Out-of-Distribution Detection on APTOS Near-OOD 2019 (test)
74.2AUROCL_CUB + DTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| L_CUB + DTSCategory=Output-based methods, Scoring function=uncertainty2026.02 | 74.2 | 79.4 | |
| L_CUB + DTSCategory=Output-based methods, Scoring function=confidence2026.02 | 73.9 | 78.7 | |
| L_CUBCategory=Output-based methods, Scoring function=confidence2026.02 | 71.1 | 73.7 | |
| L_CUBCategory=Output-based methods, Scoring function=uncertainty2026.02 | 71.1 | 73.7 | |
| Cosine + RFF + PCACategory=Feature-based methods2026.02 | 65 | 72.6 | |
| Relative MahalanobisCategory=Feature-based methods, Layer configuration=multi-layer2026.02 | 64 | 71.9 | |
| Relative Mahalanobis + perturbationCategory=Feature-based methods2026.02 | 63.9 | 71.8 | |
| Relative MahalanobisCategory=Feature-based methods, Layer configuration=single-layer2026.02 | 62.3 | 69.4 | |
| MahalanobisCategory=Feature-based methods2026.02 | 61.2 | 68.9 | |
| Cosine + PCACategory=Feature-based methods2026.02 | 59 | 68.6 |