]    
__________________________________________________________________________________________________
conv2d_179 (Conv2D)             (None, 8, 8, 192)    399360      block8_4_ac[0][0]                
__________________________________________________________________________________________________
conv2d_182 (Conv2D)             (None, 8, 8, 256)    172032      activation_181[0][0]             
__________________________________________________________________________________________________
batch_normalization_179 (BatchN (None, 8, 8, 192)    576         conv2d_179[0][0]                 
__________________________________________________________________________________________________
batch_normalization_182 (BatchN (None, 8, 8, 256)    768         conv2d_182[0][0]                 
__________________________________________________________________________________________________
activation_179 (Activation)     (None, 8, 8, 192)    0           batch_normalization_179[0][0]    
__________________________________________________________________________________________________
activation_182 (Activation)     (None, 8, 8, 256)    0           batch_normalization_182[0][0]    
__________________________________________________________________________________________________
block8_5_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_179[0][0]             
                                                                 activation_182[0][0]             
__________________________________________________________________________________________________
block8_5_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_5_mixed[0][0]             
__________________________________________________________________________________________________
block8_5 (Lambda)               (None, 8, 8, 2080)   0           block8_4_ac[0][0]                
                                                                 block8_5_conv[0][0]              
__________________________________________________________________________________________________
block8_5_ac (Activation)        (None, 8, 8, 2080)   0           block8_5[0][0]                   
__________________________________________________________________________________________________
conv2d_184 (Conv2D)             (None, 8, 8, 192)    399360      block8_5_ac[0][0]                
__________________________________________________________________________________________________
batch_normalization_184 (BatchN (None, 8, 8, 192)    576         conv2d_184[0][0]                 
__________________________________________________________________________________________________
activation_184 (Activation)     (None, 8, 8, 192)    0           batch_normalization_184[0][0]    
__________________________________________________________________________________________________
conv2d_185 (Conv2D)             (None, 8, 8, 224)    129024      activation_184[0][0]             
__________________________________________________________________________________________________
batch_normalization_185 (BatchN (None, 8, 8, 224)    672         conv2d_185[0][0]                 
__________________________________________________________________________________________________
activation_185 (Activation)     (None, 8, 8, 224)    0           batch_normalization_185[0][0]    
__________________________________________________________________________________________________
conv2d_183 (Conv2D)             (None, 8, 8, 192)    399360      block8_5_ac[0][0]                
__________________________________________________________________________________________________
conv2d_186 (Conv2D)             (None, 8, 8, 256)    172032      activation_185[0][0]             
__________________________________________________________________________________________________
batch_normalization_183 (BatchN (None, 8, 8, 192)    576         conv2d_183[0][0]                 
__________________________________________________________________________________________________
batch_normalization_186 (BatchN (None, 8, 8, 256)    768         conv2d_186[0][0]                 
__________________________________________________________________________________________________
activation_183 (Activation)     (None, 8, 8, 192)    0           batch_normalization_183[0][0]    
__________________________________________________________________________________________________
activation_186 (Activation)     (None, 8, 8, 256)    0           batch_normalization_186[0][0]    
__________________________________________________________________________________________________
block8_6_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_183[0][0]             
                                                                 activation_186[0][0]             
__________________________________________________________________________________________________
block8_6_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_6_mixed[0][0]             
__________________________________________________________________________________________________
block8_6 (Lambda)               (None, 8, 8, 2080)   0           block8_5_ac[0][0]                
                                                                 block8_6_conv[0][0]              
__________________________________________________________________________________________________
block8_6_ac (Activation)        (None, 8, 8, 2080)   0           block8_6[0][0]                   
__________________________________________________________________________________________________
conv2d_188 (Conv2D)             (None, 8, 8, 192)    399360      block8_6_ac[0][0]                
__________________________________________________________________________________________________
batch_normalization_188 (BatchN (None, 8, 8, 192)    576         conv2d_188[0][0]                 
__________________________________________________________________________________________________
activation_188 (Activation)     (None, 8, 8, 192)    0           batch_normalization_188[0][0]    
__________________________________________________________________________________________________
conv2d_189 (Conv2D)             (None, 8, 8, 224)    129024      activation_188[0][0]             
__________________________________________________________________________________________________
batch_normalization_189 (BatchN (None, 8, 8, 224)    672         conv2d_189[0][0]                 
__________________________________________________________________________________________________
activation_189 (Activation)     (None, 8, 8, 224)    0           batch_normalization_189[0][0]    
__________________________________________________________________________________________________
conv2d_187 (Conv2D)             (None, 8, 8, 192)    399360      block8_6_ac[0][0]                
