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ResearchFormerly WizWand

Unconditional Image Generation on CIFAR-10 32x32 (test)

1.48FIDCAF + GAN
1.14963.37985.617.8402Aug 29, 2023Jan 30, 2024Jul 2, 2024Dec 4, 2024May 7, 2025Oct 8, 2025Mar 12, 2026
Updated 7mo ago

Evaluation results

MethodLinks
CAF + GANN=12024.111.48
CTMN=22024.111.87
CTMN=12024.111.98
CDL-VPNFE=35, Sampling Protocol=Deterministic EDM, Schedule=VP2024.071.99
VPNFE=35, Sampling Protocol=Deterministic EDM, Schedule=VP2024.072
EDMN=352024.112.01
VENFE=35, Sampling Protocol=Deterministic EDM, Schedule=VE2024.072.01
CDL-VENFE=35, Sampling Protocol=Deterministic EDM, Schedule=VE2024.072.01
LSGMN=1382024.112.1
DyWeightNFE=9, Category=Learnable2026.032.13
ADM-EST' (sampling steps)=1002023.082.17
Score SDEN=20002024.112.2
Restart (VP)T' (sampling steps)=1152023.082.21
EDM (VE)T' (sampling steps)=20472023.082.23
EDM (VP)T' (sampling steps)=5112023.082.27
S4S-AltNFE=9, Category=Learnable2026.032.31
Improved SDET' (sampling steps)=10232023.082.35
DLMSNFE=9, Category=Learnable2026.032.37
ADM-IPT' (sampling steps)=1002023.082.38
DyWeightNFE=7, Category=Learnable2026.032.4
EPD-PluginSolver Type=Parallel, (Para.) NFE=92025.122.42
EPD-PluginNFE=9, Category=Learnable2026.032.42
ADM-EST' (sampling steps)=502023.082.49
EPD-SolverSolver Type=Parallel, (Para.) NFE=92025.122.49
EPD-SolverNFE=9, Category=Learnable2026.032.49
LD3NFE=9, Category=Learnable2026.032.51
S4S-AltNFE=7, Category=Learnable2026.032.52
DLMSNFE=7, Category=Learnable2026.032.53
SA-SolverT' (sampling steps)=952023.082.63
AMED-PluginSolver Type=Multi-step, (Para.) NFE=92025.122.63
AMED-PluginNFE=9, Category=Learnable2026.032.63
EPD-SolverSolver Type=Parallel, (Para.) NFE=72025.122.82
EPD-SolverNFE=7, Category=Learnable2026.032.82
iCTNFE=1, Backbone=U-Net (~55M parameters), Space=Pixel space, Resolution=32x322026.022.83
iPNDMNFE=9, Category=Handcrafted2026.032.83
DUMONFE=1, Backbone=U-Net (~55M parameters), Space=Pixel space, Resolution=32x322026.022.86
StyleGAN-AdaN=12024.112.92
MeanFlowNFE=1, Backbone=U-Net (~55M parameters), Space=Pixel space, Resolution=32x322026.022.92
CDN=22024.112.93
sCTNFE=1, Backbone=U-Net (~55M parameters), Space=Pixel space, Resolution=32x322026.022.97
LD3NFE=7, Category=Learnable2026.032.98
DPM-Solver++(3M)NFE=9, Category=Handcrafted2026.032.99
DyWeightNFE=5, Category=Learnable2026.033.02
DDPMN=10002024.113.17
iPNDMSolver Type=Multi-step, (Para.) NFE=92025.123.17
IMMNFE=1, Backbone=U-Net (~55M parameters), Space=Pixel space, Resolution=32x322026.023.2
UniPCSolver Type=Multi-step, (Para.) NFE=92025.123.21
UniPCNFE=9, Category=Handcrafted2026.033.21
DLMSNFE=5, Category=Learnable2026.033.23
EPD-PluginSolver Type=Parallel, (Para.) NFE=72025.123.27
