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@@ -10,12 +10,20 @@ This is a huggingface model card for Q-Insight 👋
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  This project is licensed under the Apache-2.0 License. It is finetuned from [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) under Apache-2.0.
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  ## Citation
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- If you find the code helpful in your research or work, please cite the following paper:
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  ```
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- @article{li2025qinsight,
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- title={Q-Insight: Understanding Image Quality via Visual Reinforcement Learning},
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  author={Li, Weiqi and Zhang, Xuanyu and Zhao, Shijie and Zhang, Yabin and Li, Junlin and Zhang, Li and Zhang, Jian},
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- journal={arXiv preprint arXiv:2503.22679},
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  year={2025}
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  }
 
 
 
 
 
 
 
 
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  ```
 
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  This project is licensed under the Apache-2.0 License. It is finetuned from [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) under Apache-2.0.
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  ## Citation
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+ If you find the code helpful in your research or work, please cite the following papers:
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  ```
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+ @inproceedings{li2025qinsight,
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+ title={Q-insight: Understanding image quality via visual reinforcement learning},
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  author={Li, Weiqi and Zhang, Xuanyu and Zhao, Shijie and Zhang, Yabin and Li, Junlin and Zhang, Li and Zhang, Jian},
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+ booktitle={Advances in Neural Information Processing Systems},
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  year={2025}
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  }
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+ ```
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+ ```
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+ @inproceedings{zhang2025vqinsight,
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+ title={VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning},
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+ author={Zhang, Xuanyu and Li, Weiqi and Zhao, Shijie and Li, Junlin and Zhang, Li and Zhang, Jian},
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+ booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
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+ year={2026}
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+ }
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  ```