OpenCodePapers

anomaly-detection-on-ubnormal

Anomaly Detection
Dataset Link
Results over time
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PaperCodeAUCRBDCTBDCModelNameReleaseDate
STEP: Score-Based Temporal Energy for Human Pose Video Anomaly Detection90.1%STEP2026-08-20
Normalizing Flows for Human Pose Anomaly Detection✓ Link79.2%STG-NF - Supervised2022-11-20
Sequential keypoint density estimator: an overlooked baseline of skeleton-based video anomaly detection✓ Link77.9%SeeKer2025-06-23
Bounding-Box Trajectories Matter for Video Anomaly Detection73.8%TrajVAD-P2026-05-21
MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection✓ Link72.8%MULDE-frame-centric-micro-one-class-classification2024-03-21
Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models✓ Link71.9%AnomalyRuler2024-07-14
Normalizing Flows for Human Pose Anomaly Detection✓ Link71.8%STG-NF - Unsupervised2022-11-20
Is Space-Time Attention All You Need for Video Understanding?✓ Link68.5%0.040.05TimeSformer2021-02-09
Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection✓ Link68.3%MoCoDAD2023-07-14
Bounding-Box Trajectories Matter for Video Anomaly Detection68.0%TrajVAD-T2026-05-21
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection✓ Link65%COSKAD-hyperbolic2023-01-23
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection✓ Link64.9%COSKAD-euclidean2023-01-23
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection✓ Link62.9%COSKAD-radial2023-01-23
Feature Prediction Diffusion Model for Video Anomaly Detection62.7FPDM2023-01-01
SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection62.1%25.6363.53SSMTL++v12022-07-16
A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video✓ Link61.3%25.4356.27Background-Agnostic Framework2020-08-27
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection✓ Link50.7BiPOCO2022-07-05
Real-world Anomaly Detection in Surveillance Videos✓ Link50.3%0.0020.001MIL2018-01-12
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