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open‑vocabulary VAD

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Network Intelligence Research Center (NIRC)
Network Intelligence Research Center (NIRC)
Jul 24, 2026 · Artificial Intelligence

When Large Models Begin to “Understand” Anomalies: The New Wave in Video Anomaly Detection

The article traces video anomaly detection from simple alarm‑style scores to semantic, open‑vocabulary understanding powered by vision‑language and large language models, highlighting recent CVPR 2024 work, emerging capabilities, and future evaluation criteria beyond raw detection accuracy.

LAVADlarge language modelopen‑vocabulary VAD
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When Large Models Begin to “Understand” Anomalies: The New Wave in Video Anomaly Detection