Author

Shibo Gao

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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

Review Aug 2026

I Seek You in Videos: Identity-Conditioned Queries for Person-Centric Video Reasoning

The Identity-conditioned Queries task is introduced, in which models are required to jointly associate and interpret an input video and a reference image of a person, and leverage this conditioning to address identity grounding, behavior understanding, and temporal reasoning, among other challenges.

Shibo Gao, Chongxiao Wang, Chenglong Huang et al. · 0 citations