OOD Detection on CIFAR100 (ID) vs CIFAR100-C sev 2 (W) (OOD) (test)
0.86AUROCERD++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ERD++Backbone=ResNet20, Ensemble size=52020.12 | 0.86 | 0.44 | |
| ERDBackbone=ResNet20, Ensemble size=52020.12 | 0.71 | 0.19 | |
| Mahal.Backbone=ResNet202020.12 | 0.55 | 0.07 | |
| Mahal-UBackbone=ResNet202020.12 | 0.55 | 0.06 | |
| Vanilla EnsemblesBackbone=ResNet20, Ensemble size=52020.12 | 0.52 | 0.06 | |
| OEBackbone=ResNet202020.12 | 0.52 | 0.06 | |
| MCDBackbone=ResNet202020.12 | 0.52 | 0.06 | |
| DPNBackbone=ResNet202020.12 | 0.32 | 0.03 |