NOVA: Normal-Side Modeling for Training-Free Zero-Shot Video Anomaly Detection

Wei-Chih Yin, Yun-Ching Kao, Cheng-Kuan Lin +1

Training-free zero-shot video anomaly detection (ZS-VAD) leverages vision-language models (VLMs) to localize anomaly instances from a predefined anomaly vocabulary, without providi…