Anomaly Detection on SWaT (F1, AUC, F1PA)
97.28F1PAAT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ATBackbone=AT, Type=w/ unlabeled2026.07 | 97.28 | 4.26 | 6.72 | |
| ATBackbone=AT, Type=w/o unlabeled2026.07 | 96.08 | 3.74 | 6.11 | |
| VTT-PATBackbone=VTT-PAT, Type=w/o unlabeled2026.07 | 94.71 | 28.23 | 29.72 | |
| VTT-SATBackbone=VTT-SAT, Type=w/ unlabeled2026.07 | 92.8 | 48.15 | 70.97 | |
| VTT-SATBackbone=VTT-SAT, Type=w/o unlabeled2026.07 | 92.8 | 48.15 | 69.77 | |
| VTT-PATBackbone=VTT-PAT, Type=Ours2026.07 | 92.68 | 72.69 | 85.86 | |
| ATBackbone=AT, Type=Ours2026.07 | 92.39 | 78.47 | 87.83 | |
| LSTM-VAEBackbone=LSTM-VAE, Type=Ours2026.07 | 92.35 | 84.63 | 89.78 | |
| USADBackbone=USAD, Type=w/ unlabeled2026.07 | 92.31 | 84.63 | 89.76 | |
| OmniAnomalyBackbone=OmniAnomaly, Type=w/ unlabeled2026.07 | 92.24 | 84.63 | 89.76 | |
| OmniAnomalyBackbone=OmniAnomaly, Type=w/o unlabeled2026.07 | 92.23 | 84.63 | 89.76 | |
| OmniAnomalyBackbone=OmniAnomaly, Type=Ours2026.07 | 92.22 | 84.63 | 89.76 | |
| VTT-SATBackbone=VTT-SAT, Type=Ours2026.07 | 92.18 | 70.79 | 83 | |
| LSTM-VAEBackbone=LSTM-VAE, Type=w/o unlabeled2026.07 | 92.15 | 84.63 | 89.76 | |
| LSTM-VAEBackbone=LSTM-VAE, Type=w/ unlabeled2026.07 | 92.1 | 84.63 | 89.76 | |
| TransformerBackbone=Transformer, Type=w/ unlabeled2026.07 | 92.06 | 84.63 | 89.76 | |
| TransformerBackbone=Transformer, Type=w/o unlabeled2026.07 | 91.81 | 85.14 | 90.23 | |
| USADBackbone=USAD, Type=w/o unlabeled2026.07 | 91.32 | 84.63 | 89.76 | |
| USADBackbone=USAD, Type=Ours2026.07 | 91.13 | 84.63 | 89.75 | |
| TransformerBackbone=Transformer, Type=Ours2026.07 | 91.08 | 85.3 | 90.44 | |
| VTT-PATBackbone=VTT-PAT, Type=w/ unlabeled2026.07 | 86.83 | 33.19 | 51.29 |