Better Safe Than Sorry? Overreaction Problem of Vision Language Models in Visual Emergency Recognition

Dasol Choi, Seunghyun Lee, Youngsook Song

Vision-Language Models (VLMs) have shown capabilities in interpreting visual content, but their reliability in safety-critical scenarios remains insufficiently explored. We introdu…