Out-of-Distribution Detection on CIFAR-10 (vs SVHN, CelebA, C100, DTD)
0.992Score (vs SVHN)LMD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LMDProtocol=Diffusion-based, ID-specific, Logical Cost=10^4F2026.05 | 0.992 | 0.557 | 0.604 | 0.667 | 0.865 | |
| DLSR (+MFsim)Note=Outside MBE protocol2026.05 | 0.989 | — | 0.856 | 1 | 0.961 | |
| DLSR (+LR)Note=Outside MBE protocol2026.05 | 0.982 | — | 0.872 | 1 | 0.96 | |
| CFS(1×2)-ImageNet (kNN)Logical Cost=1F, Head=kNN2026.05 | 0.977 | 1 | 0.717 | 1 | 0.974 | |
| DLSR (+MSE)Note=Outside MBE protocol2026.05 | 0.973 | — | 0.875 | 1 | 0.962 | |
| CFS(1×2)-ImageNetProtocol=Diffusion-based, single-checkpoint, Logical Cost=1F2026.05 | 0.962 | 0.994 | 0.629 | 0.996 | 0.962 | |
| MSMAProtocol=Diffusion-based, ID-specific, Logical Cost=10F2026.05 | 0.957 | 1 | 0.615 | 0.986 | 0.945 | |
| ICProtocol=Diffusion-based, ID-specific, Logical Cost=1000F2026.05 | 0.921 | 0.516 | 0.519 | 0.553 | 0.451 | |
| DiffPath-6D-CelebAProtocol=Diffusion-based, single-checkpoint, Logical Cost=10F2026.05 | 0.91 | 0.897 | 0.59 | 0.923 | 0.931 | |
| CFS(1×2)-CelebAProtocol=Diffusion-based, single-checkpoint, Logical Cost=1F2026.05 | 0.901 | 0.939 | 0.614 | 0.9 | 0.935 | |
| DiffPath-6D-ImageNetProtocol=Diffusion-based, single-checkpoint, Logical Cost=10F2026.05 | 0.856 | 0.502 | 0.58 | 0.841 | 0.85 | |
| GEPC-CelebAProtocol=Diffusion-based, single-checkpoint, Logical Cost=8F2026.05 | 0.842 | 0.999 | 0.554 | — | 0.908 | |
| SCOPED-CelebAProtocol=Diffusion-based, single-checkpoint, Logical Cost=2F+2J2026.05 | 0.814 | 0.94 | 0.477 | — | 0.892 | |
| EigenScoreProtocol=Diffusion-based, ID-specific, Logical Cost=300F2026.05 | 0.81 | 0.873 | 0.88 | — | 0.925 | |
| DDPM-OODProtocol=Diffusion-based, ID-specific, Logical Cost=350F2026.05 | 0.39 | 0.659 | 0.536 | 0.598 | 0.746 | |
| NLLProtocol=Diffusion-based, ID-specific, Logical Cost=1000F2026.05 | 0.091 | 0.574 | 0.521 | 0.609 | 0.689 |