Out-of-Distribution Detection on ImageNet-1k vs NINCO
Metric: FPR@95 (higher is better)
Metric: FPR@95 (higher is better)
| # | Model↕ | FPR@95▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EffNetv2-M Relative Mahalanobis | 54.9 | No | In or Out? Fixing ImageNet Out-of-Distribution D... | 2023-06-01 | Code |
| 2 | EffNetb7 Relative Cosine Sim | 53.7 | No | In or Out? Fixing ImageNet Out-of-Distribution D... | 2023-06-01 | Code |
| 3 | DisCoPatch | 39 | No | DisCoPatch: Taming Adversarially-driven Batch St... | 2025-01-14 | - |
| 4 | ViT-B-384 Mahalanobis (pre-trained on IN-21k) | 27.5 | Yes | In or Out? Fixing ImageNet Out-of-Distribution D... | 2023-06-01 | Code |