Author

Xu-Yao Zhang

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Preprint Aug 2026

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

Glance then Scrutinize (GtS), a training-free framework using static and dynamic textual guidance for coarse-to-fine anomaly grounding and understanding, balancing accuracy and speed, and JeAUG, a metric jointly evaluating semantic interpretability and temporal precision are introduced.

Shibo Gao, Pei-Pei Yang, Xu-Yao Zhang et al. · 0 citations