Video Anomaly Detection on Avenue
91.9Frame-AUCVADMamba++
Evaluation Results
| Method | Links | |
|---|---|---|
| VADMamba++Feature=F, Task=1, Training Level=frame-level, FPS=133*2026.04 | 91.9 | |
| VADMambaFeature=F+OF, Task=2, Training Level=frame-level, FPS=90*2026.04 | 91.5 | |
| AED-MAEFeature=F+SA, Task=2, Training Level=frame-level2026.04 | 91.3 | |
| HF2-VADFeature=F+OF, Task=2, Training Level=object-level, FPS=15*2026.04 | 91.1 | |
| MAAM-NetFeature=F+OF, Task=2, Training Level=frame-level, FPS=642026.04 | 90.9 | |
| SLMFeature=F, Task=3, Training Level=object-level2026.04 | 90.9 | |
| TSMDCFeature=F, Task=3, Training Level=frame-level2026.04 | 90.6 | |
| VEC-AMethod Category=Proposed2020.08 | 90.2 | |
| SSAEFeature=F, Task=2, Training Level=object-level, FPS=10*2026.04 | 90.2 | |
| FPDMFeature=F, Task=2, Training Level=frame-level, FPS=82026.04 | 90.1 | |
| BiFIFeature=F+OF, Task=2, Training Level=frame-level2026.04 | 89.7 | |
| VEC-AMMethod Category=Proposed2020.08 | 89.6 | |
| BiSPFeature=F, Task=2, Training Level=frame-level, FPS=45*2026.04 | 89.5 | |
| SSAGANFeature=F, Task=2, Training Level=frame-level, FPS=402026.04 | 88.8 | |
| LLSHFeature=F, Task=2, Training Level=frame-level, FPS=25*2026.04 | 88.6 | |
| PDM-NetFeature=F, Task=2, Training Level=frame-level2026.04 | 88.1 | |
| C2NetFeature=F, Task=2, Training Level=frame-level2026.04 | 87.5 | |
| VADiffusionFeature=F, Task=2, Training Level=frame-level, FPS=22026.04 | 87.2 | |
| MGAN-CLFeature=F, Task=2, Training Level=frame-level, FPS=302026.04 | 87.1 | |
| AM-CORRMethod Category=Reconstruction Based2020.08 | 86.9 | |
| VABDFeature=F+OF, Task=2, Training Level=frame-level, FPS=65*2026.04 | 86.6 | |
| AMMC-NetFeature=F+OF, Task=2, Training Level=frame-level2026.04 | 86.6 | |
| MPED-RNN2022.07 | 86.3 | |
| AnoPCNMethod Category=Hybrid Methods2020.08 | 86.2 | |
| AnomalyNetMethod Category=Reconstruction Based2020.08 | 86.1 | |
| Attention-PredictionMethod Category=Frame Prediction Based2020.08 | 86 | |
| Conv-VRNNMethod Category=Frame Prediction Based2020.08 | 85.8 | |
| GroupGANFeature=F, Task=2, Training Level=frame-level, FPS=702026.04 | 85.5 | |
| Prediction&ReconstructionMethod Category=Hybrid Methods2020.08 | 85.1 | |
| Liu et al.2019.08 | 84.9 | |
| Frame-PredictionMethod Category=Frame Prediction Based2020.08 | 84.9 | |
| U-Net2022.07 | 84.9 | |
| Mem-AEMethod Category=Reconstruction Based2020.08 | 83.3 | |
| Multi-timescale model (Ours)2019.08 | 82.85 | |
| Multi-Timescale2022.07 | 82.8 | |
| WTA-CAE + OCSVMMethod Category=Reconstruction Based2020.08 | 82.1 | |
| TSC-rRNN2019.08 | 81.71 | |
| SRNNMethod Category=Reconstruction Based2020.08 | 81.7 | |
| TSC sRNN2022.07 | 81.7 | |
| ST-CAEMethod Category=Hybrid Methods2020.08 | 80.9 | |
| Ionescu et al.2019.08 | 80.6 | |
| BiPOCO2022.07 | 80.2 | |
| CAEMethod Category=Reconstruction Based2020.08 | 80 | |
| R-VAEMethod Category=Reconstruction Based2020.08 | 79.6 | |
| ConvLSTM-AEMethod Category=Reconstruction Based2020.08 | 77 | |
| BiTraPmode=bbox only2022.07 | 72 | |
| Conv-AE2019.08 | 70.2 | |
| Conv-AE2022.07 | 70.2 | |
| Stacked LSTMbaseline=true2022.07 | 63.1 |