OOD Detection on Tiny ImageNet (ID) vs Tiny ObjectNet (OOD) (test)
0.99AUROCMCD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MCDBackbone=ResNet202020.12 | 0.99 | 0.98 | |
| ERD++Backbone=ResNet20, Ensemble size=52020.12 | 0.99 | 0.98 | |
| ERDBackbone=ResNet20, Ensemble size=52020.12 | 0.98 | 0.88 | |
| Vanilla EnsemblesBackbone=ResNet20, Ensemble size=52020.12 | 0.82 | 0.49 | |
| OEBackbone=ResNet202020.12 | 0.79 | 0.37 | |
| Mahal.Backbone=ResNet202020.12 | 0.75 | 0.26 | |
| Mahal-UBackbone=ResNet202020.12 | 0.72 | 0.25 | |
| DPNBackbone=ResNet202020.12 | 0.7 | 0.32 |