paper-with-me

Video Anomaly Detection 벤치마크

Video Anomaly Detection on CUHK Avenue

21개 결과 · ⬇ CSV · JSON

AUC

87.3 88.67 90.05 91.42 92.8 2021-08 2026-09 HF2-VAD — 91.1 (2021-08-16) HF2-VAD — 91.1 (2021-08-16) HF2-VAD — 91.1 (2021-08-16) MAMA — 91.2 (2024-02-26) MAMA — 91.2 (2024-02-26) MAMA — 91.2 (2024-02-26) PGM — 92.72 (2024-07-08) PGM — 92.72 (2024-07-08) PGM — 92.72 (2024-07-08) AnomalyRuler — 89.7 (2024-07-14) AnomalyRuler — 89.7 (2024-07-14) AnomalyRuler — 89.7 (2024-07-14) VideoPatchCore — 92.8 (2024-09-24) VideoPatchCore — 92.8 (2024-09-24) VideoPatchCore — 92.8 (2024-09-24) AnyAnomaly — 87.3 (2025-03-06) AnyAnomaly — 87.3 (2025-03-06) AnyAnomaly — 87.3 (2025-03-06) VADMamba — 91.5 (2025-03-27) VADMamba — 91.5 (2025-03-27) VADMamba — 91.5 (2025-03-27) HF2-VAD — 91.1 (2021-08-16) MAMA — 91.2 (2024-02-26) PGM — 92.72 (2024-07-08) VideoPatchCore — 92.8 (2024-09-24)
RankModel AUCRBDCTBDC PaperCodeYear
1 VideoPatchCore 92.8%–– VideoPatchCore: An Effective Method to Memorize Normality for Video Anomaly Detection SkiddieAhn/Paper-VideoPatchCore 2024
2 PGM 92.72%60.1872.09 Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified milestonesys-research/vad-with-pgms 2024
3 VADMamba 91.5%–– VADMamba: Exploring State Space Models for Fast Video Anomaly Detection jLooo/VADMamba 2025
4 MAMA 91.2%–– Making Anomalies More Anomalous: Video Anomaly Detection Using a Novel Generator and Destroyer SkiddieAhn/Paper-Making-Anomalies-More-Anomalous 2024
5 HF2-VAD 91.1%–– A Hybrid Video Anomaly Detection Framework via Memory-Augmented Flow Reconstruction and Flow-Guided Frame Prediction LiUzHiAn/hf2vad 2021
6 AnomalyRuler 89.7%–– Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models Yuchen413/AnomalyRuler 2024
7 AnyAnomaly 87.3%–– AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLM SkiddieAhn/Paper-AnyAnomaly 2025
8 VideoPatchCore 92.8%–– VideoPatchCore: An Effective Method to Memorize Normality for Video Anomaly Detection SkiddieAhn/Paper-VideoPatchCore 2024
9 PGM 92.72%60.1872.09 Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified milestonesys-research/vad-with-pgms 2024
10 VADMamba 91.5%–– VADMamba: Exploring State Space Models for Fast Video Anomaly Detection jLooo/VADMamba 2025
11 MAMA 91.2%–– Making Anomalies More Anomalous: Video Anomaly Detection Using a Novel Generator and Destroyer SkiddieAhn/Paper-Making-Anomalies-More-Anomalous 2024
12 HF2-VAD 91.1%–– A Hybrid Video Anomaly Detection Framework via Memory-Augmented Flow Reconstruction and Flow-Guided Frame Prediction LiUzHiAn/hf2vad 2021
13 AnomalyRuler 89.7%–– Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models Yuchen413/AnomalyRuler 2024
14 AnyAnomaly 87.3%–– AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLM SkiddieAhn/Paper-AnyAnomaly 2025
15 VideoPatchCore 92.8%–– VideoPatchCore: An Effective Method to Memorize Normality for Video Anomaly Detection SkiddieAhn/Paper-VideoPatchCore 2024
16 PGM 92.72%60.1872.09 Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified milestonesys-research/vad-with-pgms 2024
17 VADMamba 91.5%–– VADMamba: Exploring State Space Models for Fast Video Anomaly Detection jLooo/VADMamba 2025
18 MAMA 91.2%–– Making Anomalies More Anomalous: Video Anomaly Detection Using a Novel Generator and Destroyer SkiddieAhn/Paper-Making-Anomalies-More-Anomalous 2024
19 HF2-VAD 91.1%–– A Hybrid Video Anomaly Detection Framework via Memory-Augmented Flow Reconstruction and Flow-Guided Frame Prediction LiUzHiAn/hf2vad 2021
20 AnomalyRuler 89.7%–– Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models Yuchen413/AnomalyRuler 2024
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