Video Anomaly Detection on UCSD Ped2 (test)
99.6Frame-level AUCVADMamba++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VADMamba++Feature=F, Tasks=1, FPS=133*2026.04 | 99.6 | — | |
| HF2-VAD2021.08 | 99.3 | — | |
| HF2-VADType=Hybrid, Processing Category=Object-centric2025.06 | 99.3 | — | |
| HF2-VADFeature=F+OF, Tasks=2, Object-level training=true, FPS=15*2026.04 | 99.3 | — | |
| MoBA (Fore)Feature=F+FG, Tasks=1, FPS=68*2026.04 | 99 | — | |
| Fore-basedMethod Category=Ours2024.09 | 99 | — | |
| SIB-VADType=Pred, Processing Category=Object-centric2025.06 | 98.9 | — | |
| STEALFeature=F, Tasks=1, FPS=752026.04 | 98.9 | — | |
| BiFIFeature=F+OF, Tasks=22026.04 | 98.9 | — | |
| HF2-VAD w/o FPframe prediction=removed2021.08 | 98.8 | — | |
| SIB-VADType=Pred, Processing Category=Frame-centric2025.06 | 98.7 | — | |
| MA-PDMType=Pred, Processing Category=Frame-centric2025.06 | 98.6 | — | |
| MA-PDM (FD)Feature=F+FD, Tasks=1, Patch-level training=true, FPS=452026.04 | 98.6 | — | |
| BiSPFeature=F, Tasks=2, FPS=45*2026.04 | 98.6 | — | |
| VADMambaModel=SSM, Mode=Hybrid2025.03 | 98.5 | 90 | |
| VADMambaType=Hybrid, Processing Category=Frame-centric2025.06 | 98.5 | — | |
| VADMambaFeature=F+OF, Tasks=2, FPS=90*2026.04 | 98.5 | — | |
| MoBA (Flow)Feature=F+OF, Tasks=1, FPS=68*2026.04 | 98.4 | — | |
| STR-VADFeature=F, Tasks=1, FPS=602026.04 | 98.4 | — | |
| PseudoBoundMethod Category=Reconstruction-based (Recon.)2024.09 | 98.4 | — | |
| STR-VADMethod Category=Prediction-based (Pred.)2024.09 | 98.4 | — | |
| Flow-basedMethod Category=Ours2024.09 | 98.4 | — | |
| VADiffusionFeature=F, Tasks=2, FPS=22026.04 | 98.2 | — | |
| TSMDCFeature=F, Tasks=32026.04 | 98.2 | — | |
| USTN-DSCModel=ViT, Mode=Single2025.03 | 98.1 | — | |
| STM-AEModel=CNN, Mode=Hybrid2025.03 | 98.1 | 40 | |
| USTN-DSCType=VidRest, Processing Category=Frame-centric2025.06 | 98.1 | — | |
| USTN-DSCFeature=F, Tasks=12026.04 | 98.1 | — | |
| FastAno+Feature=F, Tasks=1, FPS=1302026.04 | 98.1 | — | |
| VADMamba (FP)Feature=F, Tasks=1, FPS=151*2026.04 | 98.1 | — | |
| DEDDnetMethod Category=Prediction-based (Pred.)2024.09 | 98.1 | — | |
| USTN-DSCMethod Category=Prediction-based (Pred.)2024.09 | 98.1 | — | |
| C2NetModel=GAN, Mode=Hybrid2025.03 | 98 | — | |
| STNMambaFeature=F+FD, Tasks=1, FPS=402026.04 | 98 | — | |
| C2NetFeature=F, Tasks=22026.04 | 98 | — | |
| C2NetMethod Category=Prediction-based (Pred.)2024.09 | 98 | — | |
| VADMamba w/o FRModel=SSM, Mode=Single2025.03 | 97.9 | 151 | |
| DAST-NetFeature=F, Tasks=1, FPS=222026.04 | 97.9 | — | |
| DAST-NetMethod Category=Reconstruction-based (Recon.)2024.09 | 97.9 | — | |
| MAAM-NetModel=CNN, Mode=Hybrid2025.03 | 97.7 | 64 | |
| PDM-NetModel=CNN, Mode=Hybrid2025.03 | 97.7 | — | |
| PDM-NetType=Pred, Processing Category=Frame-centric2025.06 | 97.7 | — | |
| MAAM-NetFeature=F+OF, Tasks=2, FPS=642026.04 | 97.7 | — | |
| PDM-NetFeature=F, Tasks=22026.04 | 97.7 | — | |
| MAAM-NetMethod Category=Reconstruction-based (Recon.)2024.09 | 97.7 | — | |
| PDM-NetMethod Category=Prediction-based (Pred.)2024.09 | 97.7 | — | |
| MSN-netModel=CNN, Mode=Single2025.03 | 97.6 | 95 | |
