ML Research Wiki / Benchmarks / Video Anomaly Detection / ShanghaiTech

ShanghaiTech

Video Anomaly Detection Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: AUC

Top Performing Models

Rank Model Paper AUC Date Code
1 PGM Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified 45.40 2024-07-08 📦 milestonesys-research/vad-with-pgms
2 MULDE-object-centric-micro MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection 0.00 2024-03-21 📦 jakubmicorek/MULDE-Multiscale-Log-Density-Estimation-via-Denoising-Score-Matching-for-Video-Anomaly-Detection
3 AnomalyRuler Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models 0.00 2024-07-14 📦 Yuchen413/AnomalyRuler
4 VideoPatchCore VideoPatchCore: An Effective Method to Memorize Normality for Video Anomaly Detection 0.00 2024-09-24 📦 SkiddieAhn/Paper-VideoPatchCore
5 MULDE-frame-centric-micro MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection 0.00 2024-03-21 📦 jakubmicorek/MULDE-Multiscale-Log-Density-Estimation-via-Denoising-Score-Matching-for-Video-Anomaly-Detection
6 TSGAD An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction 0.00 2024-04-29 📦 tecsar-uncc/tsgad
7 AnyAnomaly AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLM 0.00 2025-03-06 📦 SkiddieAhn/Paper-AnyAnomaly

All Papers (7)

milestonesys-research/vad-with-pgms
jakubmicorek/MULDE-Multiscale-Log-Density-Estimation-via-Denoising-Score-Matching-for-Video-Anomaly-Detection
Yuchen413/AnomalyRuler
SkiddieAhn/Paper-VideoPatchCore
jakubmicorek/MULDE-Multiscale-Log-Density-Estimation-via-Denoising-Score-Matching-for-Video-Anomaly-Detection
tecsar-uncc/tsgad
SkiddieAhn/Paper-AnyAnomaly