OOD Detection on CIFAR100 (ID) vs CIFAR100-C sev 2 (A) (OOD)
0.97AUROCERD++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ERD++Backbone=ResNet20, Ensemble size=52020.12 | 0.97 | 0.86 | |
| ERDBackbone=ResNet20, Ensemble size=52020.12 | 0.94 | 0.76 | |
| Mahal.Backbone=ResNet202020.12 | 0.82 | 0.48 | |
| MCDBackbone=ResNet202020.12 | 0.72 | 0.29 | |
| Vanilla EnsemblesBackbone=ResNet20, Ensemble size=52020.12 | 0.68 | 0.2 | |
| Mahal-UBackbone=ResNet202020.12 | 0.67 | 0.22 | |
| OEBackbone=ResNet202020.12 | 0.65 | 0.19 | |
| DPNBackbone=ResNet202020.12 | 0.62 | 0.18 |