Novelty Detection on MNIST [0-4] (ID) vs [5-9] (OOD) (unlabeled set)
99AUROCDPN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DPNArchitecture=3-hidden layer MLP2020.12 | 99 | 97 | |
| Mahal.Architecture=3-hidden layer MLP2020.12 | 99 | 98 | |
| nnPUArchitecture=3-hidden layer MLP2020.12 | 99 | 98 | |
| MCDArchitecture=3-hidden layer MLP2020.12 | 99 | 94 | |
| Mahal-UArchitecture=3-hidden layer MLP2020.12 | 99 | 96 | |
| Bin. Classif.Architecture=3-hidden layer MLP2020.12 | 99 | 97 | |
| ERDArchitecture=3-hidden layer MLP, Ensemble Size=52020.12 | 99 | 97 | |
| ERD++Architecture=3-hidden layer MLP, Ensemble Size=52020.12 | 99 | 97 | |
| OEArchitecture=3-hidden layer MLP2020.12 | 95 | 78 | |
| Vanilla EnsemblesArchitecture=3-hidden layer MLP, Ensemble Size=52020.12 | 94 | 72 |