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ResearchFormerly WizWand

Class-conditional Image Generation on ImageNet 512x512 (val test)

1.21FIDEDM2-L + DDO
0.32886.276912.22518.1731Mar 3, 2025
Updated 8mo ago

Evaluation results

MethodLinks
EDM2-L + DDOType=Ours, #Params=777M, NFE=63, Guidance=Autoguidance (AG)2025.031.21
EDM2-L + DDO + DPM-Solver-v3Type=Ours, #Params=777M, NFE=25, Guidance=Autoguidance (AG)2025.031.21
EDM2-XXL + AGType=Diffusion, #Params=1.5B, NFE=63, Guidance=Autoguidance (AG)2025.031.25
EDM2-L + DDOType=Ours, #Params=777M, NFE=63, Guidance=None2025.031.26
EDM2-L + DDO + DPM-Solver-v3Type=Ours, #Params=777M, NFE=25, Guidance=None2025.031.29
EDM2-S + AGType=Diffusion, #Params=280M, NFE=63, Guidance=Autoguidance (AG)2025.031.34
SiDType=GAN, #Params=1.5B, NFE=1, Guidance=None2025.031.37
USIT-2BType=Diffusion, #Params=2B, NFE=512, Guidance=CFG2025.031.72
MAR-LType=Masked, #Params=481M, NFE=1024, Guidance=CFG2025.031.73
EDM2-L (retested)Type=Ours/Baseline, #Params=777M, NFE=63, Guidance=CFG2025.031.77
EDM2-XXLType=Diffusion, #Params=1.5B, NFE=63, Guidance=CFG2025.031.81
EDM2-LType=Diffusion, #Params=777M, NFE=63, Guidance=CFG2025.031.88
EDM2-XXLType=Diffusion, #Params=1.5B, NFE=63, Guidance=None2025.031.91
MAGVIT-v2Type=Masked, #Params=307M, NFE=64, Guidance=CFG2025.031.91
EDM2-L (retested)Type=Ours/Baseline, #Params=777M, NFE=63, Guidance=None2025.031.96
EDM2-LType=Diffusion, #Params=777M, NFE=63, Guidance=None2025.032.06
SiT-XL + REPAType=Diffusion, #Params=675M, NFE=250, Guidance=CFG2025.032.08
EDM2-SType=Diffusion, #Params=280M, NFE=63, Guidance=CFG2025.032.23
StyleGAN-XLType=GAN, #Params=168M, NFE=1, Guidance=None2025.032.41
EDM2-SType=Diffusion, #Params=280M, NFE=63, Guidance=None2025.032.56
SiT-XLType=Diffusion, #Params=675M, NFE=250, Guidance=CFG2025.032.62
VAR-d36-sType=AR, #Params=2.3B, NFE=10, Guidance=CFG2025.032.63
VDM++Type=Diffusion, #Params=2B, NFE=512, Guidance=CFG2025.032.65
MAR-LType=Masked, #Params=481M, NFE=1024, Guidance=None2025.032.74
USIT-2BType=Diffusion, #Params=2B, NFE=512, Guidance=None2025.032.9
EDM2-XSType=Diffusion, #Params=125M, NFE=63, Guidance=CFG2025.032.91
VDM++Type=Diffusion, #Params=2B, NFE=512, Guidance=None2025.032.99
U-ViT, LType=Diffusion, #Params=2B, NFE=512, Guidance=CFG2025.033.02
DiT-XL/2Type=Diffusion, #Params=675M, NFE=250, Guidance=CFG2025.033.04
MAGVIT-v2Type=Masked, #Params=307M, NFE=64, Guidance=None2025.033.07
EDM2-XSType=Diffusion, #Params=125M, NFE=63, Guidance=None2025.033.53
U-ViT, LType=Diffusion, #Params=2B, NFE=512, Guidance=None2025.033.54
ADM-UType=Diffusion, #Params=731M, NFE=500, Guidance=Classifier Guidance2025.033.85
RINType=Diffusion, #Params=410M, NFE=1000, Guidance=None2025.033.95
MaskGITType=Masked, #Params=227M, NFE=12, Guidance=None2025.037.32
ADMType=Diffusion, #Params=559M, NFE=250, Guidance=CFG2025.037.72
BigGAN-deepType=GAN, #Params=112M, NFE=1, Guidance=None2025.038.43
ADM-UType=Diffusion, #Params=731M, NFE=500, Guidance=None2025.039.96
DiT-XL/2Type=Diffusion, #Params=675M, NFE=250, Guidance=None2025.0312.03
ADMType=Diffusion, #Params=559M, NFE=250, Guidance=None2025.0323.24