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@@ -171,17 +171,32 @@ labels = predictions[0]['labels']
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  ## 📄 Citation
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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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  ## 📄 Citation
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+ If you use our models, datasets, or methodology in your research, please cite our papers.
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+ For the IROS 2025 conference version, which primarily focuses on YOLO models and represents an earlier conference publication, please cite:
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+ ```
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+ @inproceedings{he2025mitigatinghallucinationsyolobasedobject,
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+ title={Mitigating Hallucinations in YOLO-based Object Detection Models: A Revisit to Out-of-Distribution Detection},
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+ author={Weicheng He and Changshun Wu and Chih-Hong Cheng and Xiaowei Huang and Saddek Bensalem},
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+ booktitle={Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
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+ year={2025},
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+ note={Accepted to IROS 2025},
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+ eprint={2503.07330v2},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2503.07330v2}
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+ }
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+ ```
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+ For the journal version, which expands the methodology to Faster-RCNN and RT-DETR, includes an automated data curation pipeline, and provides an in-depth analysis of the approach, please cite:
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+ ```
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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={2503.07330v3},
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  archivePrefix={arXiv},
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  primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2503.07330v3},
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  }
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  ```
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