Video Anomaly Detection on CUHK Avenue (Ave) (test)
93.7AUCHSC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HSCVenue=CVPR-23, Image Only=No, Training=Yes2024.07 | 93.7 | — | — | — | — | |
| LBR-SPRSetup=UVAD, Learning Mode=Partial mode, Motion Enhancement=true2021.08 | 92.8 | — | — | — | — | |
| DMADVenue=CVPR 23, Memory=true2024.09 | 92.8 | — | — | — | — | |
| VPCMemory=true2024.09 | 92.8 | — | — | — | — | |
| HSCVenue=ICCV 23, Memory=true2024.09 | 92.4 | — | — | — | — | |
| Zhang et al.Venue=CVPR 24, Memory=false2024.09 | 92.4 | — | — | — | — | |
| BackAgnosticFPS=18, Prediction-based=false, Pre-trained module=true2021.06 | 92.3 | — | — | — | — | |
| Georgescu et al.Category=Object-centric2021.10 | 92.3 | — | — | — | — | |
| BAFSetup=Classic VAD2021.08 | 92.3 | — | — | — | — | |
| BAFVenue=TPAMI-21, Image Only=No, Training=Yes2024.07 | 92.3 | — | — | — | — | |
| SSLVenue=ECCV-22, Image Only=No, Training=Yes2024.07 | 92.2 | — | — | — | — | |
| JigsawVenue=ECCV 22, Memory=false2024.09 | 92.2 | — | — | — | — | |
| MTLFPS=21, Prediction-based=false, Pre-trained module=true, evaluation_protocol=micro-AUC2021.06 | 91.5 | — | — | — | — | |
| SSMTLSetup=Classic VAD2021.08 | 91.5 | — | — | — | — | |
| Sun et al.Venue=AAAI 23, Memory=true2024.09 | 91.5 | — | — | — | — | |
| AED-MAEZero-shot=false2025.03 | 91.3 | — | — | — | — | |
| MA-PDMZero-shot=false2025.03 | 91.3 | — | — | — | — | |
| Ristea et al.Venue=CVPR 24, Memory=false2024.09 | 91.3 | — | — | — | — | |
| HF2Setup=Classic VAD2021.08 | 91.1 | — | — | — | — | |
| HF2Venue=ICCV-21, Image Only=No, Training=Yes2024.07 | 91.1 | — | — | — | — | |
| HF2-VADVenue=ICCV 21, Memory=true2024.09 | 91.1 | — | — | — | — | |
| SLMZero-shot=false2025.03 | 90.9 | — | — | — | — | |
| SLMVenue=ICCV-23, Image Only=Yes, Training=Yes2024.07 | 90.9 | — | — | — | — | |
| LBR-SPRSetup=UVAD, Learning Mode=Merge mode, Motion Enhancement=true2021.08 | 90.7 | — | — | — | — | |
| Object-CentricSetup=Classic VAD2021.08 | 90.4 | — | — | — | — | |
| VECSetup=Classic VAD2021.08 | 90.2 | — | — | — | — | |
| FPDMZero-shot=false2025.03 | 90.1 | — | — | — | — | |
| FPDMVenue=ICCV-23, Image Only=Yes, Training=Yes2024.07 | 90.1 | — | — | — | — | |
| FPDMVenue=ICCV 23, Memory=false2024.09 | 90.1 | — | — | — | — | |
| BMANCategory=Miscellaneous2021.10 | 90 | — | — | — | — | |
| BMANSetup=Classic VAD2021.08 | 90 | — | — | — | — | |
| DLAN-ACZero-shot=false2025.03 | 89.9 | — | — | — | — | |
| USTN-DSCZero-shot=false2025.03 | 89.9 | — | — | — | — | |
| DLAN-ACVenue=ECCV 22, Memory=false2024.09 | 89.9 | — | — | — | — | |
| USTN-DSCVenue=CVPR 23, Memory=false2024.09 | 89.9 | — | — | — | — | |
| AnomalyRulerZero-shot=false2025.03 | 89.7 | — | — | — | — | |
| LBR-SPRSetup=UVAD, Learning Mode=Merge mode, Motion Enhancement=false2021.08 | 89.7 | — | — | — | — | |
| AnomalyRulerImage Only=Yes, Training=No2024.07 | 89.7 | — | — | — | — | |
| VECVADFPS=5, Prediction-based=false, Pre-trained module=true2021.06 | 89.6 | — | — | — | — | |
| VECCategory=Object-centric2021.10 | 89.6 | — | — | — | — | |
| Scene-AwareSetup=Classic VAD2021.08 | 89.6 | — | — | — | — | |
| MPNZero-shot=false2025.03 | 89.5 | — | — | — | — | |
| MPNSetup=Classic VAD2021.08 | 89.5 | — | — | — | — | |
| MPNVenue=CVPR-21, Image Only=Yes, Training=Yes2024.07 | 89.5 | — | — | — | — | |
| MPNVenue=CVPR 21, Memory=true2024.09 | 89.5 | — | — | — | — | |
| Ionescu et al. [13]Category=Miscellaneous2021.10 | 88.9 | — | — | — | — | |
| MNADMethodology=Prediction, Memory Module=True2020.03 | 88.5 | — | — | — | — | |
| MNADFPS=78, Prediction-based=true, Pre-trained module=false, re-implemented=true2021.06 | 88.5 | — | — | — | — | |
| MNAD-PredCategory=Prediction2021.10 | 88.5 | — | — | — | — | |
| Mem-GuidedSetup=Classic VAD2021.08 | 88.5 | — | — | — | — | |
