ResNet

ResNet算法实现

实现ResNet及后续版本，同时实现了相关模型：

• ResNet v1/v2
• DenseNet

CNN Architecture	Data Type (bit)	Model Size (MB)	GFlops （1080Ti）	Top-1 Acc(VOC 07+12)	Top-5 Acc(VOC 07+12)
ResNet-18	32	44.607	3.641	89.98%	99.29%
ResNet-34	32	83.180	7.348	90.01%	99.29%
ResNet-34_v2	32	83.177	7.349	90.50%	99.29%
ResNet-50	32	97.492	8.223	89.37%	99.39%
ResNet-101	32	169.942	15.668	90.66%	99.35%
ResNet-101_v2	32	169.926	15.668	90.85%	99.48%
DenseNet-121	32	30.437	5.731	89.86%	99.20%

内容列表

• 背景
• 安装
• 用法
• 主要维护人员
• 致谢
• 参与贡献方式
• 许可证

背景

• Deep Residual Learning for Image Recognition
• Identity Mappings in Deep Residual Networks
• Wide Residual Networks
• Aggregated Residual Transformations for Deep Neural Networks
• Densely Connected Convolutional Networks

安装

文档工具依赖

# 文档工具依赖
$ pip install -r requirements.txt

python库依赖

$ cd py
$ pip install -r requirements.txt

用法

文档浏览

有两种使用方式

1. 在线浏览文档：ResNet

2. 本地浏览文档，实现如下：

   $ git clone https://github.com/zjZSTU/ResNet.git
   $ cd ResNet
   $ mkdocs serve
   

   启动本地服务器后即可登录浏览器localhost:8000

主要维护人员

• zhujian - Initial work - zjZSTU

致谢

引用

@misc{he2015deep,
    title={Deep Residual Learning for Image Recognition},
    author={Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun},
    year={2015},
    eprint={1512.03385},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}

@misc{he2016identity,
    title={Identity Mappings in Deep Residual Networks},
    author={Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun},
    year={2016},
    eprint={1603.05027},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}

@misc{huang2016densely,
    title={Densely Connected Convolutional Networks},
    author={Gao Huang and Zhuang Liu and Laurens van der Maaten and Kilian Q. Weinberger},
    year={2016},
    eprint={1608.06993},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}

@misc{pascal-voc-2007,
	author = "Everingham, M. and Van~Gool, L. and Williams, C. K. I. and Winn, J. and Zisserman, A.",
	title = "The {PASCAL} {V}isual {O}bject {C}lasses {C}hallenge 2007 {(VOC2007)} {R}esults",
	howpublished = "http://www.pascal-network.org/challenges/VOC/voc2007/workshop/index.html"}

@misc{pascal-voc-2012,
	author = "Everingham, M. and Van~Gool, L. and Williams, C. K. I. and Winn, J. and Zisserman, A.",
	title = "The {PASCAL} {V}isual {O}bject {C}lasses {C}hallenge 2012 {(VOC2012)} {R}esults",
	howpublished = "http://www.pascal-network.org/challenges/VOC/voc2012/workshop/index.html"}

参与贡献方式

欢迎任何人的参与！打开issue或提交合并请求。

注意:

• GIT提交，请遵守Conventional Commits规范
• 语义版本化，请遵守Semantic Versioning 2.0.0规范
• README编写，请遵守standard-readme规范

许可证

Apache License 2.0 © 2020 zjZSTU