CNN模型复现5 ResNet50

5.1 ResNet50

ResNet:arXiv: 1512.03385v1 [cs.CV] 10 Dec 2015 ; 

链接: [论文下载link](https://arxiv.org/pdf/1512.03385v1.pdf).

(1) 网络结构

1. Conv + BatchNorm + Relu

2. ResNet blocks

3. AvgPool + Fully Connected layers

Mobile blocks

(2) Identity blocks


(3) Projection blocks

(4) Model diagram


python

5.2 代码

(1) 代码流程

1. 导入程序包

2. 编写Conv + BatchNorm + Relu block

3. 建立Identity blocks

4. 建立Projection blocks

5. 建立ResNet blocks

6. 建立model

(2) 代码