Dongheng Lin

A Unified Reasoning Framework for Holistic Zero-Shot Video Anomaly Analysis

Most video-anomaly research stops at frame-wise detection, offering little insight into why an event is abnormal, typically outputting only frame-wise anomaly scores without spatial or semantic context. Recent video anomaly localization and video anomaly understanding methods improve explainability…