Click column headers to sort. Dashes indicate results that are not reported for that benchmark split.
| Method | TSB-AD-U | TSB-AD-M | Pretrained |
|---|---|---|---|
| Time-RCD+MAFT (FT) | 0.59 | - | ✓ |
| TSPulse (FT) | 0.55 | 0.39 | ✓ |
| TSPulse (ZS) | 0.48 | 0.36 | ✓ |
| xLSTMAD | 0.40 | 0.39 | ✗ |
| MMPAD | 0.44 | 0.35 | ✗ |
| CHARM | 0.50 | 0.39 | ✓ |
| Time-RCD | 0.52 | 0.32 | ✓ |
| StreamVAE | 0.45 | 0.44 | ✗ |
| PCA | 0.42 | 0.31 | ✗ |
| KShapeAD | 0.40 | - | ✗ |
| POLY | 0.39 | - | ✗ |
| Series2Graph | 0.39 | - | ✗ |
| MOMENT (FT) | 0.39 | - | ✓ |
| MOMENT (ZS) | 0.38 | - | ✓ |
| KMeansAD | 0.37 | 0.29 | ✗ |
| USAD | 0.36 | 0.30 | ✗ |
| MatrixProfile | 0.35 | - | ✗ |
| SAND | 0.34 | - | ✗ |
| CNN | 0.34 | 0.31 | ✗ |
| LSTMAD | 0.33 | 0.31 | ✗ |
| SR | 0.32 | - | ✗ |
| TimesFM | 0.30 | - | ✓ |
| IForest | 0.30 | 0.20 | ✗ |
| OmniAnomaly | 0.29 | 0.31 | ✗ |
| Lag-Llama | 0.27 | - | ✓ |
| Chronos | 0.27 | - | ✓ |
| AutoEncoder | 0.26 | 0.30 | ✗ |
| TimesNet | 0.26 | 0.19 | ✗ |
| TranAD | 0.26 | 0.18 | ✗ |
| FITS | 0.26 | 0.21 | ✗ |
| OFA | 0.24 | 0.21 | ✓ |
| RobustPCA | - | 0.24 | ✗ |
| Sub-IForest | 0.22 | - | ✗ |
| CBLOF | - | 0.27 | ✗ |
| MCD | 0.24 | 0.27 | ✗ |
| OCSVM | 0.23 | 0.26 | ✗ |
| Donut | 0.20 | 0.26 | ✗ |
| EIF | - | 0.21 | ✗ |
| COPOD | - | 0.20 | ✗ |
| HBOS | 0.23 | 0.19 | ✗ |
| LOF | 0.25 | 0.14 | ✗ |
| KNN | 0.35 | 0.18 | ✗ |
| AnomalyTransformer | 0.12 | 0.12 | ✗ |