__________________________________________________________________________________________________
conv2d_190 (Conv2D)             (None, 8, 8, 256)    172032      activation_189[0][0]             
__________________________________________________________________________________________________
batch_normalization_187 (BatchN (None, 8, 8, 192)    576         conv2d_187[0][0]                 
__________________________________________________________________________________________________
batch_normalization_190 (BatchN (None, 8, 8, 256)    768         conv2d_190[0][0]                 
__________________________________________________________________________________________________
activation_187 (Activation)     (None, 8, 8, 192)    0           batch_normalization_187[0][0]    
__________________________________________________________________________________________________
activation_190 (Activation)     (None, 8, 8, 256)    0           batch_normalization_190[0][0]    
__________________________________________________________________________________________________
block8_7_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_187[0][0]             
                                                                 activation_190[0][0]             
__________________________________________________________________________________________________
block8_7_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_7_mixed[0][0]             
__________________________________________________________________________________________________
block8_7 (Lambda)               (None, 8, 8, 2080)   0           block8_6_ac[0][0]                
                                                                 block8_7_conv[0][0]              
__________________________________________________________________________________________________
block8_7_ac (Activation)        (None, 8, 8, 2080)   0           block8_7[0][0]                   
__________________________________________________________________________________________________
conv2d_192 (Conv2D)             (None, 8, 8, 192)    399360      block8_7_ac[0][0]                
__________________________________________________________________________________________________
batch_normalization_192 (BatchN (None, 8, 8, 192)    576         conv2d_192[0][0]                 
__________________________________________________________________________________________________
activation_192 (Activation)     (None, 8, 8, 192)    0           batch_normalization_192[0][0]    
__________________________________________________________________________________________________
conv2d_193 (Conv2D)             (None, 8, 8, 224)    129024      activation_192[0][0]             
__________________________________________________________________________________________________
batch_normalization_193 (BatchN (None, 8, 8, 224)    672         conv2d_193[0][0]                 
__________________________________________________________________________________________________
activation_193 (Activation)     (None, 8, 8, 224)    0           batch_normalization_193[0][0]    
__________________________________________________________________________________________________
conv2d_191 (Conv2D)             (None, 8, 8, 192)    399360      block8_7_ac[0][0]                
__________________________________________________________________________________________________
conv2d_194 (Conv2D)             (None, 8, 8, 256)    172032      activation_193[0][0]             
__________________________________________________________________________________________________
batch_normalization_191 (BatchN (None, 8, 8, 192)    576         conv2d_191[0][0]                 
__________________________________________________________________________________________________
batch_normalization_194 (BatchN (None, 8, 8, 256)    768         conv2d_194[0][0]                 
__________________________________________________________________________________________________
activation_191 (Activation)     (None, 8, 8, 192)    0           batch_normalization_191[0][0]    
__________________________________________________________________________________________________
activation_194 (Activation)     (None, 8, 8, 256)    0           batch_normalization_194[0][0]    
__________________________________________________________________________________________________
block8_8_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_191[0][0]             
                                                                 activation_194[0][0]             
__________________________________________________________________________________________________
block8_8_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_8_mixed[0][0]             
__________________________________________________________________________________________________
block8_8 (Lambda)               (None, 8, 8, 2080)   0           block8_7_ac[0][0]                
                                                                 block8_8_conv[0][0]              
__________________________________________________________________________________________________
block8_8_ac (Activation)        (None, 8, 8, 2080)   0           block8_8[0][0]                   
__________________________________________________________________________________________________
conv2d_196 (Conv2D)             (None, 8, 8, 192)    399360      block8_8_ac[0][0]                
__________________________________________________________________________________________________
batch_normalization_196 (BatchN (None, 8, 8, 192)    576         conv2d_196[0][0]                 
__________________________________________________________________________________________________
activation_196 (Activation)     (None, 8, 8, 192)    0           batch_normalization_196[0][0]    
__________________________________________________________________________________________________
conv2d_197 (Conv2D)             (None, 8, 8, 224)    129024      activation_196[0][0]             
__________________________________________________________________________________________________
batch_normalization_197 (BatchN (None, 8, 8, 224)    672         conv2d_197[0][0]                 
__________________________________________________________________________________________________
activation_197 (Activation)     (None, 8, 8, 224)    0           batch_normalization_197[0][0]    
__________________________________________________________________________________________________
conv2d_195 (Conv2D)             (None, 8, 8, 192)    399360      block8_8_ac[0][0]                
__________________________________________________________________________________________________
conv2d_198 (Conv2D)             (None, 8, 8, 256)    172032      activation_197[0][0]             
