OpenCodePapers

video-anomaly-detection-on-hr-shanghaitech

Video Anomaly Detection
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeAUCModelNameReleaseDate
PoseWatch: A Transformer-based Architecture for Human-centric Video Anomaly Detection Using Spatio-temporal Pose Tokenization✓ Link87.23PoseWatch-H2024-08-27
Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly Detection✓ Link84.3MoPRL2021-12-07
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