OOD Detection on CIFAR100 (ID) vs CIFAR100-C Severity 5 Variant A (OOD) (test)
1AUROCERD++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ERD++Backbone=ResNet20, Ensemble size=52020.12 | 1 | 0.99 | |
| ERDBackbone=ResNet20, Ensemble size=52020.12 | 0.99 | 0.97 | |
| Mahal.Backbone=ResNet202020.12 | 0.92 | 0.72 | |
| MCDBackbone=ResNet202020.12 | 0.91 | 0.65 | |
| Mahal-UBackbone=ResNet202020.12 | 0.84 | 0.55 | |
| Vanilla EnsemblesBackbone=ResNet20, Ensemble size=52020.12 | 0.78 | 0.37 | |
| OEBackbone=ResNet202020.12 | 0.76 | 0.37 | |
| DPNBackbone=ResNet202020.12 | 0.74 | 0.36 |