Video Anomaly Detection on ShanghaiTech (SHT) (test)
98.1Frame-level AUCDAKD_S
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DAKD_SFeatures=CLIP, T=32=true2024.06 | 98.1 | — | |
| DAKD_TFeatures=Multiple, T=32=true2024.06 | 98.08 | — | |
| DAKD_SFeatures=I3D, T=32=true2024.06 | 98.02 | — | |
| Wu et al.Features=I3D-RGB, T=32=true2024.06 | 97.48 | — | |
| MSLFeatures=VSwin-RGB, T=32=true2024.06 | 97.32 | — | |
| RTFM*Features=I3D-RGB, T=32=true2024.06 | 97.21 | — | |
| SSRL*Features=I3D-RGB, T=32=true2024.06 | 97.04 | — | |
| MSLFeatures=I3D-RGB, T=32=true2024.06 | 96.08 | — | |
| MISTFeatures=I3D-RGB, T=32=true2024.06 | 94.83 | — | |
| RTFMTraining Protocol=MTL2025.12 | 90.01 | — | |
| CLAWSFeatures=C3D - RGB, T=32=true2024.06 | 89.67 | — | |
| Sultani et al.Features=C3D-RGB, T=32=true2024.06 | 86.3 | — | |
| UR-DMUTraining Protocol=MTL2025.12 | 85.67 | — | |
| MISTTraining Protocol=MTL2025.12 | 85.15 | — | |
| MISTTraining Protocol=w/CADE2025.12 | 84.9 | — | |
| UR-DMUTraining Protocol=w/CADE2025.12 | 84.83 | — | |
| Zhang et al.Features=C3D-RGB, T=32=true2024.06 | 82.5 | — | |
| SSAEFeature=F, Tasks=2, Object-level training=true, FPS=10*2026.04 | 80.5 | — | |
| UR-DMUTraining Protocol=FT2025.12 | 79.84 | — | |
| MA-PDM (FD)Feature=F+FD, Tasks=1, Patch-level training=true, FPS=452026.04 | 79.2 | — | |
| AED-MAEFeature=F+SA, Tasks=22026.04 | 79.1 | — | |
| SLMFeature=F, Tasks=3, Object-level training=true2026.04 | 78.8 | — | |
| FPDMFeature=F, Tasks=2, FPS=82026.04 | 78.6 | — | |
| Sultani et al.Training Protocol=MTL2025.12 | 78.5 | — | |
| VABDFeature=F+OF, Tasks=2, FPS=65*2026.04 | 78.2 | — | |
| LLSHFeature=F, Tasks=2, FPS=25*2026.04 | 77.6 | — | |
| VADMamba++Feature=F, Tasks=1, FPS=133*2026.04 | 77.1 | — | |
| VADMambaModel=SSM, Mode=Hybrid2025.03 | 77 | 90 | |
| VADMambaFeature=F+OF, Tasks=2, FPS=90*2026.04 | 77 | — | |
| STEALFeature=F, Tasks=1, FPS=752026.04 | 76.4 | — | |
| BiSPFeature=F, Tasks=2, FPS=45*2026.04 | 76.4 | — | |
| HF2-VADFeature=F+OF, Tasks=2, Object-level training=true, FPS=15*2026.04 | 76.2 | — | |
| Flow-basedMethod Category=Ours2024.09 | 75.6 | — | |
| DSS-NetFeature=F, Tasks=12026.04 | 75.5 | — | |
| MoBA (Flow)Feature=F+OF, Tasks=1, FPS=68*2026.04 | 75.2 | — | |
| FastAno+Feature=F, Tasks=1, FPS=1302026.04 | 75.2 | — | |
| BiFIFeature=F+OF, Tasks=22026.04 | 75 | — | |
| STNMambaFeature=F+FD, Tasks=1, FPS=402026.04 | 74.9 | — | |
| Fore-basedMethod Category=Ours2024.09 | 74.9 | — | |
| VECModel=CNN, Mode=Single2025.03 | 74.8 | — | |
| VECMethod Category=Prediction-based (Pred.)2024.09 | 74.8 | — | |
| RTFMTraining Protocol=w/CADE2025.12 | 74.74 | — | |
| DLAN-ACMethod Category=Prediction-based (Pred.)2024.09 | 74.7 | — | |
| DEDDnetMethod Category=Prediction-based (Pred.)2024.09 | 74.5 | — | |
| VADMamba w/o FRModel=SSM, Mode=Single2025.03 | 74.4 | 151 | |
| VADMamba (FP)Feature=F, Tasks=1, FPS=151*2026.04 | 74.4 | — | |
| TSMDCFeature=F, Tasks=32026.04 | 74.4 | — | |
| SSAGANFeature=F, Tasks=2, FPS=402026.04 | 74.3 | — | |
| A2D-GANModel=GAN, Mode=Single2025.03 | 74.2 | — | |
| PDM-NetModel=CNN, Mode=Hybrid2025.03 | 74.2 | — | |
