From Accuracy to Visual Dependence: Auditing and Filtering Modality Collapse in Traffic VideoQA

Sena Korkut, María Alejandra Bravo Sarmiento, Sanghwan Kim +1

High benchmark accuracy does not guarantee genuine use of visual evidence. We study this problem in traffic accident Video Question Answering (VideoQA), where correct answers shoul…