Out-of-Distribution Detection on CelebA Far-OOD
100AUROCE1 normed-fork
Evaluation results
| Method | Links | ||
|---|---|---|---|
| E1 normed-forkBackbone=CLIP, Feature Dimension=512-d2026.05 | 100 | 0 | |
| E2 raw-forkBackbone=DINOv2, Feature Dimension=768-d2026.05 | 100 | 0.3 | |
| E3 normed-forkBackbone=ResNet-50, Feature Dimension=2048-d2026.05 | 100 | 0 | |
| Score Network (Hk = 2dk)Hk=2dk2026.05 | 100 | 0 | |
| EncMin2L2026.05 | 100 | 0 | |
| k-NNBackbone=CLIP, k=502026.05 | 100 | 0 | |
| k-NNBackbone=DINOv2, k=502026.05 | 100 | 0.1 | |
| Score Network (Hk = 4dk)Hk=4dk2026.05 | 99.9 | 0 | |
| k-NNBackbone=ResNet-50, k=502026.05 | 91.1 | 66.8 | |
| DiffPath-6DTraining=CelebA-trained, Zero-shot=true2026.05 | 89.7 | — | |
| EigenScore2026.05 | 87.3 | — | |
| MSPBackbone=ResNet-50, In-Distribution Dataset=CIFAR-102026.05 | 85.6 | 70.5 | |
| LMD2026.05 | 83.4 | — | |
| EnergyBackbone=ResNet-50, In-Distribution Dataset=CIFAR-102026.05 | 80.9 | 70.8 | |
| MahalanobisBackbone=ResNet-50, In-Distribution Dataset=CIFAR-102026.05 | 77.2 | 77.9 | |
| DM Dual Threshold2026.05 | 64.8 | — |