Out-of-Distribution Detection on CIFAR-100 ID DTD OOD (test)
100AUROCE1 normed-fork
Evaluation results
| Method | Links | ||
|---|---|---|---|
| E1 normed-forkBackbone=CLIP, Embedding Dimension=512-d2026.05 | 100 | 0 | |
| EncMin2L2026.05 | 100 | 0 | |
| k-NNBackbone=ResNet-50, k-value=502026.05 | 100 | 0.2 | |
| Score NetworkConfig=Hk = 4dk2026.05 | 99.9 | 0.6 | |
| k-NNBackbone=CLIP, k-value=502026.05 | 99.9 | 0.3 | |
| E2 normed-forkBackbone=DINOv2, Embedding Dimension=768-d2026.05 | 99.5 | 1.7 | |
| E3 normed-forkBackbone=ResNet-50, Embedding Dimension=2048-d2026.05 | 99.4 | 2.1 | |
| k-NNBackbone=DINOv2, k-value=502026.05 | 99.2 | 3 | |
| Proj. Regret2026.05 | 91 | — | |
| MahalanobisBackbone=ResNet-502026.05 | 89.7 | 35.9 | |
| EnergyBackbone=ResNet-502026.05 | 76.4 | 86.9 | |
| DiffPath-6D2026.05 | 76.1 | — | |
| VDM log pT2026.05 | 75.8 | 64.2 | |
| MSPBackbone=ResNet-502026.05 | 71.9 | 87.4 | |
| EigenScore2026.05 | 62.7 | — |