OOD Detection on CIFAR100 (ID) vs CIFAR10-C sev 5 (W) (OOD) (test)
0.98AUROCERD++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ERD++Backbone=ResNet20, Ensemble size=52020.12 | 0.98 | 0.89 | |
| ERDBackbone=ResNet20, Ensemble size=52020.12 | 0.96 | 0.71 | |
| Mahal.Backbone=ResNet202020.12 | 0.71 | 0.19 | |
| Vanilla EnsemblesBackbone=ResNet20, Ensemble size=52020.12 | 0.64 | 0.14 | |
| Mahal-UBackbone=ResNet202020.12 | 0.63 | 0.13 | |
| OEBackbone=ResNet202020.12 | 0.62 | 0.13 | |
| MCDBackbone=ResNet202020.12 | 0.6 | 0.1 | |
| DPNBackbone=ResNet202020.12 | 0.49 | 0.12 |