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@@ -586,12 +586,13 @@ ChatRex is licensed under the IDEA License 1.0, Copyright (c) IDEA. All Rights R
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  - For the low resolution vision encoder, we are using [openai/clip-vit-large-patch14](https://huggingface.co/openai/clip-vit-large-patch14) which is licensed under [MIT LICENSE](https://github.com/openai/CLIP/blob/main/LICENSE)
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  # BibTeX 📚
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  ```
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- @misc{jiang2024trex2,
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- title={T-Rex2: Towards Generic Object Detection via Text-Visual Prompt Synergy},
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- author={Qing Jiang and Feng Li and Zhaoyang Zeng and Tianhe Ren and Shilong Liu and Lei Zhang},
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  year={2024},
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- eprint={2403.14610},
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  archivePrefix={arXiv},
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- primaryClass={cs.CV}
 
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  }
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  ```
 
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  - For the low resolution vision encoder, we are using [openai/clip-vit-large-patch14](https://huggingface.co/openai/clip-vit-large-patch14) which is licensed under [MIT LICENSE](https://github.com/openai/CLIP/blob/main/LICENSE)
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  # BibTeX 📚
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  ```
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+ @misc{jiang2024chatrextamingmultimodalllm,
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+ title={ChatRex: Taming Multimodal LLM for Joint Perception and Understanding},
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+ author={Qing Jiang and Gen Luo and Yuqin Yang and Yuda Xiong and Yihao Chen and Zhaoyang Zeng and Tianhe Ren and Lei Zhang},
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  year={2024},
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+ eprint={2411.18363},
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  archivePrefix={arXiv},
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+ primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2411.18363},
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  }
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  ```