most citedThe Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM

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cs.AI2026

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning

Shibo Gao, Peipei Yang, Xu-Yao Zhang +1

Video Anomaly Detection (VAD) aims to identify anomalous events and localize their temporal intervals. Existing approaches exhibit a "when-what" dissociation: traditional DNN-based…