OpenCodePapers

video-anomaly-detection-on-hr-ubnormal

Anomaly DetectionVideo Anomaly Detection
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PaperCodeAUCModelNameReleaseDate
STEP: Score-Based Temporal Energy for Human Pose Video Anomaly Detection90.9STEP2026-08-20
Sequential keypoint density estimator: an overlooked baseline of skeleton-based video anomaly detection✓ Link78.9SeeKer2025-06-23
Motion Semantics Guided Normalizing Flow for Privacy-Preserving Video Anomaly Detection75.8MSG-Flow2026-03-23
Bounding-Box Trajectories Matter for Video Anomaly Detection73.8TrajVAD-P2026-05-21
Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection✓ Link68.4MoCoDAD2023-07-14
Holistic Representation Learning for Multitask Trajectory Anomaly Detection✓ Link68.2TrajREC2023-11-03
Bounding-Box Trajectories Matter for Video Anomaly Detection68.0TrajVAD-T2026-05-21
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection✓ Link65.5COSKAD-hyperbolic2023-01-23
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection✓ Link65.2COSKAD-euclidean2023-01-23
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection✓ Link63.4COSKAD-radial2023-01-23
Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos✓ Link61.2MPED-RNN2019-03-08
Graph Embedded Pose Clustering for Anomaly Detection✓ Link55.2GEPC2019-12-26
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection✓ Link52.3BiPOCO2022-07-05
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