Image Generation on CIFAR-10 (FID)
1.84FIDEDM (Teacher)
Evaluation Results
| Method | Links | |
|---|---|---|
| EDM (Teacher)Family=Diffusion, Forward Passes=35, Class-conditioning=true2023.11 | 1.84 | |
| StyleGAN-XLFamily=GAN, Forward Passes=1, Class-conditioning=true2023.11 | 1.85 | |
| INDISNFE=82026.03 | 2.34 | |
| StyleGAN2-ADAFamily=GAN, Forward Passes=1, Class-conditioning=false2023.11 | 2.42 | |
| MTEO + DDIMNFE=62026.03 | 2.5 | |
| INDISNFE=72026.03 | 2.6 | |
| MTEO + DDIMNFE=52026.03 | 2.62 | |
| LD3NFE=82026.03 | 2.65 | |
| DMD-conditionalFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=true2023.11 | 2.66 | |
| MTEO + DPM-Solver++(3M)NFE=62026.03 | 2.66 | |
| GITSNFE=82026.03 | 2.7 | |
| MTEO + iPNDMNFE=62026.03 | 2.74 | |
| DPM SolverNFE=242024.04 | 2.75 | |
| INDISNFE=62026.03 | 2.81 | |
| MTEO + DDIMNFE=42026.03 | 2.83 | |
| DPM-solver++Family=Diffusion + Samplers, Forward Passes=10, Class-conditioning=false2023.11 | 2.91 | |
| MTEO + DPM-Solver++(3M)NFE=52026.03 | 2.98 | |
| MTEO + iPNDMNFE=52026.03 | 3.01 | |
| MTEO + DPM-Solver++(3M)NFE=42026.03 | 3.11 | |
| DDPM (Lsimple)NFE=10002024.04 | 3.17 | |
| SGMDiffusion Steps=10002025.09 | 3.17 | |
| Diffusion StyleGANFamily=GAN, Forward Passes=1, Class-conditioning=false2023.11 | 3.19 | |
| INDISNFE=52026.03 | 3.31 | |
| LD3NFE=62026.03 | 3.35 | |
| LD3NFE=72026.03 | 3.37 | |
| GITSNFE=72026.03 | 3.43 | |
| MTEO + iPNDMNFE=42026.03 | 3.52 | |
| Consistency ModelFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.11 | 3.55 | |
| I-CFM + NormAlignSource=Pruned, NFE=100, Integration=Euler2025.12 | 3.64 | |
| DMDFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.11 | 3.77 | |
| DFNOFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.11 | 3.78 | |
| TRACTFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.11 | 3.78 | |
| I-CFM + NormAlignSource=Gaussian, NFE=100, Integration=Euler2025.12 | 3.79 | |
| MTEO + DDIMNFE=32026.03 | 3.85 | |
| OT-CFM + NormAlignSource=Pruned, NFE=100, Integration=Euler2025.12 | 3.88 | |
| MTEO + DPM-Solver++(3M)NFE=32026.03 | 3.91 | |
| D2Cdata budget=1K, compression rate=2%, training steps=100k2025.07 | 3.95 | |
| I-CFMSource=Pruned, NFE=100, Integration=Euler2025.12 | 3.97 | |
| OT-CFM + NormAlignSource=Gaussian, NFE=100, Integration=Euler2025.12 | 4.03 | |
| INDISNFE=42026.03 | 4.14 | |
| OT-CFMSource=Pruned, NFE=100, Integration=Euler2025.12 | 4.15 | |
| 3-DEISFamily=Diffusion + Samplers, Forward Passes=10, Class-conditioning=false2023.11 | 4.17 | |
| Diff-InstructFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=true2023.11 | 4.19 | |
| GITSNFE=62026.03 | 4.29 | |
| EPD + SolverNFE=52026.03 | 4.33 | |
| I-CFM (Baseline)Source=Gaussian, NFE=100, Integration=Euler2025.12 | 4.35 | |
| AMEDNFE=72026.03 | 4.36 | |
| OT-CFM (Baseline)Source=Gaussian, NFE=100, Integration=Euler2025.12 | 4.4 | |
| EPD + PluginNFE=52026.03 | 4.47 | |
| OT-CFM + NormAlignSource=Pruned, NFE=40, Integration=Euler2025.12 | 4.53 | |
| I-CFM + NormAlignSource=Pruned, NFE=40, Integration=Euler2025.12 | 4.56 | |
