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ResearchFormerly WizWand

Conditional Image Generation on CIFAR-10 class-conditional

1.3FIDDDO
0.53525.697610.8616.0224Oct 26, 2019Sep 30, 2020Sep 5, 2021Aug 11, 2022Jul 17, 2023Jun 21, 2024May 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
DDONumber of Parameters=56M, NFE=35, applied_to=EDM2025.031.3
Uni-Instruct w. FKL (longer training)Family=One Step, NFE=12025.051.38
SiD2ANumber of Parameters=56M, NFE=12025.031.4
SiD^2 AFamily=One Step, NFE=12025.051.4
Uni-Instruct w. JKL (from scratch)Family=One Step, NFE=12025.051.42
Uni-Instruct w. FKL (from scratch)Family=One Step, NFE=12025.051.43
SiDAFamily=One Step, NFE=12025.051.44
Uni-Instruct w. RKL (from scratch)Family=One Step, NFE=12025.051.44
EDM + DGNumber of Parameters=107M, NFE=532025.031.64
SiDFamily=One Step, NFE=12025.051.71
CTMNumber of Parameters=59M, NFE=12025.031.73
CTMFamily=One Step, NFE=12025.051.73
EDMNumber of Parameters=56M, NFE=352025.031.79
VP-EDMFamily=Teacher, NFE=352025.051.79
EDM (retested)Number of Parameters=56M, NFE=352025.031.85
f-distillFamily=One Step, NFE=12025.051.92
SIMFamily=One Step, NFE=12025.051.96
StyleGAN2-ADANumber of Parameters=20M, NFE=12025.032.42
Bit DiffusionState space=Continuous, Pixel representation=UINT82022.082.72
iDDPMFamily=Diffusion, NFE=40002025.052.9
Bit DiffusionState space=Continuous, Pixel representation=GRAY CODE2022.082.94
DDPM (reproduction)State space=Continuous, Pixel representation=Continuous2022.082.95
DDPMFamily=Diffusion, NFE=10002025.053.17
Diff-InstructFamily=One Step, NFE=12025.054.19
Bit DiffusionState space=Continuous, Pixel representation=UINT8 (RAND)2022.086.43
CR-BigGAN*Noise truncation=false, Consistency regularization=true2019.1011.48
BigGANNoise truncation=false2019.1014.73
SNGANNoise truncation=false2019.1017.5
BigGAN*Noise truncation=false, Implementation=Kurach et al. (2019)2019.1020.42