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Deformable Spatio-Temporal Encoder

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04:00

2026-06-16

arxiv.org

computer-vision

VigilFormer: Deformable Attention for Video Anomaly Detection with Causal Risk Inference

Researchers introduced VigilFormer, a video anomaly detection framework combining deformable spatio-temporal attention with causal temporal modeling, achieving state-of-the-art AUC scores of 87.83% on…

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VigilFormer 1 UCF-Crime 1 ShanghaiTech 1 CUHK Avenue 1 Causal Anomaly Classifier 1 Adaptive Confidence Scheduler 1