Out-of-Distribution Detection on CIFAR-100 (AUROC, FPR@95%TPR)
87.7AUROCComboOOD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ComboOODCat.=C, Backbone=R182026.03 | 87.7 | 48.6 | |
| ComboOODCat.=C, Backbone=WRN2026.03 | 85.1 | 50.7 | |
| CORECat.=C, Backbone=R182026.03 | 82.1 | 73 | |
| KNNCat.=F, Backbone=R182026.03 | 81.5 | 71.9 | |
| CoRPCat.=F, Backbone=R182026.03 | 81.5 | 71 | |
| NNGuideCat.=C, Backbone=R182026.03 | 81.5 | 74.6 | |
| SCALECat.=S, Backbone=R182026.03 | 81.4 | 74.1 | |
| MDS++Cat.=F, Backbone=R182026.03 | 81.1 | 71 | |
| MDS++Cat.=F, Backbone=WRN2026.03 | 80.9 | 73.2 | |
| KNNCat.=F, Backbone=WRN2026.03 | 80.8 | 70.6 | |
| ASHCat.=S, Backbone=R182026.03 | 80.8 | 75.8 | |
| CORECat.=C, Backbone=WRN2026.03 | 80.8 | 72.9 | |
| ReActCat.=S, Backbone=R182026.03 | 80.4 | 74.5 | |
| EnergyCat.=L, Backbone=R182026.03 | 80.3 | 76.5 | |
| ViMCat.=H, Backbone=R182026.03 | 80.3 | 76.3 | |
| Max LogitCat.=L, Backbone=R182026.03 | 80.2 | 77.6 | |
| NNGuideCat.=C, Backbone=WRN2026.03 | 79 | 77.7 | |
| ViMCat.=H, Backbone=WRN2026.03 | 78.5 | 76.6 | |
| SHECat.=H, Backbone=R182026.03 | 78.4 | 77.5 | |
| MSPCat.=L, Backbone=R182026.03 | 78.2 | 79.2 | |
| SCALECat.=S, Backbone=WRN2026.03 | 78.1 | 78.7 | |
| MahalanobisCat.=F, Backbone=WRN2026.03 | 77.5 | 76.3 | |
| ASHCat.=S, Backbone=WRN2026.03 | 77.4 | 81.9 | |
| EnergyCat.=L, Backbone=WRN2026.03 | 77.2 | 81.9 | |
| Max LogitCat.=L, Backbone=WRN2026.03 | 77.2 | 82.3 | |
| ReActCat.=S, Backbone=WRN2026.03 | 75.9 | 80 | |
| MSPCat.=L, Backbone=WRN2026.03 | 74.4 | 83.7 | |
| CoRPCat.=F, Backbone=WRN2026.03 | 74.4 | 77 | |
| CoPCat.=F, Backbone=R182026.03 | 71.4 | 79.7 | |
| GradNormCat.=H, Backbone=R182026.03 | 70.3 | 77.3 | |
| MahalanobisCat.=F, Backbone=R182026.03 | 66.3 | 89.7 | |
| SHECat.=H, Backbone=WRN2026.03 | 60.9 | 87 | |
| CoPCat.=F, Backbone=WRN2026.03 | 57.4 | 90.5 | |
| GradNormCat.=H, Backbone=WRN2026.03 | 50.2 | 93.6 |