Inception v4主要利用残差连接(Residual Connection)来改进v3结构,代表作为,Inception-ResNet-v1,Inception-ResNet-v2,Inception-v4

论文地址:

Inception[V4]: Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning

https://arxiv.org/abs/1602.07261

 

Inception-v4网络结构图:

Inception v4

Inception v4中stem部分结构图:

Inception v4

Inception v4中Inception-A部分结构图:

Inception v4

Inception v4中Reduction-A部分结构图:

Inception v4

Inception v4中Inception-B部分结构图:

Inception v4

Inception v4中Reduction-B部分结构图:

Inception v4

Inception v4中Inception-C部分结构图:

Inception v4

 

 

Inception-resnet-v1 & Inception-resnet-v2 网络结构图

Inception v4

 

Inception-resnet-v1的组成模块

Inception-resnet-v1中stem部分结构图:

Inception v4

Inception-resnet-v1中Inception-ResNet-A部分结构图:

Inception v4

Inception-resnet-v1中Reduction-A部分结构图:

Inception v4

Inception-resnet-v1中Inception-ResNet-B部分结构图:

Inception v4

Inception-resnet-v1中Reduction-B部分结构图:

Inception v4

Inception-resnet-v1中Inception-ResNet-C部分结构图:

Inception v4

Inception-resnet-v2的组成模块

Inception-resnet-v2中stem部分结构图:

Inception v4

Inception-resnet-v2中Inception-ResNet-A部分结构图:

Inception v4

Inception-resnet-v2中Reduction-A部分结构图:

Inception v4

Inception-resnet-v2中Inception-ResNet-B部分结构图:

Inception v4

Inception-resnet-v2中Reduction-B部分结构图:

Inception v4

Inception-resnet-v2中Inception-ResNet-C部分结构图:

Inception v4

 

 

参考:

https://www.cnblogs.com/shouhuxianjian/p/7786760.html

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