PI-VAD distills pose, depth, panoptic, flow, and language cues into an RGB-only weakly supervised anomaly detector, reporting SOTA AUC/AP on UCF-Crime, XD-Violence, and MSAD.
Vpn: Learning video-pose embedding for activities of daily living, 2020
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Just Dance with $\pi$! A Poly-modal Inductor for Weakly-supervised Video Anomaly Detection
PI-VAD distills pose, depth, panoptic, flow, and language cues into an RGB-only weakly supervised anomaly detector, reporting SOTA AUC/AP on UCF-Crime, XD-Violence, and MSAD.