GoogLeNet

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：

1. GoogLeNet
2. GoogLeNet_BN
3. Inception_v2
4. Inception_v3
5. Inception_v4
6. Inception_ResNet_v1
7. Inception_ResNet_v2

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

• 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

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：GoogLeNet

2. 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

主要维护人员

• zhujian - Initial work - zjZSTU

致谢

引用

@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"}

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