| LBR-SPRSetup=UVAD, Learning Mode=Partial mode, Motion Enhancement=false2021.08 | 88.5 | — | — | — | — | |
| MNADVenue=CVPR-20, Image Only=Yes, Training=Yes2024.07 | 88.5 | — | — | — | — | |
| MNADVenue=CVPR 20, Memory=true2024.09 | 88.5 | — | — | — | — | |
| NGOFVenue=CVPR-21, Image Only=No, Training=Yes2024.07 | 88.4 | — | — | — | — | |
| Multipath-Pred.Setup=Classic VAD2021.08 | 88.3 | — | — | — | — | |
| ROADMAPVenue=TNNLS 21, Memory=false2024.09 | 88.3 | — | — | — | — | |
| Dummy AnoFPS=11, Prediction-based=false, Pre-trained module=true, evaluation_protocol=micro-AUC2021.06 | 87.4 | — | — | — | — | |
| Ionescu et al. [12]Category=Object-centric2021.10 | 87.4 | — | — | — | — | |
| LLSHVenue=TCSVT 22, Memory=false2024.09 | 87.4 | — | — | — | — | |
| AnyAnomalyZero-shot=true, Context-aware=true2025.03 | 87.3 | — | — | — | — | |
| AnyAnomalyCross-domain training=false, Few-shot adaptation=false, Auxiliary datasets=false2025.03 | 87.3 | — | — | — | — | |
| Proposed method (G_theta and D_phi)Components=Generator and Discriminator, Evaluation level=frame-level2018.04 | 87.2 | — | — | — | — | |
| STANCategory=Miscellaneous2021.10 | 87.2 | — | — | — | — | |
| Ramachandra et al.Category=Miscellaneous2021.10 | 87.2 | — | — | — | — | |
| STEAL-NetZero-shot=false2025.03 | 87.1 | — | — | — | — | |
| Wang et al.Category=Miscellaneous2021.10 | 87 | — | — | — | — | |
| CACSetup=Classic VAD2021.08 | 87 | — | — | — | — | |
| Appearance-Motion Correspondence CNN2019.08 | 86.9 | — | — | — | — | |
| AMC2020.03 | 86.9 | — | — | — | — | |
| AMCPrediction-based=true, Pre-trained module=true2021.06 | 86.9 | — | — | — | — | |
| AMCCategory=Miscellaneous2021.10 | 86.9 | — | — | — | — | |
| AM-Corr.Setup=Classic VAD2021.08 | 86.9 | — | — | — | — | |
| AMCVenue=ICCV 19, Memory=false2024.09 | 86.9 | — | — | — | — | |
| SIGNetSetup=Classic VAD2021.08 | 86.8 | — | — | — | — | |
| Cao et al.Venue=CVPR 23, Memory=false2024.09 | 86.8 | — | — | — | — | |
| AMMC-NetZero-shot=false2025.03 | 86.6 | — | — | — | — | |
| Proposed method (G_theta)Components=Generator only, Evaluation level=frame-level2018.04 | 86.6 | — | — | — | — | |
| AMmemPrediction-based=false, Pre-trained module=true2021.06 | 86.6 | — | — | — | — | |
| DeepOCCategory=Miscellaneous2021.10 | 86.6 | — | — | — | — | |
| DeepOCSetup=Classic VAD2021.08 | 86.6 | — | — | — | — | |
| AMMCNSetup=Classic VAD2021.08 | 86.6 | — | — | — | — | |
| AMMC-NetVenue=AAAI 21, Memory=false2024.09 | 86.6 | — | — | — | — | |
| VABDVenue=TIP 22, Memory=false2024.09 | 86.6 | — | — | — | — | |
| Any-Shot Sequential Anomaly Detectiondecision_making=online2020.04 | 86.4 | — | — | — | — | |
| Proposed online anomaly detection method2020.04 | 86.4 | — | — | — | — | |
| Doshi and YilmazCategory=Object-centric2021.10 | 86.4 | — | — | — | — | |
| Shibao et al.Cross-domain training=true, Few-shot adaptation=false, Auxiliary datasets=true2025.03 | 86.2 | — | — | — | — | |
| AnoPCNFPS=10, Prediction-based=true, Pre-trained module=true2021.06 | 86.2 | — | — | — | — | |
| AnoPCNSetup=Classic VAD2021.08 | 86.2 | — | — | — | — | |
| AnomalyNetSetup=Classic VAD2021.08 | 86.1 | — | — | — | — | |
| CDDAEFPS=32, Prediction-based=false, Pre-trained module=false2021.06 | 86 | — | — | — | — | |
| Chang et al.Category=Miscellaneous2021.10 | 86 | — | — | — | — | |
| AttentionSetup=Classic VAD2021.08 | 86 | — | — | — | — | |
| Clustering-AESetup=Classic VAD2021.08 | 86 | — | — | — | — | |
| CDAEVenue=ECCV-20, Image Only=Yes, Training=Yes2024.07 | 86 | — | — | — | — | |
| CDDAVenue=ECCV 20, Memory=false2024.09 | 86 | — | — | — | — | |
| CT-D2GANSetup=Classic VAD2021.08 | 85.9 | — | — | — | — | |
| FewShotGANPrediction-based=true, Pre-trained module=true2021.06 | 85.8 | — | — | — | — | |
| CVRNNPrediction-based=false, Pre-trained module=false2021.06 | 85.8 | — | — | — | — | |
| Lu et al. [28]Category=Prediction2021.10 | 85.8 | — | — | — | — |