RoboDriveVLM: A Novel Benchmark and Baseline towards Robust Vision-Language Models for Autonomous Driving

This paper introduces a new benchmark and baseline to develop robust Vision-Language Models (VLMs) specifically for autonomous driving, addressing critical safety and performance challenges in real-world scenarios. This directly contributes to the safety and reliability of autonomous driving systems.