ResNet算法实现
实现ResNet及后续版本，同时实现了相关模型：
ResNet v1/v2DenseNet
| 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% |
- 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
# 文档工具依赖
$ pip install -r requirements.txt
$ cd py
$ pip install -r requirements.txt
有两种使用方式
-
在线浏览文档：ResNet
-
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
- zhujian - Initial work - zjZSTU
@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"}
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
Apache License 2.0 © 2020 zjZSTU