EPD-PluginNFE=7, Category=Learnable2026.033.27
DPM-Solver++(3M)Solver Type=Multi-step, (Para.) NFE=92025.123.42
CDN=12024.113.55
ECTNFE=1, Backbone=U-Net (~55M parameters), Space=Pixel space, Resolution=32x322026.023.6
AMED-PluginSolver Type=Multi-step, (Para.) NFE=72025.123.65
AMED-PluginNFE=7, Category=Learnable2026.033.65
AMED-SolverSolver Type=Single-step, (Para.) NFE=92025.123.67
AMED-SolverNFE=9, Category=Learnable2026.033.67
S4S-AltNFE=5, Category=Learnable2026.033.73
DMDN=12024.113.77
DFNON=12024.113.78
TRACTN=12024.113.78
iPNDMNFE=7, Category=Handcrafted2026.034.04
DDPMBops=6.21T, Speed=1.00x, Size=143.0, Retrain=false, T=1002025.034.19
DPM-Solver++(3M)NFE=7, Category=Handcrafted2026.034.29
EPD-SolverSolver Type=Parallel, (Para.) NFE=52025.124.33
EPD-SolverNFE=5, Category=Learnable2026.034.33
AMED-SolverSolver Type=Single-step, (Para.) NFE=72025.124.36
AMED-SolverNFE=7, Category=Learnable2026.034.36
EPD-PluginSolver Type=Parallel, (Para.) NFE=52025.124.47
EPD-PluginNFE=5, Category=Learnable2026.034.47
Diff-InstructN=12024.114.53
CacheQuantCache Frequency (N)=3, Precision=W8A8, Bops=0.23T, Speedup=3.57x, Compression Ratio=3.98x, Retrain=false, T=1002025.034.61
DeepcacheCache Frequency (N)=3, Bops=3.62T, Speed=1.61x, Compression Ratio=1.00x, Retrain=false, T=1002025.034.7
CAFN=12024.114.81
2-Rectified Flow + DistillN=12024.114.84
DPM-Solver-2Solver Type=Single-step, (Para.) NFE=92025.124.98
iPNDMSolver Type=Multi-step, (Para.) NFE=72025.125.08
CacheQuantCache Frequency (N)=5, Precision=W8A8, Bops=0.19T, Speedup=4.11x, Compression Ratio=3.98x, Retrain=false, T=1002025.035.28
DeepcacheCache Frequency (N)=5, Bops=3.08T, Speed=1.85x, Compression Ratio=1.00x, Retrain=false, T=1002025.035.73
CTN=22024.115.83
UniPCSolver Type=Multi-step, (Para.) NFE=72025.125.83
UniPCNFE=7, Category=Handcrafted2026.035.83
ParaDiGMSSolver Type=Parallel, (Para.) NFE=92025.126.19
LD3NFE=5, Category=Learnable2026.036.39
AMED-PluginSolver Type=Multi-step, (Para.) NFE=52025.126.61
AMED-PluginNFE=5, Category=Learnable2026.036.61
DPM-Solver++(3M)Solver Type=Multi-step, (Para.) NFE=72025.126.74
ParaDiGMSSolver Type=Parallel, (Para.) NFE=72025.127.18
VDMN=10002024.117.41
AMED-SolverSolver Type=Single-step, (Para.) NFE=52025.127.59
AMED-SolverNFE=5, Category=Learnable2026.037.59
iPNDMNFE=5, Category=Handcrafted2026.037.77
2-Rectified FlowN=22024.117.89
DyWeightNFE=3, Category=Learnable2026.038.16
CacheQuantCache Frequency (N)=10, Precision=W8A8, Bops=0.17T, Speedup=4.62x, Compression Ratio=3.98x, Retrain=false, T=1002025.038.19
BigGANN=12024.118.51
CTN=12024.118.7
KDN=12024.119.36
DeepcacheCache Frequency (N)=10, Bops=2.69T, Speed=2.07x, Compression Ratio=1.00x, Retrain=false, T=1002025.039.74