Novelty Detection on MNIST (ID) vs FashionMNIST (OOD)
1AUROCDPN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DPNArchitecture=3-hidden layer MLP2020.12 | 1 | 1 | |
| OEArchitecture=3-hidden layer MLP2020.12 | 1 | 1 | |
| Mahal.Architecture=3-hidden layer MLP2020.12 | 1 | 1 | |
| nnPUArchitecture=3-hidden layer MLP2020.12 | 1 | 1 | |
| MCDArchitecture=3-hidden layer MLP2020.12 | 1 | 1 | |
| Mahal-UArchitecture=3-hidden layer MLP2020.12 | 1 | 0.98 | |
| Bin. Classif.Architecture=3-hidden layer MLP2020.12 | 1 | 1 | |
| ERDArchitecture=3-hidden layer MLP, Ensemble Size=52020.12 | 1 | 1 | |
| ERD++Architecture=3-hidden layer MLP, Ensemble Size=52020.12 | 1 | 1 | |
| Vanilla EnsemblesArchitecture=3-hidden layer MLP, Ensemble Size=52020.12 | 0.81 | 0.01 |