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模型压缩 Model Compression

Awesome LICENSE 996.icu

Everything about Model Compression (Probably the most complete repository?). Your contribution is highly valued! If you find this repo helpful, please cite it as follows:

关于模型压缩的所有资料,包括:介绍、综述文章、最新文章、代表工作及其代码、常用数据集、硕博士论文、比赛等等。(可能是目前最全的模型压缩资料库?) 欢迎一起贡献! 如果认为本仓库有用,请在你的论文和其他出版物中进行引用!

Contents
0.Latest Publications (最新论文) 1.Introduction and Tutorials (简介与教程)
2.Model Compression Areas and Papers (研究领域与相关论文) 3.Theory and Survey (理论与综述)
4.Code (代码) 5.Model Compression Scholars (著名学者)
6.Model Compression Thesis (硕博士论文) 7.Datasets and Benchmarks (数据集与评测结果)
8.Model Compression Challenges (模型压缩比赛) Applications (模型压缩应用)
Other Resources (其他资源) Contributing (欢迎参与贡献)

关于机器学习和行为识别的资料,请参考:行为识别机器学习


0.Latest Publications (最新论文)

A good website to see the latest arXiv preprints by search: Model Compression, Domain adaptation

一个很好的网站,可以直接看到最新的arXiv文章: Model Compression, Domain adaptation

模型压缩文章汇总 Awesome Model Compression papers

更多 More...


1.Introduction and Tutorials (简介与教程)

Want to quickly learn Model Compression?想尽快入门模型压缩?看下面的教程。


2.Model Compression Areas and Papers (研究领域与相关论文)

Related articles by research areas:

Paperweekly: 一个推荐、分享论文的网站比较好,上面会持续整理相关的文章并分享阅读笔记。


3.Theory and Survey (理论与综述)

Here are some articles on Model Compression theory and survey.

Survey (综述文章):

  • The most influential survey on Model Compression (最权威和经典的综述):

  • Latest survey - 较新的综述:

Theory (理论文章):

  • Early Model Compression theory papers - 早期模型压缩的理论分析文章:

  • Latest theory papers

更多 More...


4.Code (代码)

请见这里 | Please see HERE for some popular Model Compression codes.


5.Model Compression Scholars (著名学者)

Here are some Model Compression scholars and labs.

全部列表以及代表工作性见这里

Please note that this list is far not complete. A full list can be seen in here. Model Compression is an active field. If you are aware of some scholars, please add them here.

  • General Model Compression algorithms and applications:

  • Model Compression algorithms:

  • Theory:


6.Model Compression Thesis (硕博士论文)

Here are some popular thesis on Model Compression.

硕博士论文可以让我们很快地对模型压缩的相关领域做一些了解,同时,也能很快地了解概括相关研究者的工作。其中,比较有名的有


7.Datasets and Benchmarks (数据集与评测结果)

Please see HERE for the popular Model Compression datasets and benchmark results.

这里整理了常用的公开数据集和一些已发表的文章在这些数据集上的实验结果。


8.Model Compression Challenges (模型压缩比赛)


Applications (模型压缩应用)

See HERE for Model Compression applications.

模型压缩应用请见这里


Other Resources (其他资源)


Contributing (欢迎参与贡献)

If you are interested in contributing, please refer to HERE for instructions in contribution.


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