OOD Detection on CIFAR-10 (ID) vs CIFAR-100 (OOD) (test)
98.52AUROCViT
Evaluation results
| Method | Links | |
|---|---|---|
| ViTpre-training=ImageNet21k2020.12 | 98.52 | |
| CreDROEnsemble Number M=202026.02 | 92.5 | |
| CreDROEnsemble Number M=152026.02 | 92.4 | |
| CreDROEnsemble Number M=102026.02 | 92.1 | |
| EN-DROEnsemble Number M=202026.02 | 91.6 | |
| CreWraEnsemble Number M=202026.02 | 91.6 | |
| CreRL1.0Ensemble Number M=202026.02 | 91.6 | |
| CreWraEnsemble Number M=152026.02 | 91.5 | |
| CreRL1.0Ensemble Number M=152026.02 | 91.5 | |
| CreDROEnsemble Number M=52026.02 | 91.4 | |
| EN-DROEnsemble Number M=152026.02 | 91.4 | |
| CreEns0.0Ensemble Number M=202026.02 | 91.4 | |
| CreRL1.0Ensemble Number M=102026.02 | 91.2 | |
| CreEns0.0Ensemble Number M=152026.02 | 91.2 | |
| CreDEEnsemble Number M=202026.02 | 91.2 | |
| EN-DROEnsemble Number M=102026.02 | 91.1 | |
| CreWraEnsemble Number M=102026.02 | 91.1 | |
| CreEns0.0Ensemble Number M=102026.02 | 90.9 | |
| CreDEEnsemble Number M=152026.02 | 90.9 | |
| CreDEEnsemble Number M=102026.02 | 90.7 | |
| DEEnsemble Number M=202026.02 | 90.6 | |
| EN-DROEnsemble Number M=52026.02 | 90.5 | |
| CreWraEnsemble Number M=52026.02 | 90.4 | |
| DEEnsemble Number M=152026.02 | 90.4 | |
| CreRL1.0Ensemble Number M=52026.02 | 90.3 | |
| CreEns0.0Ensemble Number M=52026.02 | 90.1 | |
| DEEnsemble Number M=102026.02 | 90.1 | |
| CreDEEnsemble Number M=52026.02 | 89.6 | |
| DEEnsemble Number M=52026.02 | 89.4 | |
| Method [55]2020.12 | 0.95 | |
| ERD++2020.12 | 0.95 | |
| Method [46]uses oracle OOD samples=true2020.12 | 0.93 | |
| Method [51]2020.12 | 0.92 | |
| Method [50]2020.12 | 0.92 | |
| ERD2020.12 | 0.92 | |
| Method [31]2020.12 | 0.91 |