Novelty Detection on CIFAR100 [0:49] (ID) vs [50:99] (OOD) (test)
0.81AUROCERD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ERDEvaluation Setting=SSND, Oracle=false2020.12 | 0.81 | 0.41 | |
| Vanilla EnsemblesEvaluation Setting=Other settings, Oracle=false2020.12 | 0.78 | 0.35 | |
| OEEvaluation Setting=Other settings, Oracle=false2020.12 | 0.74 | 0.31 | |
| MahalanobisEvaluation Setting=SSND, Oracle=true2020.12 | 0.72 | 0.2 | |
| Mahalanobis-UEvaluation Setting=SSND, Oracle=false2020.12 | 0.72 | 0.19 | |
| GramEvaluation Setting=Other settings, Oracle=false2020.12 | 0.71 | 0.16 | |
| DPNEvaluation Setting=Other settings, Oracle=false2020.12 | 0.7 | 0.26 | |
| MCDEvaluation Setting=SSND, Oracle=true2020.12 | 0.7 | 0.26 | |
| Binary ClassificationEvaluation Setting=SSND, Oracle=false2020.12 | 0.66 | 0.13 | |
| nnPUEvaluation Setting=SSND, Oracle=true2020.12 | 0.53 | 0.06 |