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@@ -135,14 +135,11 @@ plt.savefig("FG-CLIP/use_imgs/FGCLIP_dfcolor_cat.png")
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  If you find FG-CLIP useful for your research and applications, please cite using this BibTeX:
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  ```
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- @article{xie2025fgclip,
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- title={FG-CLIP: Fine-Grained Visual and Textual Alignment},
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- author={Chunyu Xie and Bin Wang and Fanjing Kong and Jincheng Li and Dawei Liang and Gengshen Zhang and Dawei Leng and Yuhui Yin},
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- year={2025},
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- eprint={2505.05071},
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- archivePrefix={arXiv},
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- primaryClass={cs.CV},
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- url={https://arxiv.org/abs/2505.05071},
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  }
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  ```
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  If you find FG-CLIP useful for your research and applications, please cite using this BibTeX:
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  ```
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+ @article{xie2025fg,
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+ title={FG-CLIP: Fine-Grained Visual and Textual Alignment},
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+ author={Xie, Chunyu and Wang, Bin and Kong, Fanjing and Li, Jincheng and Liang, Dawei and Zhang, Gengshen and Leng, Dawei and Yin, Yuhui},
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+ journal={arXiv preprint arXiv:2505.05071},
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+ year={2025}
 
 
 
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  }
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  ```
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