Out-of-Distribution Detection on ImageNet-200 In-Distribution
86.5AUROC (SSB-hard)Label-Free Mahalanobis
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Label-Free MahalanobisBackbone=DINOv3 ViT-L, Computational cost (#F + #J)=1F + 0J2026.05 | 86.5 | 90.8 | 88.7 | |
| ReSCOPEDBackbone=DINOv3 ViT-L, Computational cost (#F + #J)=2F + 1J2026.05 | 85.5 | 91 | 88.2 | |
| ReSCOPEDBackbone=DINOv3 ViT-B, Computational cost (#F + #J)=2F + 1J2026.05 | 82.9 | 83.8 | 83.4 | |
| Label-Free MahalanobisBackbone=DINOv3 ViT-B, Computational cost (#F + #J)=1F + 0J2026.05 | 79.5 | 80 | 79.7 | |
| Label-Free MahalanobisBackbone=DINOv3 ViT-S, Computational cost (#F + #J)=1F + 0J2026.05 | 71.4 | 70 | 70.7 | |
| ReSCOPEDBackbone=DINOv3 ViT-S, Computational cost (#F + #J)=2F + 1J2026.05 | 61.7 | 61.2 | 61.4 |