Image Generation on CIFAR-10 (test) (FID, RA Retention (%), CLIP-Score)
1.75FIDIPFM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| IPFMD (Auxiliary dimensions)=128, alpha (Regularization strength)=1.0, NFE=42025.09 | 1.75 | — | — | |
| IPFMD (Auxiliary dimensions)=2048, alpha (Regularization strength)=1.0, NFE=42025.09 | 1.82 | — | — | |
| IPFMD (Auxiliary dimensions)=infinity (Diffusion), alpha (Regularization strength)=1.0, NFE=42025.09 | 1.86 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=2048, NFE=352025.09 | 1.91 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=128, NFE=352025.09 | 1.92 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=infinity (Diffusion), NFE=352025.09 | 1.98 | — | — | |
| IPFMD (Auxiliary dimensions)=2048, alpha (Regularization strength)=0.5, NFE=42025.09 | 2.02 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=2048, NFE=252025.09 | 2.03 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=128, NFE=252025.09 | 2.07 | — | — | |
| IPFMD (Auxiliary dimensions)=128, alpha (Regularization strength)=0.5, NFE=42025.09 | 2.08 | — | — | |
| IPFMD (Auxiliary dimensions)=128, alpha (Regularization strength)=1.0, NFE=22025.09 | 2.12 | — | — | |
| IPFMD (Auxiliary dimensions)=infinity (Diffusion), alpha (Regularization strength)=0.5, NFE=42025.09 | 2.13 | — | — | |
| IPFMD (Auxiliary dimensions)=2048, alpha (Regularization strength)=1.0, NFE=22025.09 | 2.15 | — | — | |
| IPFMD (Auxiliary dimensions)=infinity (Diffusion), alpha (Regularization strength)=1.0, NFE=22025.09 | 2.15 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=infinity (Diffusion), NFE=252025.09 | 2.23 | — | — | |
| IPFMD (Auxiliary dimensions)=128, alpha (Regularization strength)=0.5, NFE=22025.09 | 2.68 | — | — | |
| IPFMD (Auxiliary dimensions)=infinity (Diffusion), alpha (Regularization strength)=0.5, NFE=22025.09 | 2.86 | — | — | |
| IPFMD (Auxiliary dimensions)=2048, alpha (Regularization strength)=0.5, NFE=22025.09 | 3.05 | — | — | |
| IPFMD (Auxiliary dimensions)=2048, alpha (Regularization strength)=1.0, NFE=12025.09 | 3.2 | — | — | |
| IPFMD (Auxiliary dimensions)=128, alpha (Regularization strength)=1.0, NFE=12025.09 | 3.31 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=128, NFE=172025.09 | 3.32 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=2048, NFE=172025.09 | 3.37 | — | — | |
| IPFMD (Auxiliary dimensions)=infinity (Diffusion), alpha (Regularization strength)=1.0, NFE=12025.09 | 3.47 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=infinity (Diffusion), NFE=172025.09 | 3.74 | — | — | |
| VRPOFine-tuning=none2026.05 | 4.83 | 92.1 | 0.751 | |
| IPFMD (Auxiliary dimensions)=128, alpha (Regularization strength)=0.5, NFE=12025.09 | 5.38 | — | — | |
| IPFMD (Auxiliary dimensions)=2048, alpha (Regularization strength)=0.5, NFE=12025.09 | 5.47 | — | — | |
| IPFMD (Auxiliary dimensions)=infinity (Diffusion), alpha (Regularization strength)=0.5, NFE=12025.09 | 5.57 | — | — | |
| REPAFine-tuning=none2026.05 | 6.12 | 85.4 | 0.725 | |
| Teacher (PFGM++)D (Auxiliary dimensions)=2048, NFE=92025.09 | 37.14 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=128, NFE=92025.09 | 37.79 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=infinity (Diffusion), NFE=92025.09 | 40.24 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=128, NFE=12025.09 | 100 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=128, NFE=52025.09 | 100 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=2048, NFE=12025.09 | 100 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=2048, NFE=52025.09 | 100 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=infinity (Diffusion), NFE=12025.09 | 100 | — | — | |
| Teacher (PFGM++)D (Auxiliary dimensions)=infinity (Diffusion), NFE=52025.09 | 100 | — | — |