__________________________________________________________________________________________________
batch_normalization_195 (BatchN (None, 8, 8, 192)    576         conv2d_195[0][0]                 
__________________________________________________________________________________________________
batch_normalization_198 (BatchN (None, 8, 8, 256)    768         conv2d_198[0][0]                 
__________________________________________________________________________________________________
activation_195 (Activation)     (None, 8, 8, 192)    0           batch_normalization_195[0][0]    
__________________________________________________________________________________________________
activation_198 (Activation)     (None, 8, 8, 256)    0           batch_normalization_198[0][0]    
__________________________________________________________________________________________________
block8_9_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_195[0][0]             
                                                                 activation_198[0][0]             
__________________________________________________________________________________________________
block8_9_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_9_mixed[0][0]             
__________________________________________________________________________________________________
block8_9 (Lambda)               (None, 8, 8, 2080)   0           block8_8_ac[0][0]                
                                                                 block8_9_conv[0][0]              
__________________________________________________________________________________________________
block8_9_ac (Activation)        (None, 8, 8, 2080)   0           block8_9[0][0]                   
__________________________________________________________________________________________________
conv2d_200 (Conv2D)             (None, 8, 8, 192)    399360      block8_9_ac[0][0]                
__________________________________________________________________________________________________
batch_normalization_200 (BatchN (None, 8, 8, 192)    576         conv2d_200[0][0]                 
__________________________________________________________________________________________________
activation_200 (Activation)     (None, 8, 8, 192)    0           batch_normalization_200[0][0]    
__________________________________________________________________________________________________
conv2d_201 (Conv2D)             (None, 8, 8, 224)    129024      activation_200[0][0]             
__________________________________________________________________________________________________
batch_normalization_201 (BatchN (None, 8, 8, 224)    672         conv2d_201[0][0]                 
__________________________________________________________________________________________________
activation_201 (Activation)     (None, 8, 8, 224)    0           batch_normalization_201[0][0]    
__________________________________________________________________________________________________
conv2d_199 (Conv2D)             (None, 8, 8, 192)    399360      block8_9_ac[0][0]                
__________________________________________________________________________________________________
conv2d_202 (Conv2D)             (None, 8, 8, 256)    172032      activation_201[0][0]             
__________________________________________________________________________________________________
batch_normalization_199 (BatchN (None, 8, 8, 192)    576         conv2d_199[0][0]                 
__________________________________________________________________________________________________
batch_normalization_202 (BatchN (None, 8, 8, 256)    768         conv2d_202[0][0]                 
__________________________________________________________________________________________________
activation_199 (Activation)     (None, 8, 8, 192)    0           batch_normalization_199[0][0]    
__________________________________________________________________________________________________
activation_202 (Activation)     (None, 8, 8, 256)    0           batch_normalization_202[0][0]    
__________________________________________________________________________________________________
block8_10_mixed (Concatenate)   (None, 8, 8, 448)    0           activation_199[0][0]             
                                                                 activation_202[0][0]             
__________________________________________________________________________________________________
block8_10_conv (Conv2D)         (None, 8, 8, 2080)   933920      block8_10_mixed[0][0]            
__________________________________________________________________________________________________
block8_10 (Lambda)              (None, 8, 8, 2080)   0           block8_9_ac[0][0]                
                                                                 block8_10_conv[0][0]             
__________________________________________________________________________________________________
conv_7b (Conv2D)                (None, 8, 8, 1536)   3194880     block8_10[0][0]                  
__________________________________________________________________________________________________
conv_7b_bn (BatchNormalization) (None, 8, 8, 1536)   4608        conv_7b[0][0]                    
__________________________________________________________________________________________________
conv_7b_ac (Activation)         (None, 8, 8, 1536)   0           conv_7b_bn[0][0]                 
__________________________________________________________________________________________________
avg_pool (GlobalAveragePooling2 (None, 1536)         0           conv_7b_ac[0][0]                 
__________________________________________________________________________________________________
predictions (Dense)             (None, 1000)         1537000     avg_pool[0][0]                   
==================================================================================================
Total params: 55,873,736
Trainable params: 55,813,192
Non-trainable params: 60,544

References

Christian Szegedy, Sergey Ioffe, Vincent Vanhoucke, & Alexander A. Alemi (2016). Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning national conference on artificial intelligence.
【子豪兄】精读人工智能经典论文

Inception-v4 和 Inception-ResNet

1、概述

2、Inception-v4

2.1 Inception-v4网络结构

2.2 Inception-V4的三种Inception模块

3、Inception-ResNet-v1/v2网络结构

3.1 Inception-ResNet-v1的三种Inception模块

3.2 Inception-ResNet-v2的三种Inception模块

3.3 下采样Reduction模块

4、在ImageNet数据集中的表现

5、带残差与不带残差比较

6、迁移学习复现InceptionResNetV2结构

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插件

Inception-v4 和 Inception-ResNet

1、概述

2、Inception-v4

2.1 Inception-v4网络结构

2.2 Inception-V4的三种Inception模块

3、Inception-ResNet-v1/v2网络结构

3.1 Inception-ResNet-v1的三种Inception模块

3.2 Inception-ResNet-v2的三种Inception模块

3.3 下采样Reduction模块

4、在ImageNet数据集中的表现

5、带残差与不带残差比较

6、迁移学习复现InceptionResNetV2结构

References

热门文章

最新文章

相关电子书

相关实验场景