| Method |
AUC-PR |
AUC-ROC |
VUS-PR |
VUS-ROC |
Standard-F1 |
PA-F1 |
Event-based-F1 |
R-based-F1 |
Affiliation-F1 |
| 🥇 CNN | 0.32 | 0.73 | 0.31 | 0.76 | 0.37 | 0.78 | 0.65 | 0.37 | 0.87 |
| 🥈 OmniAnomaly | 0.27 | 0.65 | 0.31 | 0.69 | 0.32 | 0.55 | 0.41 | 0.37 | 0.81 |
| 🥉 PCA | 0.31 | 0.70 | 0.31 | 0.74 | 0.37 | 0.79 | 0.59 | 0.29 | 0.85 |
| LSTMAD | 0.31 | 0.70 | 0.31 | 0.74 | 0.36 | 0.79 | 0.64 | 0.38 | 0.87 |
| USAD | 0.26 | 0.64 | 0.30 | 0.68 | 0.31 | 0.53 | 0.40 | 0.37 | 0.80 |
| AutoEncoder | 0.30 | 0.67 | 0.30 | 0.69 | 0.34 | 0.60 | 0.44 | 0.28 | 0.80 |
| KMeansAD | 0.25 | 0.69 | 0.29 | 0.73 | 0.31 | 0.68 | 0.49 | 0.33 | 0.82 |
| CBLOF | 0.28 | 0.67 | 0.27 | 0.70 | 0.32 | 0.65 | 0.45 | 0.31 | 0.81 |
| MCD | 0.27 | 0.65 | 0.27 | 0.69 | 0.33 | 0.46 | 0.33 | 0.20 | 0.76 |
| OCSVM | 0.23 | 0.61 | 0.26 | 0.67 | 0.28 | 0.48 | 0.41 | 0.30 | 0.80 |
| Donut | 0.20 | 0.64 | 0.26 | 0.71 | 0.28 | 0.52 | 0.36 | 0.21 | 0.81 |
| RobustPCA | 0.24 | 0.58 | 0.24 | 0.61 | 0.29 | 0.60 | 0.42 | 0.33 | 0.81 |
| FITS | 0.15 | 0.58 | 0.21 | 0.66 | 0.22 | 0.72 | 0.32 | 0.16 | 0.81 |
| OFA | 0.15 | 0.55 | 0.21 | 0.63 | 0.21 | 0.72 | 0.41 | 0.17 | 0.83 |
| EIF | 0.19 | 0.67 | 0.21 | 0.71 | 0.26 | 0.74 | 0.44 | 0.26 | 0.81 |
| COPOD | 0.20 | 0.65 | 0.20 | 0.69 | 0.27 | 0.72 | 0.41 | 0.24 | 0.80 |
| IForest | 0.19 | 0.66 | 0.20 | 0.69 | 0.26 | 0.68 | 0.41 | 0.24 | 0.80 |
| HBOS | 0.16 | 0.63 | 0.19 | 0.67 | 0.24 | 0.67 | 0.40 | 0.24 | 0.80 |
| TimesNet | 0.13 | 0.56 | 0.19 | 0.64 | 0.20 | 0.68 | 0.32 | 0.17 | 0.82 |
| KNN | 0.14 | 0.51 | 0.18 | 0.59 | 0.19 | 0.69 | 0.45 | 0.21 | 0.79 |
| TranAD | 0.14 | 0.59 | 0.18 | 0.65 | 0.21 | 0.68 | 0.40 | 0.21 | 0.79 |
| LOF | 0.10 | 0.53 | 0.14 | 0.60 | 0.15 | 0.57 | 0.32 | 0.14 | 0.76 |
| AnomalyTransformer | 0.07 | 0.52 | 0.12 | 0.57 | 0.12 | 0.53 | 0.33 | 0.14 | 0.74 |