UniDrive: A Unified Vision-Language and Grounding Framework for Interpretable Risk Understanding in Autonomous Driving

arXiv·medium signal

UniDrive unifies vision-language understanding and grounding to produce interpretable risk assessments in autonomous driving, addressing how existing MLLMs lack grounded reasoning about driving scenes. Relevant for teams building interpretable perception and risk-understanding systems where explainability is a safety requirement.