Video Anomaly Detection on ShanghaiTech (SHT)
80.5AUCSSAE
Evaluation results
| Method | Links | |
|---|---|---|
| SSAEFeature=F, Task=2, Training Level=object-level, FPS=10*2026.04 | 80.5 | |
| AED-MAEFeature=F+SA, Task=2, Training Level=frame-level2026.04 | 79.1 | |
| SLMFeature=F, Task=3, Training Level=object-level2026.04 | 78.8 | |
| FPDMFeature=F, Task=2, Training Level=frame-level, FPS=82026.04 | 78.6 | |
| VABDFeature=F+OF, Task=2, Training Level=frame-level, FPS=65*2026.04 | 78.2 | |
| LLSHFeature=F, Task=2, Training Level=frame-level, FPS=25*2026.04 | 77.6 | |
| VADMamba++Feature=F, Task=1, Training Level=frame-level, FPS=133*2026.04 | 77.1 | |
| VADMambaFeature=F+OF, Task=2, Training Level=frame-level, FPS=90*2026.04 | 77 | |
| BiSPFeature=F, Task=2, Training Level=frame-level, FPS=45*2026.04 | 76.4 | |
| HF2-VADFeature=F+OF, Task=2, Training Level=object-level, FPS=15*2026.04 | 76.2 | |
| BiFIFeature=F+OF, Task=2, Training Level=frame-level2026.04 | 75 | |
| TSMDCFeature=F, Task=3, Training Level=frame-level2026.04 | 74.4 | |
| SSAGANFeature=F, Task=2, Training Level=frame-level, FPS=402026.04 | 74.3 | |
| PDM-NetFeature=F, Task=2, Training Level=frame-level2026.04 | 74.2 | |
| AMMC-NetFeature=F+OF, Task=2, Training Level=frame-level2026.04 | 73.7 | |
| MGAN-CLFeature=F, Task=2, Training Level=frame-level, FPS=302026.04 | 73.6 | |
| GroupGANFeature=F, Task=2, Training Level=frame-level, FPS=702026.04 | 73.1 | |
| VADiffusionFeature=F, Task=2, Training Level=frame-level, FPS=22026.04 | 71.7 | |
| C2NetFeature=F, Task=2, Training Level=frame-level2026.04 | 71.4 | |
| MAAM-NetFeature=F+OF, Task=2, Training Level=frame-level, FPS=642026.04 | 71.3 |