Probe-VAD: Ordinal Likelihood Probing for Training-Free Video Anomaly Detection

Jiawei Gu, Qilin Zhao, Tengkuo Guo +6

Video anomaly detection (VAD) aims to localize anomalous events in untrimmed videos. Vision-language models (VLMs) provide rich visual understanding for training-free VAD, but exis…