Novelty Detection on FashionMNIST (ID) vs MNIST (OOD) (unlabeled set)
100AUROCDPN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DPNArchitecture=3-hidden layer MLP2020.12 | 100 | 100 | |
| nnPUArchitecture=3-hidden layer MLP2020.12 | 100 | 100 | |
| MCDArchitecture=3-hidden layer MLP2020.12 | 100 | 100 | |
| Bin. Classif.Architecture=3-hidden layer MLP2020.12 | 100 | 100 | |
| ERDArchitecture=3-hidden layer MLP, Ensemble Size=52020.12 | 100 | 100 | |
| ERD++Architecture=3-hidden layer MLP, Ensemble Size=52020.12 | 100 | 100 | |
| Mahal.Architecture=3-hidden layer MLP2020.12 | 99 | 97 | |
| Mahal-UArchitecture=3-hidden layer MLP2020.12 | 99 | 96 | |
| Vanilla EnsemblesArchitecture=3-hidden layer MLP, Ensemble Size=52020.12 | 87 | 42 | |
| OEArchitecture=3-hidden layer MLP2020.12 | 68 | 16 |