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ResearchFormerly WizWand

Unconditional Image Generation on FFHQ 64x64 (test)

0.85FIDGDD-I
-2.573220.533443.6466.7466May 31, 2024Sep 16, 2024Jan 2, 2025Apr 21, 2025Aug 7, 2025Nov 23, 2025Mar 12, 2026
Updated 7mo ago

Evaluation results

MethodLinks
GDD-INFE=12024.050.85
GDDNFE=12024.051.08
SiD (alpha = 1.2)NFE=1, alpha=1.22024.051.55
SiD (alpha = 1.0)NFE=1, alpha=1.02024.051.71
CDL-VPNFE=79, Sampling Protocol=Deterministic EDM, Schedule=VP2024.072.29
VPNFE=79, Sampling Protocol=Deterministic EDM, Schedule=VP2024.072.38
EDMNFE=792024.052.39
CDL-VENFE=79, Sampling Protocol=Deterministic EDM, Schedule=VE2024.072.47
VENFE=79, Sampling Protocol=Deterministic EDM, Schedule=VE2024.072.56
DyWeightNFE=9, Category=Learnable2026.032.77
LD3NFE=9, Category=Learnable2026.032.94
S4S-AltNFE=9, Category=Learnable2026.033
DyWeightNFE=7, Category=Learnable2026.033.39
S4S-AltNFE=7, Category=Learnable2026.033.45
EPD-PluginNFE=9, Category=Learnable2026.033.53
EPD-SolverNFE=9, Category=Learnable2026.033.82
DLMSNFE=9, Category=Learnable2026.034.23
AMED-PluginNFE=9, Category=Learnable2026.034.24
LD3NFE=7, Category=Learnable2026.034.38
UniPCNFE=9, Category=Handcrafted2026.034.47
DPM-Solver++(3M)NFE=9, Category=Handcrafted2026.034.77
EPD-SolverNFE=7, Category=Learnable2026.034.81
iPNDMNFE=9, Category=Handcrafted2026.034.98
EPD-PluginNFE=7, Category=Learnable2026.035.09
DLMSNFE=7, Category=Learnable2026.035.16
DyWeightNFE=5, Category=Learnable2026.035.85
DPM-Solver++(3M)NFE=7, Category=Handcrafted2026.036.2
S4S-AltNFE=5, Category=Learnable2026.036.25
AMED-SolverNFE=9, Category=Learnable2026.036.31
AMED-PluginNFE=7, Category=Learnable2026.036.64
DLMSNFE=5, Category=Learnable2026.036.85
iPNDMNFE=7, Category=Handcrafted2026.037.16
UniPCNFE=7, Category=Handcrafted2026.037.44
EPD-SolverNFE=5, Category=Learnable2026.037.84
EPD-PluginNFE=5, Category=Learnable2026.037.97
AMED-SolverNFE=7, Category=Learnable2026.038.82
BOOTNFE=12024.059
LD3NFE=5, Category=Learnable2026.0310.36
AMED-PluginNFE=5, Category=Learnable2026.0312.49
DPM-Solver++(3M)NFE=5, Category=Handcrafted2026.0313.47
iPNDMNFE=5, Category=Handcrafted2026.0313.8
AMED-SolverNFE=5, Category=Learnable2026.0314.8
DyWeightNFE=3, Category=Learnable2026.0316.78
EPD-PluginNFE=3, Category=Learnable2026.0319.02
S4S-AltNFE=3, Category=Learnable2026.0319.86
UniPCNFE=5, Category=Handcrafted2026.0321.4
EPD-SolverNFE=3, Category=Learnable2026.0321.74
LD3NFE=3, Category=Learnable2026.0323.86
AMED-PluginNFE=3, Category=Learnable2026.0326.87
iPNDMNFE=3, Category=Handcrafted2026.0327.72
AMED-SolverNFE=3, Category=Learnable2026.0347.31
DPM-Solver++(3M)NFE=3, Category=Handcrafted2026.0366.07
UniPCNFE=3, Category=Handcrafted2026.0386.43