Outlier Detection on Satimage-2 ADBench
99.88AUROC (%)kNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 99.88 | 94.52 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 99.72 | 83.68 | |
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 99.7 | 95.7 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 99.55 | 96.28 | |
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 99.42 | 93.69 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 96.68 | 78.87 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 96.59 | 40.75 | |
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 96.49 | 65.97 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 96.44 | 31.8 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 95.97 | 37.66 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 95.71 | 28.47 | |
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 91.51 | 29.83 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 81.22 | 8.42 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 79.71 | 2.85 | |
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 68.67 | 2.81 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 64.5 | 1.59 | |
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 59.62 | 43.99 |