Out-of-Distribution Detection on CIFAR-100 (ID) vs CelebA (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=CLIP, k-value=502026.05 | 100 | 0 | |
| Score NetworkConfig=Hk = 4dk2026.05 | 99.8 | 0.6 | |
| E3 normed-forkBackbone=ResNet-50, Embedding Dimension=2048-d2026.05 | 98.3 | 8.2 | |
| E2 normed-forkBackbone=DINOv2, Embedding Dimension=768-d2026.05 | 94.7 | 33.6 | |
| k-NNBackbone=DINOv2, k-value=502026.05 | 90.9 | 56 | |
| DM Dual Threshold2026.05 | 90.2 | — | |
| k-NNBackbone=ResNet-50, k-value=502026.05 | 89.8 | 44 | |
| DiffPath-6D2026.05 | 88.7 | — | |
| MSPBackbone=ResNet-502026.05 | 63.2 | 97.9 | |
| LMD2026.05 | 59.5 | — | |
| EnergyBackbone=ResNet-502026.05 | 45.1 | 98.8 | |
| EigenScore2026.05 | 42.7 | — | |
| MahalanobisBackbone=ResNet-502026.05 | 28.2 | 99.8 |