OOD Detection on CIFAR10 (ID) vs CIFAR10-C sev 5 (W) (OOD) (test)
100AUROCERD++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ERD++Backbone=ResNet20, Ensemble size=52020.12 | 100 | 100 | |
| ERDBackbone=ResNet20, Ensemble size=52020.12 | 98 | 86 | |
| Mahal.Backbone=ResNet202020.12 | 78 | 27 | |
| DPNBackbone=ResNet20, Tuning data=CIFAR1002020.12 | 72 | 10 | |
| Mahal-UBackbone=ResNet202020.12 | 68 | 12 | |
| OEBackbone=ResNet20, Tuning data=CIFAR1002020.12 | 63 | 11 | |
| Vanilla EnsemblesBackbone=ResNet20, Ensemble size=52020.12 | 60 | 10 | |
| MCDBackbone=ResNet202020.12 | 60 | 8 |