Out-of-Distribution Detection on SVHN (AUROC vs C10, CelebA, C100, DTD)
0.998AUROC (vs C10)CFS(1×2)-ImageNet (kNN)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CFS(1×2)-ImageNet (kNN)Logical Cost=1F, Head=kNN2026.05 | 0.998 | 1 | 0.998 | 1 | 0.974 | |
| EigenScoreProtocol=Diffusion-based, ID-specific, Logical Cost=300F2026.05 | 0.992 | 0.994 | 0.982 | — | 0.925 | |
| NLLProtocol=Diffusion-based, ID-specific, Logical Cost=1000F2026.05 | 0.99 | 0.999 | 0.992 | 0.983 | 0.689 | |
| CFS(1×2)-ImageNetProtocol=Diffusion-based, single-checkpoint, Logical Cost=1F2026.05 | 0.981 | 1 | 0.982 | 1 | 0.962 | |
| MSMAProtocol=Diffusion-based, ID-specific, Logical Cost=10F2026.05 | 0.976 | 0.995 | 0.98 | 0.996 | 0.945 | |
| SCOPED-CelebAProtocol=Diffusion-based, single-checkpoint, Logical Cost=2F+2J2026.05 | 0.971 | 0.996 | 0.959 | — | 0.892 | |
| CFS(1×2)-CelebAProtocol=Diffusion-based, single-checkpoint, Logical Cost=1F2026.05 | 0.952 | 0.998 | 0.96 | 0.957 | 0.935 | |
| DDPM-OODProtocol=Diffusion-based, ID-specific, Logical Cost=350F2026.05 | 0.951 | 0.986 | 0.945 | 0.91 | 0.746 | |
| DiffPath-6D-ImageNetProtocol=Diffusion-based, single-checkpoint, Logical Cost=10F2026.05 | 0.943 | 0.964 | 0.954 | 0.969 | 0.85 | |
| DiffPath-6D-CelebAProtocol=Diffusion-based, single-checkpoint, Logical Cost=10F2026.05 | 0.939 | 0.979 | 0.953 | 0.981 | 0.931 | |
| LMDProtocol=Diffusion-based, ID-specific, Logical Cost=10^4F2026.05 | 0.919 | 0.89 | 0.881 | 0.914 | 0.865 | |
| GEPC-CelebAProtocol=Diffusion-based, single-checkpoint, Logical Cost=8F2026.05 | 0.88 | 1 | 0.897 | — | 0.908 | |
| ICProtocol=Diffusion-based, ID-specific, Logical Cost=1000F2026.05 | 0.08 | 0.028 | 0.1 | 0.174 | 0.451 |