diff --git a/README.md b/README.md index 2f1cc68e1..16a47d5a5 100644 --- a/README.md +++ b/README.md @@ -3,9 +3,12 @@ llmc +llmc + [![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) [![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/ModelTC/LightCompress) [![arXiv](https://img.shields.io/badge/LLMC-2405.06001-b31b1b)](https://arxiv.org/abs/2405.06001) +[![arXiv](https://img.shields.io/badge/LLMC+-2508.09981-b31b1b)](https://arxiv.org/abs/2508.09981) [![Discord Banner](https://img.shields.io/discord/1139835312592392214?logo=discord&logoColor=white)](https://discord.com/invite/NfJzbkK3jY) [![QQ](https://img.shields.io/badge/QQ-EB1923?logo=tencent-qq&logoColor=white)](http://qm.qq.com/cgi-bin/qm/qr?_wv=1027&k=I9IGPWWj8uuRXWH3_ELWjouf6gkIMgUl&authKey=GA3WbFAsm90ePJf%2FCbc7ZyXXq4ShQktlBaLxgqS5yuSPAsr3%2BDKMRdosUiLYoilO&noverify=0&group_code=526192592) [![Doc](https://img.shields.io/badge/docs-English-99cc2)](https://llmc-en.readthedocs.io/en/latest/) @@ -156,6 +159,27 @@ You can add your own model type referring to files under `llmc/models/*.py`. ## 💡 Supported Algorithm List +### Token Reduction + +- ✅ [ToMe](https://arxiv.org/abs/2210.09461) +- ✅ [FastV](https://arxiv.org/abs/2403.06764) +- ✅ [SparseVLM](https://arxiv.org/abs/2410.04417) +- ✅ [VisionZip](https://arxiv.org/abs/2412.04467) + +
+More Supported Algorithms  + +- ✅ [PyramidDrop](https://arxiv.org/abs/2410.17247) +- ✅ [VisPruner](https://arxiv.org/abs/2412.01818) +- ✅ [MustDrop](https://arxiv.org/abs/2411.10803) +- ✅ [DART](https://arxiv.org/abs/2502.11494) +- ✅ [DyCoke](https://arxiv.org/abs/2411.15024) +- ✅ [PruneVid](https://arxiv.org/abs/2412.16117) +- ✅ [FastVID](https://arxiv.org/abs/2503.11187) +- ✅ [HoliTom](https://arxiv.org/abs/2505.21334) + +
+ ### Quantization - ✅ Naive @@ -223,6 +247,15 @@ We develop our code referring to the following repos: If you find our toolkit or research paper useful or relevant to your research, please kindly cite our work: +``` +@article{lv2025llmc+, + title={LLMC+: Benchmarking Vision-Language Model Compression with a Plug-and-play Toolkit}, + author={Lv, Chengtao and Zhang, Bilang and Yong, Yang and Gong, Ruihao and Huang, Yushi and Gu, Shiqiao and Wu, Jiajun and Shi, Yumeng and Guo, Jinyang and Wang, Wenya}, + journal={arXiv preprint arXiv:2508.09981}, + year={2025} +} +``` + ``` @inproceedings{DBLP:conf/emnlp/GongYGHLZT024, author={Ruihao Gong and Yang Yong and Shiqiao Gu and Yushi Huang and Chengtao Lv and Yunchen Zhang and Dacheng Tao and Xianglong Liu}, diff --git a/imgs/llmc+.png b/imgs/llmc+.png new file mode 100644 index 000000000..6b41f6d90 Binary files /dev/null and b/imgs/llmc+.png differ