https://github.com/computer-vision-in-the-wild/react

https://github.com/computer-vision-in-the-wild/react

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Fork of microsoft/react
Created over 3 years ago · Last pushed over 3 years ago

https://github.com/Computer-Vision-in-the-Wild/react/blob/main/

# REACT: Learning Customized Visual Models with Retrieval-Augmented Knowledge

[Haotian Liu](https://hliu.cc), [Kilho Son](#), [Jianwei Yang](https://jwyang.github.io/), [Ce Liu](#), [Jianfeng Gao](https://www.microsoft.com/en-us/research/people/jfgao/), [Yong Jae Lee*](https://pages.cs.wisc.edu/~yongjaelee/), [Chunyuan Li*](https://chunyuan.li/)

[[Project Page](https://react-vl.github.io/)] [[Paper](https://arxiv.org/abs/2301.07094)]

![Teaser figure](figures/concept.gif)

- Introducing a customization stage to the lifecycle of foundation models!
- REACT customizes foundation models to downstream tasks without the need of any labeled data.

## Code Release

Code comming soon.  Stay tuned!

## Citation
```
@article{liu2023react,
  author      = {Liu, Haotian and Son, Kilho and Yang, Jianwei and Liu, Ce and Gao, Jianfeng and Lee, Yong Jae and Li, Chunyuan},
  title       = {Learning Customized Visual Models with Retrieval-Augmented Knowledge},
  publisher   = {arXiv:2301.07094},
  year        = {2023},
}
```

## Contributing

This project welcomes contributions and suggestions.  Most contributions require you to agree to a
Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us
the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com.

When you submit a pull request, a CLA bot will automatically determine whether you need to provide
a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions
provided by the bot. You will only need to do this once across all repos using our CLA.

This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/).
For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or
contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments.

## Trademarks

This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft 
trademarks or logos is subject to and must follow 
[Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general).
Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship.
Any use of third-party trademarks or logos are subject to those third-party's policies.

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  • Name: Computer-Vision-in-the-Wild
  • Login: Computer-Vision-in-the-Wild
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