Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding

Tong Zeng, Longfeng Wu, Liang Shi, Dawei Zhou 0003, Feng Guo. Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding. In Luiza Antonie, Jian Pei 0001, Xiaohui Yu 0001, Flavio Chierichetti, Hady W. Lauw, Yizhou Sun, Srinivasan Parthasarathy 0001, editors, Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, V.2, KDD 2025, Toronto ON, Canada, August 3-7, 2025. pages 5972-5983, ACM, 2025. [doi]

Abstract

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