OOD Detection on Texture
97.12AUROCCoRP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoRPModel=ViT2026.05 | 97.12 | — | 11.28 | |
| CoRPModel=DINOv22026.05 | 96.54 | — | 12.64 | |
| OCOModel=DINOv22026.05 | 94.36 | — | 18.36 | |
| d(Attractors)feature_space=latent trajectories2025.05 | 92.6 | 25.9 | — | |
| OODDModel=DINOv22026.05 | 92.36 | — | 29.1 | |
| OCOModel=ViT2026.05 | 91.54 | — | 35.66 | |
| FDBDModel=DINOv22026.05 | 90.61 | — | 37.25 | |
| FDBDModel=ViT2026.05 | 90.19 | — | 36.53 | |
| Mahalanobisfeature_space=features2025.05 | 90 | 43 | — | |
| KNN2025.05 | 89.4 | 34.5 | — | |
| OODDModel=ViT2026.05 | 88.31 | — | 38.63 | |
| NECOModel=ViT2026.05 | 87.37 | — | 59.43 | |
| SCALEModel=ViT2026.05 | 84.85 | — | 55.5 | |
| MaxLogitModel=ViT2026.05 | 84.13 | — | 60.26 | |
| EnergyModel=ViT2026.05 | 83.92 | — | 60.53 | |
| NECOModel=DINOv22026.05 | 81.65 | — | 67.45 | |
| MaxLogitModel=DINOv22026.05 | 80.09 | — | 71.99 | |
| SCALEModel=DINOv22026.05 | 79.88 | — | 69.23 | |
| NNguideModel=ViT2026.05 | 79.8 | — | 69.21 | |
| EnergyModel=DINOv22026.05 | 79.61 | — | 71.71 | |
| NNguideModel=DINOv22026.05 | 78.44 | — | 67.27 | |
| SHEModel=DINOv22026.05 | 77.85 | — | 74.42 | |
| SHEModel=ViT2026.05 | 74.21 | — | 84.83 | |
| Reconstruction2025.05 | 49.1 | 98.4 | — |