GoogLeNet算法实现
GoogLeNet是基于Inception架构的CNN模型，通过在同一层中并行操作多个卷积网络，能够有效提高卷积表达能力，实现很好的分类性能。其前后实现了多个版本：
GoogLeNetGoogLeNet_BNInception_v2Inception_v3Inception_v4Inception_ResNet_v1Inception_ResNet_v2
- Going deeper with convolutions
- Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
- Rethinking the Inception Architecture for Computer Vision
- Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning
# 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：GoogLeNet
-
本地浏览文档，实现如下：
$ git clone https://github.com/zjZSTU/GoogLeNet.git $ cd GoogLeNet $ mkdocs serve启动本地服务器后即可登录浏览器
localhost:8000
- zhujian - Initial work - zjZSTU
@misc{szegedy2014going,
title={Going Deeper with Convolutions},
author={Christian Szegedy and Wei Liu and Yangqing Jia and Pierre Sermanet and Scott Reed and Dragomir Anguelov and Dumitru Erhan and Vincent Vanhoucke and Andrew Rabinovich},
year={2014},
eprint={1409.4842},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
@misc{ioffe2015batch,
title={Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift},
author={Sergey Ioffe and Christian Szegedy},
year={2015},
eprint={1502.03167},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
@misc{szegedy2015rethinking,
title={Rethinking the Inception Architecture for Computer Vision},
author={Christian Szegedy and Vincent Vanhoucke and Sergey Ioffe and Jonathon Shlens and Zbigniew Wojna},
year={2015},
eprint={1512.00567},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
@misc{szegedy2016inceptionv4,
title={Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning},
author={Christian Szegedy and Sergey Ioffe and Vincent Vanhoucke and Alex Alemi},
year={2016},
eprint={1602.07261},
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