Multimodal Large Language Models (MLLMs) require highly representative visual inputs for efficient video understanding. Existing keyframe selection methods, however, often struggle to simultaneously ...

Abstract: Video event extraction (VEE) aims to identify salient events in videos and accurately extract their associated arguments and semantic roles. Unlike previous methods that primarily focus on ...