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ResearchFormerly WizWand

Image Generation on CIFAR-10 (FID)

1.84FIDEDM (Teacher)
1.54123.55815.5757.5919Nov 30, 2023Apr 18, 2024Sep 6, 2024Jan 25, 2025Jun 14, 2025Nov 2, 2025Mar 23, 2026
Updated 4mo ago

Evaluation results

MethodLinks
EDM (Teacher)Family=Diffusion, Forward Passes=35, Class-conditioning=true2023.111.84
StyleGAN-XLFamily=GAN, Forward Passes=1, Class-conditioning=true2023.111.85
INDISNFE=82026.032.34
StyleGAN2-ADAFamily=GAN, Forward Passes=1, Class-conditioning=false2023.112.42
MTEO + DDIMNFE=62026.032.5
INDISNFE=72026.032.6
MTEO + DDIMNFE=52026.032.62
LD3NFE=82026.032.65
DMD-conditionalFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=true2023.112.66
MTEO + DPM-Solver++(3M)NFE=62026.032.66
GITSNFE=82026.032.7
MTEO + iPNDMNFE=62026.032.74
DPM SolverNFE=242024.042.75
INDISNFE=62026.032.81
MTEO + DDIMNFE=42026.032.83
DPM-solver++Family=Diffusion + Samplers, Forward Passes=10, Class-conditioning=false2023.112.91
MTEO + DPM-Solver++(3M)NFE=52026.032.98
MTEO + iPNDMNFE=52026.033.01
MTEO + DPM-Solver++(3M)NFE=42026.033.11
DDPM (Lsimple)NFE=10002024.043.17
SGMDiffusion Steps=10002025.093.17
Diffusion StyleGANFamily=GAN, Forward Passes=1, Class-conditioning=false2023.113.19
INDISNFE=52026.033.31
LD3NFE=62026.033.35
LD3NFE=72026.033.37
GITSNFE=72026.033.43
MTEO + iPNDMNFE=42026.033.52
Consistency ModelFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.113.55
I-CFM + NormAlignSource=Pruned, NFE=100, Integration=Euler2025.123.64
DMDFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.113.77
DFNOFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.113.78
TRACTFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.113.78
I-CFM + NormAlignSource=Gaussian, NFE=100, Integration=Euler2025.123.79
MTEO + DDIMNFE=32026.033.85
OT-CFM + NormAlignSource=Pruned, NFE=100, Integration=Euler2025.123.88
MTEO + DPM-Solver++(3M)NFE=32026.033.91
D2Cdata budget=1K, compression rate=2%, training steps=100k2025.073.95
I-CFMSource=Pruned, NFE=100, Integration=Euler2025.123.97
OT-CFM + NormAlignSource=Gaussian, NFE=100, Integration=Euler2025.124.03
INDISNFE=42026.034.14
OT-CFMSource=Pruned, NFE=100, Integration=Euler2025.124.15
3-DEISFamily=Diffusion + Samplers, Forward Passes=10, Class-conditioning=false2023.114.17
Diff-InstructFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=true2023.114.19
GITSNFE=62026.034.29
EPD + SolverNFE=52026.034.33
I-CFM (Baseline)Source=Gaussian, NFE=100, Integration=Euler2025.124.35
AMEDNFE=72026.034.36
OT-CFM (Baseline)Source=Gaussian, NFE=100, Integration=Euler2025.124.4
EPD + PluginNFE=52026.034.47
OT-CFM + NormAlignSource=Pruned, NFE=40, Integration=Euler2025.124.53
I-CFM + NormAlignSource=Pruned, NFE=40, Integration=Euler2025.124.56
DPM-solver-fastFamily=Diffusion + Samplers, Forward Passes=10, Class-conditioning=false2023.114.7
MTEO + iPNDMNFE=32026.034.83
2-Rectified Flow (+distill)Family=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.114.85
I-CFMSource=Pruned, NFE=40, Integration=Euler2025.124.89
OT-CFMSource=Pruned, NFE=40, Integration=Euler2025.124.92
I-CFM + NormAlignSource=Gaussian, NFE=40, Integration=Euler2025.124.93
OT-CFM + NormAlignSource=Gaussian, NFE=40, Integration=Euler2025.124.98
NFDM-OTNFE=122024.045.2
3-Rectified Flow (+distill)Family=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.115.21
DPM SolverNFE=122024.045.28
LD3NFE=52026.035.32
best heu.NFE=82026.035.41
DMNNFE=72026.035.42
AMEDNFE=82026.035.56
OT-CFM (Baseline)Source=Gaussian, NFE=40, Integration=Euler2025.125.61
I-CFM (Baseline)Source=Gaussian, NFE=40, Integration=Euler2025.125.63
OT-CFM + NormAlignSource=Pruned, NFE=20, Integration=Euler2025.125.85
DMNNFE=82026.035.9
DPM-solver-2Family=Diffusion + Samplers, Forward Passes=10, Class-conditioning=false2023.115.94
Meng et al.Family=Diffusion + Distillation, Forward Passes=1, Class-conditioning=true2023.115.98
1-Rectified Flow (+distill)Family=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.116.18
OT-CFMSource=Pruned, NFE=20, Integration=Euler2025.126.34
Flow MatchingNFE=1422024.046.35
I-CFMSource=Pruned, NFE=20, Integration=Euler2025.126.4
AMED + PluginNFE=52026.036.61
ViTGANFamily=GAN, Forward Passes=1, Class-conditioning=false2023.116.66
AMED + PluginNFE=62026.036.67
GITSNFE=52026.036.77
OT-CFM + NormAlignSource=Gaussian, NFE=20, Integration=Euler2025.126.81
StyleGAN2Family=GAN, Forward Passes=1, Class-conditioning=false2023.116.96
I-CFM + NormAlignSource=Pruned, NFE=20, Integration=Euler2025.127.04
AMEDNFE=62026.037.04
AMED + SolverNFE=62026.037.04
iPNDMNFE=62026.037.05
OT-CFM (Baseline)Source=Gaussian, NFE=20, Integration=Euler2025.127.41
AMEDNFE=52026.037.59
AMED + SolverNFE=52026.037.59
best heu.NFE=72026.037.61
I-CFM (Baseline)Source=Gaussian, NFE=20, Integration=Euler2025.127.75
NFDM-OTNFE=42024.047.76
DMNNFE=62026.038.09
Score MismatchingFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.118.1
I-CFM + NormAlignSource=Gaussian, NFE=20, Integration=Euler2025.128.1
DDIMFamily=Diffusion + Samplers, Forward Passes=10, Class-conditioning=false2023.118.23
Progressive DistillationFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.118.34
OT-CFMSource=Pruned, NFE=10, Integration=Euler2025.129.17
TransGANFamily=GAN, Forward Passes=1, Class-conditioning=false2023.119.26
INDISNFE=32026.039.26
LD3NFE=42026.039.31