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[CVPR25] Task-Aware Clustering for Prompting Vision-Language Models

Installation

Please refer to the instructions detailed in INSTALL.md.

Data Preparation

Please refer to the instructions detailed in DATASETS.md.

Training & Evaluation

Please refer to the instructions detailed in base2new_train.sh and xd_train.sh.

Acknowledgements

Our code is based on PromptSRC, MaPLe, and Co-CoOp and CoOp. We thank the authors for releasing their code.

Citation

If you find our work useful in your research or if you use parts of this code, please consider citing our paper

@InProceedings{Hao_2025_CVPR,
    author    = {Hao, Fusheng and He, Fengxiang and Wu, Fuxiang and Wang, Tichao and Song, Chengqun and Cheng, Jun},
    title     = {Task-Aware Clustering for Prompting Vision-Language Models},
    booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR)},
    month     = {June},
    year      = {2025},
    pages     = {14745-14755}
}

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Code for "Task-Aware Clustering for Prompting Vision-Language Models" in CVPR 2025.

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