| DPM-solver-fastFamily=Diffusion + Samplers, Forward Passes=10, Class-conditioning=false2023.11 | 4.7 | |
| MTEO + iPNDMNFE=32026.03 | 4.83 | |
| 2-Rectified Flow (+distill)Family=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.11 | 4.85 | |
| I-CFMSource=Pruned, NFE=40, Integration=Euler2025.12 | 4.89 | |
| OT-CFMSource=Pruned, NFE=40, Integration=Euler2025.12 | 4.92 | |
| I-CFM + NormAlignSource=Gaussian, NFE=40, Integration=Euler2025.12 | 4.93 | |
| OT-CFM + NormAlignSource=Gaussian, NFE=40, Integration=Euler2025.12 | 4.98 | |
| NFDM-OTNFE=122024.04 | 5.2 | |
| 3-Rectified Flow (+distill)Family=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.11 | 5.21 | |
| DPM SolverNFE=122024.04 | 5.28 | |
| LD3NFE=52026.03 | 5.32 | |
| best heu.NFE=82026.03 | 5.41 | |
| DMNNFE=72026.03 | 5.42 | |
| AMEDNFE=82026.03 | 5.56 | |
| OT-CFM (Baseline)Source=Gaussian, NFE=40, Integration=Euler2025.12 | 5.61 | |
| I-CFM (Baseline)Source=Gaussian, NFE=40, Integration=Euler2025.12 | 5.63 | |
| OT-CFM + NormAlignSource=Pruned, NFE=20, Integration=Euler2025.12 | 5.85 | |
| DMNNFE=82026.03 | 5.9 | |
| DPM-solver-2Family=Diffusion + Samplers, Forward Passes=10, Class-conditioning=false2023.11 | 5.94 | |
| Meng et al.Family=Diffusion + Distillation, Forward Passes=1, Class-conditioning=true2023.11 | 5.98 | |
| 1-Rectified Flow (+distill)Family=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.11 | 6.18 | |
| OT-CFMSource=Pruned, NFE=20, Integration=Euler2025.12 | 6.34 | |
| Flow MatchingNFE=1422024.04 | 6.35 | |
| I-CFMSource=Pruned, NFE=20, Integration=Euler2025.12 | 6.4 | |
| AMED + PluginNFE=52026.03 | 6.61 | |
| ViTGANFamily=GAN, Forward Passes=1, Class-conditioning=false2023.11 | 6.66 | |
| AMED + PluginNFE=62026.03 | 6.67 | |
| GITSNFE=52026.03 | 6.77 | |
| OT-CFM + NormAlignSource=Gaussian, NFE=20, Integration=Euler2025.12 | 6.81 | |
| StyleGAN2Family=GAN, Forward Passes=1, Class-conditioning=false2023.11 | 6.96 | |
| I-CFM + NormAlignSource=Pruned, NFE=20, Integration=Euler2025.12 | 7.04 | |
| AMEDNFE=62026.03 | 7.04 | |
| AMED + SolverNFE=62026.03 | 7.04 | |
| iPNDMNFE=62026.03 | 7.05 | |
| OT-CFM (Baseline)Source=Gaussian, NFE=20, Integration=Euler2025.12 | 7.41 | |
| AMEDNFE=52026.03 | 7.59 | |
| AMED + SolverNFE=52026.03 | 7.59 | |
| best heu.NFE=72026.03 | 7.61 | |
| I-CFM (Baseline)Source=Gaussian, NFE=20, Integration=Euler2025.12 | 7.75 | |
| NFDM-OTNFE=42024.04 | 7.76 | |
| DMNNFE=62026.03 | 8.09 | |
| Score MismatchingFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.11 | 8.1 | |
| I-CFM + NormAlignSource=Gaussian, NFE=20, Integration=Euler2025.12 | 8.1 | |
| DDIMFamily=Diffusion + Samplers, Forward Passes=10, Class-conditioning=false2023.11 | 8.23 | |
| Progressive DistillationFamily=Diffusion + Distillation, Forward Passes=1, Class-conditioning=false2023.11 | 8.34 | |
| OT-CFMSource=Pruned, NFE=10, Integration=Euler2025.12 | 9.17 | |
| TransGANFamily=GAN, Forward Passes=1, Class-conditioning=false2023.11 | 9.26 | |
| INDISNFE=32026.03 | 9.26 | |
| LD3NFE=42026.03 | 9.31 |