OOD Detection on SVHN (ID) vs CIFAR10 (OOD) (test)
100AUROCDPN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DPNEvaluation Setting=Other settings, Oracle=false2020.12 | 100 | 100 | |
| OEEvaluation Setting=Other settings, Oracle=false2020.12 | 100 | 100 | |
| nnPUEvaluation Setting=SSND, Oracle=true2020.12 | 100 | 100 | |
| Binary ClassificationEvaluation Setting=SSND, Oracle=false2020.12 | 100 | 100 | |
| MahalanobisEvaluation Setting=SSND, Oracle=true2020.12 | 99 | 98 | |
| Mahalanobis-UEvaluation Setting=SSND, Oracle=false2020.12 | 99 | 95 | |
| ERDEvaluation Setting=SSND, Oracle=false2020.12 | 99 | 98 | |
| Vanilla EnsemblesEvaluation Setting=Other settings, Oracle=false2020.12 | 97 | 88 | |
| GramEvaluation Setting=Other settings, Oracle=false2020.12 | 97 | 86 | |
| MCDEvaluation Setting=SSND, Oracle=true2020.12 | 97 | 85 |