Outlier Detection on Waveform ADBench
84.3AUROC (%)UniOD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 84.3 | 9.6 | |
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 75.59 | 13.39 | |
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 75.35 | 13.26 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 75.12 | 11.44 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 73.89 | 11.35 | |
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 70.72 | 5.63 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 70.18 | 5.64 | |
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 69.4 | 4.84 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 69.31 | 33.56 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 64.7 | 4.61 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 63.68 | 4.35 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 62.36 | 6.19 | |
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 62.04 | 5.78 | |
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 60.35 | 4.05 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 60.25 | 4.25 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 55.22 | 4.22 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 44.54 | 2.41 |