Abnormal Event Detection on UCSD Ped2
99.8AUCSSMT
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SSMTApproach=frame & object level2022.03 | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSMTApproach=object-level2022.03 | 99.8 | — | — | — | — | — | — | — | — | 72.8 | 91.2 | — | — | — | — | — | — | — | — | |
| 3D CNN Multi-task LearningProcessing Level=Object level2020.11 | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3D CNN Multi-task LearningProcessing Level=Late fusion2020.11 | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VADMamba++Feature=F, Task=1, Training Level=frame-level, FPS=133*2026.04 | 99.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HF2-VADMethod Category=Hybrid and Other Methods2022.04 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AMSRCMethod Category=Proposed2022.04 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HF2-VADFeature=F+OF, Task=2, Training Level=object-level, FPS=15*2026.04 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Vu et al.Year=20192020.11 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FoGAMethod Category=Multi-Pred., FPS=1102026.01 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BiFIFeature=F+OF, Task=2, Training Level=frame-level2026.04 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TEVAD-OPLBackbone=TEVAD, Variant=OPL2026.05 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 42 | 2 | 40 | 39 | |
| TEVAD-G-OPLBackbone=TEVAD, Variant=G-OPL2026.05 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 79 | 2 | 17 | 7 | |
| BAFApproach=object-level2022.03 | 98.7 | — | — | — | — | — | — | — | — | 69.23 | 93.15 | — | — | — | — | — | — | — | — | |
| TEVAD2026.05 | 98.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60 | 80 | |
| BiSPMethod Category=Multi-Pred., FPS=452026.01 | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BiSPFeature=F, Task=2, Training Level=frame-level, FPS=45*2026.04 | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VADMambaFeature=F+OF, Task=2, Training Level=frame-level, FPS=90*2026.04 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PseudoBoundMethod Category=Recon.2026.01 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoBA-flowMethod Category=Single-Pred., FPS=682026.01 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VADiffusionFeature=F, Task=2, Training Level=frame-level, FPS=22026.04 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSMDCFeature=F, Task=3, Training Level=frame-level2026.04 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| USTN-DSCMethod Category=Single-Pred.2026.01 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FastAno++Method Category=Single-Pred., FPS=1302026.01 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DEDDnetMethod Category=Multi-Pred.2026.01 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ji et al.Year=20202020.11 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Zaheer et al.Year=20202020.11 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| USTN-DSC2026.05 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSC2026.05 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| C2NetFeature=F, Task=2, Training Level=frame-level2026.04 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAST-NetMethod Category=Recon., FPS=222026.01 | 97.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ionescu et al.Year=20192020.11 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Doshi et al.Year=20202020.11 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CascadeReconMethod Category=Recon.2026.01 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PDM-NetMethod Category=Single-Pred.2026.01 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAAM-NetFeature=F+OF, Task=2, Training Level=frame-level, FPS=642026.04 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PDM-NetFeature=F, Task=2, Training Level=frame-level2026.04 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DLAN-ACMethod Category=Single-Pred.2026.01 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSN-netMethod Category=Single-Pred., FPS=952026.01 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SLMFeature=F, Task=3, Training Level=object-level2026.04 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSAGANFeature=F, Task=2, Training Level=frame-level, FPS=402026.04 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ASTNetMethod Category=Single-Pred.2026.01 | 97.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VEC-AMMethod Category=Proposed2020.08 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VECMethod Category=Prediction-Based Methods2022.04 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Yu et al.Year=20202020.11 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LGN-NetMethod Category=Single-Pred., FPS=192026.01 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VABDFeature=F+OF, Task=2, Training Level=frame-level, FPS=65*2026.04 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MNAD-PMethod Category=Prediction-Based Methods2022.04 | 97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MNADApproach=frame-level2022.03 | 97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MNADMethod Category=Single-Pred., FPS=872026.01 | 97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Park et al.Year=20202020.11 | 97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MGNAD2026.05 | 97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VEC-AMethod Category=Proposed2020.08 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STCENMethod Category=Single-Pred., FPS=402026.01 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSAGANMethod Category=Single-Pred., FPS=402026.01 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STGCN-FFPMethod Category=Single-Pred.2026.01 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnoPCNMethod Category=Hybrid Methods2020.08 | 96.