OpenCodePapers

video-anomaly-detection-on-hr-shanghaitech

Anomaly DetectionVideo Anomaly Detection
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PaperCodeAUCModelNameReleaseDate
Bounding-Box Trajectories Matter for Video Anomaly Detection88.6TrajVAD-P2026-05-21
Motion Semantics Guided Normalizing Flow for Privacy-Preserving Video Anomaly Detection88.1MSG-Flow2026-03-23
STEP: Score-Based Temporal Energy for Human Pose Video Anomaly Detection87.7STEP2026-08-20
PoseWatch: A Transformer-based Architecture for Human-centric Video Anomaly Detection Using Spatio-temporal Pose Tokenization✓ Link87.23PoseWatch-H2024-08-27
Sequential keypoint density estimator: an overlooked baseline of skeleton-based video anomaly detection✓ Link86.9SeeKer2025-06-23
Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly Detection✓ Link84.3MoPRL2021-12-07
Bounding-Box Trajectories Matter for Video Anomaly Detection84.1TrajVAD-T2026-05-21
An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction✓ Link81.77TSGAD2024-04-29
Holistic Representation Learning for Multitask Trajectory Anomaly Detection✓ Link77.9TrajREC2023-11-03
Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection✓ Link77.6MoCoDAD2023-07-14
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection✓ Link77.1COSKAD-euclidean2023-01-23
Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection77.0Multi-timescale Prediction2019-08-12
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection✓ Link75.6COSKAD-hyperbolic2023-01-23
Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos✓ Link75.4MPED-RNN2019-03-08
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection✓ Link75.2COSKAD-radial2023-01-23
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection✓ Link74.9BiPOCO2022-07-05
Graph Embedded Pose Clustering for Anomaly Detection✓ Link74.8GEPC2019-12-26
Future Frame Prediction for Anomaly Detection -- A New Baseline✓ Link72.7Pred2017-12-28
Learning Temporal Regularity in Video Sequences✓ Link69.8Conv-AE2016-04-15
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