| A2D-GANFeature=F, Tasks=12026.04 | 74.2 | — | |
| PDM-NetFeature=F, Tasks=22026.04 | 74.2 | — | |
| A2D-GANMethod Category=Reconstruction-based (Recon.)2024.09 | 74.2 | — | |
| PDM-NetMethod Category=Prediction-based (Pred.)2024.09 | 74.2 | — | |
| MoBA (Fore)Feature=F+FG, Tasks=1, FPS=68*2026.04 | 74 | — | |
| VADCLModel=ViT, Mode=Single2025.03 | 73.8 | — | |
| USTN-DSCModel=ViT, Mode=Single2025.03 | 73.8 | — | |
| STM-AEModel=CNN, Mode=Hybrid2025.03 | 73.8 | 40 | |
| USTN-DSCFeature=F, Tasks=12026.04 | 73.8 | — | |
| USTN-DSCMethod Category=Prediction-based (Pred.)2024.09 | 73.8 | — | |
| STGCN-FFPModel=CNN, Mode=Single2025.03 | 73.7 | — | |
| STGCN-FFPFeature=F+OF, Tasks=12026.04 | 73.7 | — | |
| DAST-NetFeature=F, Tasks=1, FPS=222026.04 | 73.7 | — | |
| AMMC-NetFeature=F+OF, Tasks=22026.04 | 73.7 | — | |
| PseudoBoundMethod Category=Reconstruction-based (Recon.)2024.09 | 73.7 | — | |
| DAST-NetMethod Category=Reconstruction-based (Recon.)2024.09 | 73.7 | — | |
| AMMC-NetMethod Category=Prediction-based (Pred.)2024.09 | 73.7 | — | |
| STGCN-FFPMethod Category=Prediction-based (Pred.)2024.09 | 73.7 | — | |
| AnoPCNModel=CNN, Mode=Hybrid2025.03 | 73.6 | 10 | |
| MGAN-CLModel=GAN, Mode=Hybrid2025.03 | 73.6 | 30 | |
| MGAN-CLFeature=F, Tasks=2, FPS=302026.04 | 73.6 | — | |
| MGAN-CLMethod Category=Prediction-based (Pred.)2024.09 | 73.6 | — | |
| MSN-netModel=CNN, Mode=Single2025.03 | 73.4 | 95 | |
| MSN-netFeature=F, Tasks=1, FPS=952026.04 | 73.4 | — | |
| MSN-netMethod Category=Prediction-based (Pred.)2024.09 | 73.4 | — | |
| MESDnetFeature=F+FD, Tasks=12026.04 | 73.2 | — | |
| STR-VADFeature=F, Tasks=1, FPS=602026.04 | 73.2 | — | |
| STR-VADMethod Category=Prediction-based (Pred.)2024.09 | 73.2 | — | |
| GroupGANModel=GAN, Mode=Hybrid2025.03 | 73.1 | 70 | |
| GroupGANFeature=F, Tasks=2, FPS=702026.04 | 73.1 | — | |
| Frame-PredModel=CNN, Mode=Single2025.03 | 72.8 | 25 | |
| Frame-PredMethod Category=Prediction-based (Pred.)2024.09 | 72.8 | — | |
| VADMamba w/o FPModel=SSM, Mode=Single2025.03 | 72.2 | 132 | |
| VADMamba (FR)Feature=OF, Tasks=1, FPS=132*2026.04 | 72.2 | — | |
| VADiffusionFeature=F, Tasks=2, FPS=22026.04 | 71.7 | — | |
| TMAEModel=ViT, Mode=Single2025.03 | 71.4 | — | |
| C2NetModel=GAN, Mode=Hybrid2025.03 | 71.4 | — | |
| C2NetFeature=F, Tasks=22026.04 | 71.4 | — | |
| C2NetMethod Category=Prediction-based (Pred.)2024.09 | 71.4 | — | |
| MAAM-NetModel=CNN, Mode=Hybrid2025.03 | 71.3 | 64 | |
| MAAM-NetFeature=F+OF, Tasks=2, FPS=642026.04 | 71.3 | — | |
| MAAM-NetMethod Category=Reconstruction-based (Recon.)2024.09 | 71.3 | — | |
| MemAEModel=CNN, Mode=Single2025.03 | 71.2 | 45 | |
| MemAEFeature=F, Tasks=1, FPS=31*2026.04 | 71.2 | — | |
| MemAEMethod Category=Reconstruction-based (Recon.)2024.09 | 71.2 | — | |
| MNADModel=CNN, Mode=Single2025.03 | 70.5 | 78 | |
| MNADFeature=F, Tasks=1, FPS=87*2026.04 | 70.5 | — | |
| MNADMethod Category=Prediction-based (Pred.)2024.09 | 70.5 | — | |
| MNADMethod Category=Reconstruction-based (Recon.)2024.09 | 69.8 | — | |
| Sultani et al.Training Protocol=w/CADE2025.12 | 68.11 | — |