Anomaly Detection on PSM (F1PA, F1, AUC)
97.78F1PAAT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AT2026.02 | 97.78 | 2.31 | 3.8 | |
| ATBackbone=AT, Type=w/o unlabeled2026.07 | 97.25 | 4.7 | 7.17 | |
| ATBackbone=AT, Type=w/ unlabeled2026.07 | 97.2 | 5 | 7.59 | |
| FATE2026.02 | 96.01 | 46.79 | 63.8 | |
| LSTM-VAE2026.02 | 94.51 | 37.88 | 41.73 | |
| VTT-PATBackbone=VTT-PAT, Type=w/ unlabeled2026.07 | 93.92 | 40.76 | 40 | |
| VTT-PATBackbone=VTT-PAT, Type=w/o unlabeled2026.07 | 93.92 | 40.76 | 52.01 | |
| LSTM-VAEBackbone=LSTM-VAE, Type=w/o unlabeled2026.07 | 93.32 | 52.59 | 57.89 | |
| VTT-SATBackbone=VTT-SAT, Type=Ours2026.07 | 93.32 | 41.46 | 56.61 | |
| TransformerBackbone=Transformer, Type=Ours2026.07 | 93.24 | 56.53 | 62.48 | |
| TransformerBackbone=Transformer, Type=w/ unlabeled2026.07 | 93.19 | 54.02 | 59.18 | |
| LSTM-VAEBackbone=LSTM-VAE, Type=Ours2026.07 | 93.14 | 54.01 | 59.17 | |
| VTT-PATBackbone=VTT-PAT, Type=Ours2026.07 | 93.12 | 53.75 | 58.94 | |
| LSTM-VAEBackbone=LSTM-VAE, Type=w/ unlabeled2026.07 | 93.11 | 53.94 | 59.14 | |
| OmniAnomalyBackbone=OmniAnomaly, Type=w/ unlabeled2026.07 | 93 | 53.69 | 58.88 | |
| OmniAnomalyBackbone=OmniAnomaly, Type=w/o unlabeled2026.07 | 93 | 53.69 | 58.88 | |
| USADBackbone=USAD, Type=Ours2026.07 | 92.97 | 52.24 | 58.96 | |
| LSTM-AE2026.02 | 92.94 | 35.96 | 39.39 | |
| VT-SAT2026.02 | 92.68 | 30.26 | 33.58 | |
| ATBackbone=AT, Type=Ours2026.07 | 92.4 | 52.46 | 61.13 | |
| DAGMM2026.02 | 92.33 | 35.91 | 40.15 | |
| OmniAnomaly2026.02 | 92.24 | 35.3 | 39.23 | |
| USAD2026.02 | 92.22 | 34.98 | 37.85 | |
| OmniAnomalyBackbone=OmniAnomaly, Type=Ours2026.07 | 92.2 | 53.69 | 59.07 | |
| VT-PAT2026.02 | 91.84 | 33.8 | 36.14 | |
| TransformerBackbone=Transformer, Type=w/o unlabeled2026.07 | 88.97 | 56.41 | 61.52 | |
| USADBackbone=USAD, Type=w/o unlabeled2026.07 | 88.57 | 52.7 | 58.61 | |
| USADBackbone=USAD, Type=w/ unlabeled2026.07 | 87.34 | 52.93 | 58.78 | |
| VTT-SATBackbone=VTT-SAT, Type=w/ unlabeled2026.07 | 86.06 | 40.44 | 42.85 | |
| VTT-SATBackbone=VTT-SAT, Type=w/o unlabeled2026.07 | 86.06 | 40.44 | 50 |