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More details can be found on the project webpage.

If you feel our paper helps in your research, kindly cite our papers:

@inproceedings{Qiu2022AreMM,
  title={Are Multimodal Models Robust to Image and Text Perturbations?},
  author={Jielin Qiu and Yi Zhu and Xingjian Shi and Florian Wenzel and Zhiqiang Tang and Ding Zhao and Bo Li and Mu Li},
  journal={arXiv preprint arXiv:2212.08044},
  year={2022}
}

@inproceedings{qiu2022benchmarking,
  title={Benchmarking Robustness under Distribution Shift of Multimodal Image-Text Models},
  author={Qiu, Jielin and Zhu, Yi and Shi, Xingjian and Tang, Zhiqiang and Zhao, Ding and Li, Bo and Li, Mu},
  booktitle={NeurIPS 2022 Workshop on Distribution Shifts: Connecting Methods and Applications}
}

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This project is licensed under the Apache-2.0 License.

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