Video Anomaly Detection on CUHK Avenue
93.8Frame AUCAMSRC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AMSRCMethod Category=Proposed2022.04 | 93.8 | — | |
| AMSRCYear=20232023.09 | 93.8 | — | |
| SSMTL++v1Year=20222023.09 | 93.7 | — | |
| AI-VADYear=20232023.09 | 93.6 | — | |
| Background-Agnostic Framework + SSPCABYear=20222023.09 | 92.9 | — | |
| DMADYear=20232023.09 | 92.8 | — | |
| Background-Agnostic FrameworkYear=20202023.09 | 92.3 | — | |
| HSNBMYear=20222023.09 | 91.6 | — | |
| SSMTL++v2Year=20232023.09 | 91.6 | — | |
| SSMTLYear=20212023.09 | 91.5 | — | |
| JigsawYear=2022, Implementation=From current paper authors2023.09 | 91.41 | — | |
| HF2-VADMethod Category=Hybrid and Other Methods2022.04 | 91.1 | — | |
| HF2-VADYear=20212023.09 | 91.1 | — | |
| HF2-VAD + SSPCABYear=20222023.09 | 90.9 | — | |
| Two-StreamYear=20222023.09 | 90.8 | — | |
| Object-centric auto-encoders2020.01 | 90.4 | — | |
| Bi-Directional VAD FrameworkYear=20222023.09 | 90.3 | — | |
| VECMethod Category=Prediction-Based Methods2022.04 | 90.2 | — | |
| FoGAMethod Category=Multi-Pred., FPS=1102026.01 | 90.1 | — | |
| DLAN-ACMethod Category=Single-Pred.2026.01 | 89.9 | — | |
| USTN-DSCMethod Category=Single-Pred.2026.01 | 89.9 | — | |
| DAST-NetMethod Category=Recon., FPS=222026.01 | 89.8 | — | |
| VigilFormerFPS=41.52026.05 | 89.74 | — | |
| Cloze TestYear=20202023.09 | 89.6 | — | |
| BiSPMethod Category=Multi-Pred., FPS=452026.01 | 89.5 | — | |
| MSN-netMethod Category=Single-Pred., FPS=952026.01 | 89.4 | — | |
| LGN-NetMethod Category=Single-Pred., FPS=192026.01 | 89.3 | — | |
| BN-WVADFPS=22.82026.05 | 89.11 | — | |
| DEDDnetMethod Category=Multi-Pred.2026.01 | 89 | — | |
| CLIP-TSAFPS=18.42026.05 | 88.95 | — | |
| Narrowed normality clusters2020.01 | 88.9 | — | |
| CascadeReconMethod Category=Recon.2026.01 | 88.9 | — | |
| SSAGANMethod Category=Single-Pred., FPS=402026.01 | 88.8 | — | |
| MoBA-flowMethod Category=Single-Pred., FPS=682026.01 | 88.7 | — | |
| MNAD-PMethod Category=Prediction-Based Methods2022.04 | 88.5 | — | |
| MNADMethod Category=Single-Pred., FPS=872026.01 | 88.5 | — | |
| STGCN-FFPMethod Category=Single-Pred.2026.01 | 88.4 | — | |
| UR-DMUFPS=26.72026.05 | 88.3 | — | |
| PDM-NetMethod Category=Single-Pred.2026.01 | 88.1 | — | |
| ITAE + NFSYear=20222023.09 | 88 | — | |
| FastAno++Method Category=Single-Pred., FPS=1302026.01 | 87.8 | — | |
| STG-NFFPS=29.42026.05 | 87.63 | — | |
| MGFNFPS=24.32026.05 | 87.42 | — | |
| Siamese CNN2020.01 | 87.2 | 18.8 | |
| PseudoBoundMethod Category=Recon.2026.01 | 87.1 | — | |
| MGAN-CLMethod Category=Multi-Pred., FPS=302026.01 | 87.1 | — | |
| AMCMethod Category=Hybrid and Other Methods2022.04 | 86.9 | — | |
| SIGnetMethod Category=Multi-Pred.2026.01 | 86.8 | — | |
| ASTNetMethod Category=Single-Pred.2026.01 | 86.7 | — | |
| AMMC-NetMethod Category=Hybrid and Other Methods2022.04 | 86.6 | — | |
| STCENMethod Category=Single-Pred., FPS=402026.01 | 86.6 | — | |
| AnoPCNMethod Category=Hybrid and Other Methods2022.04 | 86.2 | — | |
| EVALYear=20232023.09 | 86.02 | — | |
| Cluster-AEMethod Category=Recon.2026.01 | 86 | — | |
| RTFMFPS=31.52026.05 | 85.75 | — | |
| Future frame prediction2020.01 | 85.1 | — | |
| Frame-Pred.Method Category=Prediction-Based Methods2022.04 | 85.1 | — | |
| Frame-PredMethod Category=Single-Pred., FPS=252026.01 | 85.1 | — | |
| MISTFPS=27.12026.05 | 85.01 | — | |
| HAMCMethod Category=Single-Pred.2026.01 | 84.9 | — | |
| MemAEMethod Category=Reconstruction-Based Methods2022.04 | 83.3 | — | |
| MemAEMethod Category=Recon., FPS=312026.01 | 83.3 | — | |
| MNAD-RMethod Category=Reconstruction-Based Methods2022.04 | 82.8 | — | |
| MNADMethod Category=Recon.2026.01 | 82.8 | — | |
| Sparse coding revisit2020.01 | 81.7 | — | |
| Stacked RNNMethod Category=Hybrid and Other Methods2022.04 | 81.7 | — | |
| GCN-AnomalyFPS=25.62026.05 | 81.32 | — | |
| Sultani et al.FPS=38.22026.05 | 77.92 | — | |
| ConvLSTM-AEMethod Category=Reconstruction-Based Methods2022.04 | 77 | — | |
| NN on video patch FG masks2020.01 | 72 | 33 | |
| Conv-AE2020.01 | 70.2 | 25.1 | |
| ConvAEMethod Category=Reconstruction-Based Methods2022.04 | 70.2 | — | |
| STG-NF + Jigsaw (w human)Year=2023, Fusion strategy=Include human-related anomalies2023.09 | 63.89 | — | |
| STG-NF + Jigsaw (w/o human)Year=2023, Fusion strategy=Exclude human-related anomalies2023.09 | 60.9 | — | |
| STG-NFYear=2022, Implementation=From current paper authors2023.09 | 60.05 | — |