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  If you use our models, datasets, or methodology in your research, please cite our paper:
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  ```bibtex
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- @inproceedings{he2025mitigating,
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- title={{Mitigating Hallucinations in Object Detection Models: A Revisit to Out-of-Distribution Detection}},
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- author={He, Weicheng and Wu, Changshun and Cheng, Chih-Hong and Huang, Xiaowei and Bensalem, Saddek},
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- booktitle={To Be Published},
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- year={2025}
 
 
 
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  }
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  ```
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  If you use our models, datasets, or methodology in your research, please cite our paper:
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  ```bibtex
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+ @inproceedings{wu2025revisitingoutofdistributiondetectionrealtime,
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+ title={Revisiting Out-of-Distribution Detection in Real-time Object Detection: From Benchmark Pitfalls to a New Mitigation Paradigm},
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+ author={Changshun Wu and Weicheng He and Chih-Hong Cheng and Xiaowei Huang and Saddek Bensalem},
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+ year={2025},
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+ eprint={2503.07330},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2503.07330},
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  }
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  ```
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