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnoPCNMethod Category=Hybrid and Other Methods2022.04 | 96.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WTA-CAE + OCSVMMethod Category=Reconstruction Based2020.08 | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AMMC-NetMethod Category=Hybrid and Other Methods2022.04 | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Lee et al.Year=20192020.11 | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AMMC-NetFeature=F+OF, Task=2, Training Level=frame-level2026.04 | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GroupGANFeature=F, Task=2, Training Level=frame-level, FPS=702026.04 | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Cluster-AEMethod Category=Recon.2026.01 | 96.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MGAN-CLMethod Category=Multi-Pred., FPS=302026.01 | 96.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Lee et al.Year=20182020.11 | 96.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MGAN-CLFeature=F, Task=2, Training Level=frame-level, FPS=302026.04 | 96.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OMAEApproach=object-level2022.03 | 96.46 | — | — | — | — | — | — | — | — | 80.07 | 95.39 | — | — | — | — | — | — | — | — | |
| Prediction&ReconstructionMethod Category=Hybrid Methods2020.08 | 96.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Tang et al.Year=20202020.11 | 96.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AM-CORRMethod Category=Reconstruction Based2020.08 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AMCMethod Category=Hybrid and Other Methods2022.04 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SIGnetMethod Category=Multi-Pred.2026.01 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Nguyen et al.Year=20192020.11 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Lu et al.Year=20202020.11 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Conv-VRNNMethod Category=Frame Prediction Based2020.08 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Attention-PredictionMethod Category=Frame Prediction Based2020.08 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HAMCMethod Category=Single-Pred.2026.01 | 95.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dong et al.Year=20202020.11 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PDE-AEMethod Category=Reconstruction Based2020.08 | 95.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Frame-PredictionMethod Category=Frame Prediction Based2020.08 | 95.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Frame-Pred.Method Category=Prediction-Based Methods2022.04 | 95.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Frame-PredMethod Category=Single-Pred., FPS=252026.01 | 95.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Liu et al.Year=20182020.11 | 95.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AED-MAEFeature=F+SA, Task=2, Training Level=frame-level2026.04 | 95.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyNetMethod Category=Reconstruction Based2020.08 | 94.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| dummyAEApproach=object-level2022.03 | 94.3 | — | — | — | — | — | — | — | — | 52.8 | 72.9 | — | — | — | — | — | — | — | — | |
| Mem-AEMethod Category=Reconstruction Based2020.08 | 94.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MemAEMethod Category=Reconstruction-Based Methods2022.04 | 94.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MemAEApproach=frame-level2022.03 | 94.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MemAEMethod Category=Recon., FPS=312026.01 | 94.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gong et al.Year=20192020.11 | 94.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EGO-OPLBackbone=EGO, Variant=OPL2026.05 | 94.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45 | 3 | 46 | 44 | |
| SiameseApproach=video patch-level2022.03 | 94 | — | — | — | — | — | — | — | — | 74 | 89.3 | — | — | — | — | — | — | — | — | |
| Ramachandra et al.Year=20202020.11 | 94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EGO-G-OPLBackbone=EGO, Variant=G-OPL2026.05 | 94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83 | 3 | 19 | 8 | |
| MGFN-G-OPL/OPLBackbone=MGFN2026.05 | 93.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.6 | 39 | 94 | 31 | — | |
| Proposed Method2017.08 | 93.5 | — | — | 14 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GANMethod Category=Reconstruction Based2020.08 | 93.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ravanbakhsh et al.Year=20172020.11 | 93.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |