Metric: AUROC (higher is better)
| # | Model↕ | AUROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ViT-B-384 Mahalanobis (pre-trained on IN-21k) | 95 | Yes | In or Out? Fixing ImageNet Out-of-Distribution D... | 2023-06-01 | Code |
| 2 | DisCoPatch | 94.3 | No | DisCoPatch: Taming Adversarially-driven Batch St... | 2025-01-14 | - |
| 3 | EffNetv2-M Relative Mahalanobis | 88.9 | No | In or Out? Fixing ImageNet Out-of-Distribution D... | 2023-06-01 | Code |
| 4 | EffNetb7 Relative Cosine Sim | 87.9 | No | In or Out? Fixing ImageNet Out-of-Distribution D... | 2023-06-01 | Code |