Anomaly Detection on PSM (test)
0.9931PrecisionETSformer
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ETSformer2024.11 | 0.9931 | 0.9176 | 0.8528 | — | — | — | |
| Autoformer2024.11 | 0.9908 | 0.9329 | 0.8815 | — | — | — | |
| PatchTST2024.11 | 0.9884 | 0.9608 | 0.9347 | — | — | — | |
| GPT4TS2024.11 | 0.9862 | 0.9713 | 0.9568 | — | — | — | |
| TimesNet2024.11 | 0.9851 | 0.9734 | 0.962 | — | — | — | |
| Peri-midFormer2024.11 | 0.984 | 0.9719 | 0.9601 | — | — | — | |
| LightTS2024.11 | 0.9837 | 0.9715 | 0.9597 | — | — | — | |
| DLinear2024.11 | 0.9828 | 0.9355 | 0.8926 | — | — | — | |
| Non-stationary Transformer (Station)2024.11 | 0.9782 | 0.9729 | 0.9676 | — | — | — | |
| FEDformer2024.11 | 0.9731 | 0.9723 | 0.9716 | — | — | — | |
| Pyraformer2024.11 | 0.7167 | 0.8208 | 0.9602 | — | — | — | |
| Anomaly2024.11 | 0.6835 | 0.794 | 0.9472 | — | — | — | |
| Informer2024.11 | 0.6427 | 0.771 | 0.9633 | — | — | — | |
| LogTrans2024.11 | 0.6306 | 0.7674 | 0.98 | — | — | — | |
| Transformer2024.11 | 0.6275 | 0.7607 | 0.9656 | — | — | — | |
| Reformer2024.11 | 0.5993 | 0.7361 | 0.9538 | — | — | — | |
| AT2026.02 | — | — | — | 29.18 | 6.13 | 11.85 | |
| DAGMM2026.02 | — | — | — | 50.89 | 18.83 | 36.81 | |
| FATE2026.02 | — | — | — | 65.72 | 28.92 | 56.95 | |
| LSTM-AE2026.02 | — | — | — | 51.42 | 17.99 | 35.3 | |
| LSTM-VAE2026.02 | — | — | — | 52.36 | 19.1 | 37.41 | |
| OmniAnomaly2026.02 | — | — | — | 50.17 | 19.02 | 37.27 | |
| USAD2026.02 | — | — | — | 50.16 | 18.26 | 35.82 | |
| VT-PAT2026.02 | — | — | — | 49.68 | 16.89 | 33.01 | |
| VT-SAT2026.02 | — | — | — | 50.15 | 17.48 | 34.23 |