Novelty Detection on FashionMNIST [0,2,3,7,8] (ID) vs [1,4,5,6,9] (OOD) (unlabeled set)
95AUROCBin. Classif.
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Bin. Classif.Architecture=3-hidden layer MLP2020.12 | 95 | 66 | |
| ERDArchitecture=3-hidden layer MLP, Ensemble Size=52020.12 | 94 | 67 | |
| ERD++Architecture=3-hidden layer MLP, Ensemble Size=52020.12 | 94 | 68 | |
| nnPUArchitecture=3-hidden layer MLP2020.12 | 82 | 30 | |
| Mahal-UArchitecture=3-hidden layer MLP2020.12 | 82 | 39 | |
| MCDArchitecture=3-hidden layer MLP2020.12 | 78 | 30 | |
| DPNArchitecture=3-hidden layer MLP2020.12 | 77 | 15 | |
| Mahal.Architecture=3-hidden layer MLP2020.12 | 77 | 20 | |
| OEArchitecture=3-hidden layer MLP2020.12 | 66 | 12 | |
| Vanilla EnsemblesArchitecture=3-hidden layer MLP, Ensemble Size=52020.12 | 64 | 7 |