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ResearchFormerly WizWand

Image Generation on CIFAR-10 (test) (FID, RA Retention (%), CLIP-Score)

1.75FIDIPFM
-2.1824.347550.87577.4025Sep 26, 2025Nov 6, 2025Dec 17, 2025Jan 27, 2026Mar 9, 2026Apr 19, 2026May 30, 2026
Updated 5mo ago

Evaluation results

MethodLinks
IPFMD (Auxiliary dimensions)=128, alpha (Regularization strength)=1.0, NFE=42025.091.75——
IPFMD (Auxiliary dimensions)=2048, alpha (Regularization strength)=1.0, NFE=42025.091.82——
IPFMD (Auxiliary dimensions)=infinity (Diffusion), alpha (Regularization strength)=1.0, NFE=42025.091.86——
Teacher (PFGM++)D (Auxiliary dimensions)=2048, NFE=352025.091.91——
Teacher (PFGM++)D (Auxiliary dimensions)=128, NFE=352025.091.92——
Teacher (PFGM++)D (Auxiliary dimensions)=infinity (Diffusion), NFE=352025.091.98——
IPFMD (Auxiliary dimensions)=2048, alpha (Regularization strength)=0.5, NFE=42025.092.02——
Teacher (PFGM++)D (Auxiliary dimensions)=2048, NFE=252025.092.03——
Teacher (PFGM++)D (Auxiliary dimensions)=128, NFE=252025.092.07——
IPFMD (Auxiliary dimensions)=128, alpha (Regularization strength)=0.5, NFE=42025.092.08——
IPFMD (Auxiliary dimensions)=128, alpha (Regularization strength)=1.0, NFE=22025.092.12——
IPFMD (Auxiliary dimensions)=infinity (Diffusion), alpha (Regularization strength)=0.5, NFE=42025.092.13——
IPFMD (Auxiliary dimensions)=2048, alpha (Regularization strength)=1.0, NFE=22025.092.15——
IPFMD (Auxiliary dimensions)=infinity (Diffusion), alpha (Regularization strength)=1.0, NFE=22025.092.15——
Teacher (PFGM++)D (Auxiliary dimensions)=infinity (Diffusion), NFE=252025.092.23——
IPFMD (Auxiliary dimensions)=128, alpha (Regularization strength)=0.5, NFE=22025.092.68——
IPFMD (Auxiliary dimensions)=infinity (Diffusion), alpha (Regularization strength)=0.5, NFE=22025.092.86——
IPFMD (Auxiliary dimensions)=2048, alpha (Regularization strength)=0.5, NFE=22025.093.05——
IPFMD (Auxiliary dimensions)=2048, alpha (Regularization strength)=1.0, NFE=12025.093.2——
IPFMD (Auxiliary dimensions)=128, alpha (Regularization strength)=1.0, NFE=12025.093.31——
Teacher (PFGM++)D (Auxiliary dimensions)=128, NFE=172025.093.32——
Teacher (PFGM++)D (Auxiliary dimensions)=2048, NFE=172025.093.37——
IPFMD (Auxiliary dimensions)=infinity (Diffusion), alpha (Regularization strength)=1.0, NFE=12025.093.47——
Teacher (PFGM++)D (Auxiliary dimensions)=infinity (Diffusion), NFE=172025.093.74——
VRPOFine-tuning=none2026.054.8392.10.751
IPFMD (Auxiliary dimensions)=128, alpha (Regularization strength)=0.5, NFE=12025.095.38——
IPFMD (Auxiliary dimensions)=2048, alpha (Regularization strength)=0.5, NFE=12025.095.47——
IPFMD (Auxiliary dimensions)=infinity (Diffusion), alpha (Regularization strength)=0.5, NFE=12025.095.57——
REPAFine-tuning=none2026.056.1285.40.725
Teacher (PFGM++)D (Auxiliary dimensions)=2048, NFE=92025.0937.14——
Teacher (PFGM++)D (Auxiliary dimensions)=128, NFE=92025.0937.79——
Teacher (PFGM++)D (Auxiliary dimensions)=infinity (Diffusion), NFE=92025.0940.24——
Teacher (PFGM++)D (Auxiliary dimensions)=128, NFE=12025.09100——
Teacher (PFGM++)D (Auxiliary dimensions)=128, NFE=52025.09100——
Teacher (PFGM++)D (Auxiliary dimensions)=2048, NFE=12025.09100——
Teacher (PFGM++)D (Auxiliary dimensions)=2048, NFE=52025.09100——
Teacher (PFGM++)D (Auxiliary dimensions)=infinity (Diffusion), NFE=12025.09100——
Teacher (PFGM++)D (Auxiliary dimensions)=infinity (Diffusion), NFE=52025.09100——