Anomaly Detection on Swan
90.57F1PATransformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TransformerBackbone=Transformer, Type=Ours2026.07 | 90.57 | 80.1 | 88.21 | |
| LSTM-VAEBackbone=LSTM-VAE, Type=Ours2026.07 | 89.88 | 79.14 | 87.36 | |
| LSTM-VAEBackbone=LSTM-VAE, Type=w/o unlabeled2026.07 | 89.18 | 64.94 | 79.38 | |
| OmniAnomalyBackbone=OmniAnomaly, Type=w/ unlabeled2026.07 | 89.16 | 62.2 | 78.21 | |
| OmniAnomalyBackbone=OmniAnomaly, Type=w/o unlabeled2026.07 | 89.16 | 62.2 | 78.21 | |
| LSTM-VAEBackbone=LSTM-VAE, Type=w/ unlabeled2026.07 | 89.15 | 61.32 | 77.63 | |
| USADBackbone=USAD, Type=w/ unlabeled2026.07 | 89.14 | 62.79 | 78.47 | |
| USADBackbone=USAD, Type=w/o unlabeled2026.07 | 89.14 | 62.79 | 78.47 | |
| OmniAnomalyBackbone=OmniAnomaly, Type=Ours2026.07 | 89.05 | 58.55 | 73.4 | |
| USADBackbone=USAD, Type=Ours2026.07 | 89.02 | 60.64 | 74.53 | |
| TransformerBackbone=Transformer, Type=w/o unlabeled2026.07 | 89.02 | 72.58 | 83.3 | |
| TransformerBackbone=Transformer, Type=w/ unlabeled2026.07 | 88.98 | 66.29 | 80.26 | |
| ATBackbone=AT, Type=Ours2026.07 | 87.98 | 61.5 | 76.96 | |
| VTT-PATBackbone=VTT-PAT, Type=Ours2026.07 | 84.78 | 78.81 | 83.94 | |
| VTT-SATBackbone=VTT-SAT, Type=Ours2026.07 | 84.66 | 71.97 | 82.41 | |
| ATBackbone=AT, Type=w/o unlabeled2026.07 | 84.42 | 4.77 | 7.06 | |
| VTT-SATBackbone=VTT-SAT, Type=w/o unlabeled2026.07 | 84.34 | 60.94 | 74.51 | |
| VTT-PATBackbone=VTT-PAT, Type=w/ unlabeled2026.07 | 84.34 | 60.8 | 75.51 | |
| VTT-PATBackbone=VTT-PAT, Type=w/o unlabeled2026.07 | 84.34 | 60.8 | 73.15 | |
| VTT-SATBackbone=VTT-SAT, Type=w/ unlabeled2026.07 | 84.33 | 60.84 | 76.21 | |
| ATBackbone=AT, Type=w/ unlabeled2026.07 | 83.81 | 5 | 7.25 |