OOD Detection on CIFAR-10 (ID) vs CIFAR-10-C (Severity 5, Variant A) (test)
1AUROCERD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ERDBackbone=ResNet20, Ensemble size=52020.12 | 1 | 0.99 | |
| ERD++Backbone=ResNet20, Ensemble size=52020.12 | 1 | 1 | |
| MCDBackbone=ResNet202020.12 | 0.95 | 0.84 | |
| Mahal.Backbone=ResNet202020.12 | 0.94 | 0.8 | |
| DPNBackbone=ResNet20, Tuning data=CIFAR1002020.12 | 0.89 | 0.6 | |
| Mahal-UBackbone=ResNet202020.12 | 0.88 | 0.63 | |
| OEBackbone=ResNet20, Tuning data=CIFAR1002020.12 | 0.86 | 0.54 | |
| Vanilla EnsemblesBackbone=ResNet20, Ensemble size=52020.12 | 0.84 | 0.49 |