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ResearchFormerly WizWand

Image Generation on ImageNet 64x64 (train val)

0.97FIDEDM2-S + DDO
0.33284.63398.93513.2361Dec 23, 2021Jul 5, 2022Jan 15, 2023Jul 29, 2023Feb 8, 2024Aug 20, 2024Mar 3, 2025
Updated 8mo ago

Evaluation results

MethodLinks
EDM2-S + DDOType=Ours, #Params=280M, NFE=632025.030.97——
EDM2-S + AGType=Diffusion, #Params=405M, NFE=1262025.031.01——
SiD2AType=GAN, #Params=296M, NFE=12025.031.11——
PaGoDAType=GAN, #Params=296M, NFE=12025.031.21——
DisCo-DiffType=Diffusion, NFE=6232025.031.22——
DisCo-DiffConditioning=class-conditioned, Sampler=Stochastic (w/ Restart)2024.071.22—623
RINType=Diffusion, #Params=281M, NFE=10002025.031.23——
RINConditioning=class-conditioned, Sampler=Stochastic2024.071.23—1,000
DMD2Type=GAN, #Params=296M, NFE=12025.031.28——
EDM2-LType=Diffusion, #Params=777M, NFE=632025.031.33——
EDM2-XLType=Diffusion, #Params=1.1B, NFE=632025.031.33——
EDMType=Diffusion, #Params=296M, NFE=5112025.031.36——
EDMConditioning=class-conditioned, Sampler=Stochastic (w/ Restart)2024.071.36—623
VDM++Type=Diffusion, #Params=296M, NFE=5112025.031.43——
EDM2-MType=Diffusion, #Params=498M, NFE=632025.031.43——
VDM++Conditioning=class-conditioned, Sampler=Stochastic2024.071.43—511
EDM2-S + CFGType=Diffusion, #Params=560M, NFE=1262025.031.48——
CDMConditioning=class-conditioned, Sampler=Stochastic2024.071.48—8,000
StyleGAN-XLType=GAN, #Params=135M, NFE=12025.031.51——
StyleGAN-XLConditioning=class-conditioned, Objective=Adversarial2024.071.51—1
EDM2-SType=Diffusion, #Params=280M, NFE=632025.031.58——
EDM2-S (retested)Type=Ours, #Params=280M, NFE=632025.031.6——
DisCo-DiffConditioning=class-conditioned, Sampler=ODE2024.071.65—78
SA-SolverNFE=95, Base Model=[4]2023.091.81——
SA-SolverNFE=63, Base Model=[4]2023.091.88——
CTMType=GAN, #Params=324M, NFE=12025.031.92——
DisCo-PFGM++Conditioning=class-conditioned, Sampler=ODE2024.071.92—78
CTMConditioning=class-conditioned, Objective=Adversarial2024.071.92—1
SA-SolverNFE=47, Base Model=[4]2023.091.95——
ADMType=Diffusion, #Params=296M, NFE=2502025.032.07——
ADMConditioning=class-conditioned, Sampler=Stochastic2024.072.07—250
R3GANType=GAN, #Params=104M, NFE=12025.032.09——
EDM (SDE)NFE=95, Base Model=[4]2023.092.22——
SA-SolverNFE=31, Base Model=[4]2023.092.23——
PFGM++Conditioning=class-conditioned, Sampler=ODE2024.072.32—79
EDMConditioning=class-conditioned, Sampler=ODE2024.072.36—79
EDM (SDE)NFE=63, Base Model=[4]2023.092.44——
SA-SolverNFE=23, Base Model=[4]2023.092.61——
EDM (ODE)NFE=95, Base Model=[4]2023.092.67——
UniPCNFE=63, Base Model=[4]2023.092.71——
UniPCNFE=47, Base Model=[4]2023.092.72——
UniPCNFE=95, Base Model=[4]2023.092.72——
EDM (SDE)NFE=47, Base Model=[4]2023.092.72——
EDM (ODE)NFE=47, Base Model=[4]2023.092.73——
EDM (ODE)NFE=63, Base Model=[4]2023.092.73——
DPM-SolverNFE=95, Base Model=[4]2023.092.74——
UniPCNFE=31, Base Model=[4]2023.092.75——
DPM-SolverNFE=63, Base Model=[4]2023.092.76——
DPM-SolverNFE=47, Base Model=[4]2023.092.8——
UniPCNFE=23, Base Model=[4]2023.092.84——
EDM (ODE)NFE=31, Base Model=[4]2023.092.84——
DPM-SolverNFE=31, Base Model=[4]2023.092.88——
iDDPMType=Diffusion, #Params=270M, NFE=2502025.032.92——
iDDPMConditioning=class-conditioned, Sampler=Stochastic2024.072.92—250
DDIM (η = 0)NFE=95, Base Model=[4]2023.092.95——
DPM-SolverNFE=23, Base Model=[4]2023.093.04——
EDM (ODE)NFE=23, Base Model=[4]2023.093.12——
DDIM (η = 0)NFE=63, Base Model=[4]2023.093.17——
EDM (SDE)NFE=31, Base Model=[4]2023.093.4——
SA-SolverNFE=15, Base Model=[4]2023.093.41——
DDIM (η = 0)NFE=47, Base Model=[4]2023.093.46——
DPM-SolverNFE=15, Base Model=[4]2023.093.49——
UniPCNFE=15, Base Model=[4]2023.093.51——
DisCo-DiffConditioning=None2024.073.7—50
SCDMConditioning=None2024.073.94—50
BigGAN-deepConditioning=class-conditioned, Objective=Adversarial2024.074.06—1
OmniGAN+LCSAd'=3842021.124.2677.45—
DDIM (η = 0)NFE=31, Base Model=[4]2023.094.27——
EDM (SDE)NFE=23, Base Model=[4]2023.094.3——
EDM (ODE)NFE=15, Base Model=[4]2023.094.78——
DDIM (η = 0)NFE=23, Base Model=[4]2023.095.39——
BigGAN+LCSAd'=3842021.125.9933.29—
EDMConditioning=None2024.076.2—50
IC-GANConditioning=class-conditioned, Objective=Adversarial2024.076.7—1
OmniGANd'=3842021.127.0970.59—
FQGANd'=3842021.128.2733.14—
DDIM (η = 0)NFE=15, Base Model=[4]2023.098.48——
EDM (SDE)NFE=15, Base Model=[4]2023.098.94——
BigGANd'=3842021.128.9634.5—
Inst. Sel. GANd'=3842021.129.0743.3—
IC-GANConditioning=None, Objective=GAN-based2024.079.2—1
iDDPMConditioning=None2024.0716.38—50
BigGANConditioning=None, Objective=GAN-based2024.0716.9—1