| DLAN-ACType=Recon, Processing Category=Frame-centric2025.06 | 97.6 | — | |
| MPTType=Multi-tasks, Processing Category=Object-centric2025.06 | 97.6 | — | |
| MSN-netFeature=F, Tasks=1, FPS=952026.04 | 97.6 | — | |
| SLMFeature=F, Tasks=3, Object-level training=true2026.04 | 97.6 | — | |
| SSAGANFeature=F, Tasks=2, FPS=402026.04 | 97.6 | — | |
| DLAN-ACMethod Category=Prediction-based (Pred.)2024.09 | 97.6 | — | |
| MSN-netMethod Category=Prediction-based (Pred.)2024.09 | 97.6 | — | |
| AED-SSMTLType=Multi-tasks, Processing Category=Object-centric2025.06 | 97.5 | — | |
| A2D-GANModel=GAN, Mode=Single2025.03 | 97.4 | — | |
| A2D-GANFeature=F, Tasks=12026.04 | 97.4 | — | |
| A2D-GANMethod Category=Reconstruction-based (Recon.)2024.09 | 97.4 | — | |
| VECModel=CNN, Mode=Single2025.03 | 97.3 | — | |
| VEC2021.08 | 97.3 | — | |
| VECType=Cloze test, Processing Category=Object-centric2025.06 | 97.3 | — | |
| VECMethod Category=Prediction-based (Pred.)2024.09 | 97.3 | — | |
| DSS-NetFeature=F, Tasks=12026.04 | 97.2 | — | |
| VABDFeature=F+OF, Tasks=2, FPS=65*2026.04 | 97.1 | — | |
| MNADModel=CNN, Mode=Single2025.03 | 97 | 78 | |
| MNAD-P2021.08 | 97 | — | |
| MNADFeature=F, Tasks=1, FPS=87*2026.04 | 97 | — | |
| MNADMethod Category=Prediction-based (Pred.)2024.09 | 97 | — | |
| STGCN-FFPModel=CNN, Mode=Single2025.03 | 96.9 | — | |
| STGCN-FFPFeature=F+OF, Tasks=12026.04 | 96.9 | — | |
| STGCN-FFPMethod Category=Prediction-based (Pred.)2024.09 | 96.9 | — | |
| AnoPCNModel=CNN, Mode=Hybrid2025.03 | 96.8 | 10 | |
| AnoPCN2021.08 | 96.8 | — | |
| GroupGANModel=GAN, Mode=Hybrid2025.03 | 96.6 | 70 | |
| AMMC-NetFeature=F+OF, Tasks=22026.04 | 96.6 | — | |
| GroupGANFeature=F, Tasks=2, FPS=702026.04 | 96.6 | — | |
| AMMC-NetMethod Category=Prediction-based (Pred.)2024.09 | 96.6 | — | |
| MGAN-CLModel=GAN, Mode=Hybrid2025.03 | 96.5 | 30 | |
| MGAN-CLFeature=F, Tasks=2, FPS=302026.04 | 96.5 | — | |
| MGAN-CLMethod Category=Prediction-based (Pred.)2024.09 | 96.5 | — | |
| VADMamba w/o FPModel=SSM, Mode=Single2025.03 | 96.2 | 132 | |
| AMC2021.08 | 96.2 | — | |
| VADMamba (FR)Feature=OF, Tasks=1, FPS=132*2026.04 | 96.2 | — | |
| Conv-VRNN2021.08 | 96.1 | — | |
| MESDnetFeature=F+FD, Tasks=12026.04 | 95.6 | — | |
| Frame-PredModel=CNN, Mode=Single2025.03 | 95.4 | 25 | |
| Frame-Pred.2021.08 | 95.4 | — | |
| FFPType=Pred, Processing Category=Frame-centric2025.06 | 95.4 | — | |
| AED-MAEType=Patch recon, Processing Category=Frame-centric2025.06 | 95.4 | — | |
| AED-MAEFeature=F+SA, Tasks=22026.04 | 95.4 | — | |
| Frame-PredMethod Category=Prediction-based (Pred.)2024.09 | 95.4 | — | |
| HF2-VAD w/o FRflow reconstruction=removed2021.08 | 94.5 | — | |
| MemAEModel=CNN, Mode=Single2025.03 | 94.1 | 45 | |
| TMAEModel=ViT, Mode=Single2025.03 | 94.1 | — | |
| MemAE2021.08 | 94.1 | — | |
| MemAEType=Recon, Processing Category=Frame-centric2025.06 | 94.1 | — | |
| MemAEFeature=F, Tasks=1, FPS=31*2026.04 | 94.1 | — | |
| MemAEMethod Category=Reconstruction-based (Recon.)2024.09 | 94.1 | — | |
| MA-PDM (OF)Feature=F+OF, Tasks=1, Patch-level training=true, FPS=252026.04 | 93.7 | — | |
| VADCLModel=ViT, Mode=Single2025.03 | 92.2 | — |