OOD Detection on CIFAR-10 (ID) vs CIFAR-10-C (OOD)
0.99AUROCERD++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ERD++Backbone=ResNet20, Ensemble size=52020.12 | 0.99 | 95 | |
| ERDBackbone=ResNet20, Ensemble size=52020.12 | 0.96 | 86 | |
| Mahal.Backbone=ResNet202020.12 | 0.84 | 53 | |
| MCDBackbone=ResNet202020.12 | 0.82 | 50 | |
| Mahal-UBackbone=ResNet202020.12 | 0.75 | 38 | |
| DPNBackbone=ResNet20, Tuning data=CIFAR1002020.12 | 0.73 | 31 | |
| OEBackbone=ResNet20, Tuning data=CIFAR1002020.12 | 0.7 | 20 | |
| Vanilla EnsemblesBackbone=ResNet20, Ensemble size=52020.12 | 0.68 | 20 |