Outlier Detection on optdigits ADBench
87.22AUROCMetaOD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 87.22 | 19.74 | |
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 73.8 | 5 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 69.38 | 5.13 | |
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 68.72 | 4.57 | |
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 60.45 | 3.37 | |
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 56.63 | 3.09 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 55.29 | 2.93 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 54.18 | 2.91 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 52.42 | 2.79 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 51.78 | 2.71 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 50.63 | 2.95 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 45.11 | 2.43 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 40.74 | 2.35 | |
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 39.91 | 2.19 | |
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 39.03 | 2.24 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 36.38 | 2.09 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 32.32 | 1.97 |