Out-of-Distribution Detection on CIFAR-scale benchmark (CIFAR-10, SVHN, CelebA32, CIFAR-100, DTD) (test)
91.9Avg AUROCCFSdec(1×1)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CFSdec(1×1)Backbone=EDM, Notes=single snapshot at low noise2026.05 | 91.9 | 80.9 | 1 | |
| CFS(1×2)Backbone=EDM, Notes=paired snapshots at low noise2026.05 | 91.6 | 81.4 | 1 | |
| CFS(1×2)Backbone=improved, Notes=paired snapshots at low noise2026.05 | 88.7 | 79.9 | 1 | |
| CFSdec(1×1)Backbone=improved, Notes=single snapshot at low noise2026.05 | 88.6 | 79.3 | 1 | |
| MSMABackbone=EDM, Notes=multiscale output descriptor2026.05 | 79.6 | 68.9 | 10 | |
| MSMABackbone=improved, Notes=multiscale output descriptor2026.05 | 79.2 | 68.8 | 10 | |
| DIFFPATHBackbone=EDM, Notes=recursive path statistic2026.05 | 79.2 | 63.5 | 10 | |
| DIFFPATHBackbone=improved, Notes=recursive path statistic2026.05 | 77.8 | 64.1 | 10 | |
| GEPCBackbone=EDM, Notes=output-space consistency2026.05 | 77.4 | 60 | 8 | |
| GEPCBackbone=improved, Notes=output-space consistency2026.05 | 61.6 | 54.6 | 8 | |
| DDPM-OODBackbone=EDM, Notes=reconstruction / manifold2026.05 | 55.9 | 32 | 364 | |
| DDPM-OODBackbone=improved, Notes=reconstruction / manifold2026.05 | 55 | 31.6 | 364 |