Outlier Detection on celeba (historical)
81.21AUROCUniOD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniODMode=Ours2025.07 | 81.21 | 11.71 | |
| kNNRelease Year=20002025.07 | 79.71 | 9.27 | |
| OC-SVMRelease Year=20012025.07 | 79.05 | 11.37 | |
| ECODRelease Year=20222025.07 | 75.25 | 10.76 | |
| KDERelease Year=19622025.07 | 74.7 | 5.86 | |
| DTE-NPRelease Year=20242025.07 | 74.6 | 6.34 | |
| AERelease Year=20062025.07 | 73.67 | 5.59 | |
| MetaODRelease Year=20212025.07 | 69.73 | 5.37 | |
| IFRelease Year=20082025.07 | 69.71 | 5.91 | |
| DSVDDRelease Year=20182025.07 | 67.28 | 6.24 | |
| SLADRelease Year=20232025.07 | 66.13 | 5.29 | |
| ICLRelease Year=20222025.07 | 64.9 | 4.99 | |
| LODARelease Year=20162025.07 | 59.43 | 3.2 | |
| KPCA + MLP2025.07 | 58.34 | 3.63 | |
| LOFRelease Year=20002025.07 | 56.81 | 2.56 | |
| NeutralADRelease Year=20212025.07 | 54.49 | 2.31 | |
| DPADRelease Year=20242025.07 | 51.73 | 2.37 |