OOD Detection on CIFAR-10 (ID) vs CIFAR-10-C (sev 2) (OOD)
0.86AUROCERD++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ERD++Backbone=ResNet20, Ensemble size=52020.12 | 0.86 | 0.41 | |
| ERDBackbone=ResNet20, Ensemble size=52020.12 | 0.68 | 0.19 | |
| Mahal.Backbone=ResNet202020.12 | 0.58 | 0.08 | |
| Mahal-UBackbone=ResNet202020.12 | 0.55 | 0.07 | |
| OEBackbone=ResNet20, Tuning data=CIFAR1002020.12 | 0.52 | 0.06 | |
| MCDBackbone=ResNet202020.12 | 0.52 | 0.06 | |
| Vanilla EnsemblesBackbone=ResNet20, Ensemble size=52020.12 | 0.51 | 0.05 | |
| DPNBackbone=ResNet20, Tuning data=CIFAR1002020.12 | 0.47 | 0.03 |