Novelty Detection on CIFAR10 Subsets (ID vs OOD) (test)
89AUROCERD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ERDEvaluation Setting=SSND, Oracle=false2020.12 | 89 | 57 | |
| Binary ClassificationEvaluation Setting=SSND, Oracle=false2020.12 | 85 | 43 | |
| DPNEvaluation Setting=Other settings, Oracle=false2020.12 | 82 | 32 | |
| OEEvaluation Setting=Other settings, Oracle=false2020.12 | 82 | 41 | |
| Vanilla EnsemblesEvaluation Setting=Other settings, Oracle=false2020.12 | 80 | 39 | |
| MahalanobisEvaluation Setting=SSND, Oracle=true2020.12 | 79 | 27 | |
| MCDEvaluation Setting=SSND, Oracle=true2020.12 | 69 | 25 | |
| GramEvaluation Setting=Other settings, Oracle=false2020.12 | 67 | 15 | |
| Mahalanobis-UEvaluation Setting=SSND, Oracle=false2020.12 | 64 | 13 | |
| nnPUEvaluation Setting=SSND, Oracle=true2020.12 | 61 | 11 |