Anomaly Detection on ADBench and UADAD Tabular (test)
3.929Overall RankParametric MaskDiff-AD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Parametric MaskDiff-ADvariant=Parametric2026.05 | 3.929 | 3.714 | 4.143 | |
| Non-parametric MaskDiff-ADvariant=Non-parametric2026.05 | 4.929 | 4.857 | 5 | |
| DTE-Gaussianimplementation=embedding-based2026.05 | 5.286 | 4.929 | 5.643 | |
| Hamming-kNN2026.05 | 6.25 | 6 | 6.5 | |
| DTE-Categorical2026.05 | 6.357 | 5.214 | 7.5 | |
| DRL2026.05 | 7.429 | 7.857 | 7 | |
| ECOD2026.05 | 7.857 | 7.429 | 8.286 | |
| COPOD2026.05 | 7.929 | 7.857 | 8 | |
| GOAD2026.05 | 8.464 | 8.5 | 8.429 | |
| DTE-InvGamma2026.05 | 8.571 | 9.429 | 7.714 | |
| ICL2026.05 | 8.786 | 9.286 | 8.286 | |
| MCM2026.05 | 8.821 | 9.214 | 8.429 | |
| DeepSVDD2026.05 | 9.679 | 10.786 | 8.571 | |
| IForest2026.05 | 10.714 | 9.929 | 11.5 |