Outlier Detection on satellite ADBench
86.9AUROC (%)UniOD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 86.9 | 79.2 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 76.03 | 60.35 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 73.65 | 69.74 | |
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 73.13 | 59.28 | |
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 69.8 | 65.93 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 68.91 | 54.72 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 68.52 | 54.4 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 68.21 | 48.81 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 65.43 | 66.5 | |
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 65.2 | 50.22 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 64.76 | 47.16 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 62.32 | 40.74 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 59.07 | 43.85 | |
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 58.3 | 52.61 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 57.25 | 51.63 | |
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 56.97 | 39.47 | |
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 55.3 | 41.56 |