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**[MAPILLARY VISTAS VALIDATION FOR FINE-GRAINED TRAFFIC SIGNS: A Benchmark Revealing Vision-Language Model Limitations](https://arxiv.org/pdf/2508.02047)**
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*Submitted to ICCV Workshop 2025*
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**[MAPILLARY VISTAS VALIDATION FOR FINE-GRAINED TRAFFIC SIGNS: A Benchmark Revealing Vision-Language Model Limitations](https://arxiv.org/pdf/2508.02047)**
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*Submitted to ICCV Workshop 2025*
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## 📄 Citation
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```bibtex
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@article{garg2025mapillary,
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title={Mapillary Vistas Validation for Fine-Grained Traffic Signs: A Benchmark Revealing Vision-Language Model Limitations},
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author={Garg, Sparsh and Aich, Abhishek},
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journal={arXiv preprint arXiv:2508.02047},
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year={2025}
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}
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