VIDEO ANOMALY DETECTION

The new system, called PoinCLIP‑VAD, tackles the challenge of spotting unusual events in videos without detailed frame‑by‑frame labels. Traditional methods struggle because they treat visual and textual clues in a flat, Euclidean space, which makes it hard to tease apart subtle differences between n