OOD Detection on CIFAR-scale CelebA32
0.928Average AUROCCFS(1×2)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CFS(1×2)Backbone=EDM, #F/img=12026.05 | 0.928 | 0.846 | |
| CFSdec(1×1)Backbone=EDM, #F/img=12026.05 | 0.914 | 0.827 | |
| CFS(1×2)Backbone=Improved Diffusion, #F/img=12026.05 | 0.908 | 0.827 | |
| CFSdec(1×1)Backbone=Improved Diffusion, #F/img=12026.05 | 0.907 | 0.823 | |
| MSMABackbone=Improved Diffusion, #F/img=102026.05 | 0.881 | 0.808 | |
| DIFFPATHBackbone=Improved Diffusion, #F/img=102026.05 | 0.829 | 0.743 | |
| MSMABackbone=EDM, #F/img=102026.05 | 0.79 | 0.673 | |
| DIFFPATHBackbone=EDM, #F/img=102026.05 | 0.776 | 0.65 | |
| GEPCBackbone=Improved Diffusion, #F/img=82026.05 | 0.749 | 0.65 | |
| GEPCBackbone=EDM, #F/img=82026.05 | 0.745 | 0.648 | |
| DDPM-OODBackbone=Improved Diffusion, #F/img=3642026.05 | 0.581 | 0.362 | |
| DDPM-OODBackbone=EDM, #F/img=3642026.05 | 0.575 | 0.325 |