Novelty Detection on CIFAR100 (ID) vs SVHN (OOD) (test)
1AUROCnnPU
Evaluation results
| Method | Links | ||
|---|---|---|---|
| nnPUEvaluation Setting=SSND, Oracle=true2020.12 | 1 | 100 | |
| Binary ClassificationEvaluation Setting=SSND, Oracle=false2020.12 | 1 | 100 | |
| ERDEvaluation Setting=SSND, Oracle=false2020.12 | 1 | 100 | |
| GramEvaluation Setting=Other settings, Oracle=false2020.12 | 0.99 | 97 | |
| MahalanobisEvaluation Setting=SSND, Oracle=true2020.12 | 0.98 | 90 | |
| Mahalanobis-UEvaluation Setting=SSND, Oracle=false2020.12 | 0.98 | 92 | |
| MCDEvaluation Setting=SSND, Oracle=true2020.12 | 0.97 | 73 | |
| Vanilla EnsemblesEvaluation Setting=Other settings, Oracle=false2020.12 | 0.84 | 48 | |
| OEEvaluation Setting=Other settings, Oracle=false2020.12 | 0.82 | 50 | |
| DPNEvaluation Setting=Other settings, Oracle=false2020.12 | 0.77 | 44 |