Conditional Image Generation on CIFAR-10
1.39FIDCAF + GAN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CAF + GANN=12024.11 | 1.39 | — | — | — | — | |
| SiD2AFamily=Distillation, NFE=1, alpha=1.22024.10 | 1.396 | — | — | — | — | |
| SiD2AFamily=Distillation, NFE=1, alpha=12024.10 | 1.403 | — | — | — | — | |
| SiDAFamily=Distillation, NFE=1, alpha=12024.10 | 1.436 | — | — | — | — | |
| GDD-IFamily=Distillation, NFE=12024.10 | 1.44 | — | — | — | — | |
| SADMDiffusion Space=Data, NFE=352024.02 | 1.47 | — | — | — | — | |
| CTMNFE=22023.10 | 1.63 | — | — | — | — | |
| CTMN=22024.11 | 1.63 | — | — | — | — | |
| EDM-G++Diffusion Space=Data, NFE=352024.02 | 1.64 | — | — | — | — | |
| SiDFamily=Distillation, NFE=1, alpha=1.22024.10 | 1.71 | — | — | — | — | |
| SADMDiffusion Space=Latent, NFE=1382024.02 | 1.73 | — | — | — | — | |
| CTMNFE=12023.10 | 1.73 | — | — | — | — | |
| CTMN=12024.11 | 1.73 | — | — | — | — | |
| CTMFamily=Distillation, NFE=12024.10 | 1.73 | — | — | — | — | |
| Heun + FDSNFE=199, Denoising steps=1002026.04 | 1.785 | — | — | — | 9.868 | |
| EDMDiffusion Space=Data, NFE=352024.02 | 1.79 | — | — | — | — | |
| VP-EDMFamily=Teacher, NFE=352024.10 | 1.79 | — | — | — | — | |
| EDMNFE=352023.10 | 1.82 | — | — | — | — | |
| EDMN=352024.11 | 1.82 | — | — | — | — | |
| StyleGAN-XLNFE=12023.10 | 1.85 | — | — | — | — | |
| StyleGAN-XLN=12024.11 | 1.85 | — | — | — | — | |
| Euler + FDSNFE=100, Denoising steps=1002026.04 | 1.907 | — | — | — | 9.805 | |
| HeunNFE=199, Denoising steps=1002026.04 | 1.921 | — | — | — | 9.818 | |
| Heun†NFE=307, Denoising steps=1002026.04 | 1.924 | — | — | — | 9.816 | |
| SiDFamily=Distillation, NFE=1, alpha=12024.10 | 1.932 | — | — | — | — | |
| Euler†NFE=154, Denoising steps=1002026.04 | 2.174 | — | — | — | 9.753 | |
| NCSN++-GDiffusion Space=Data, NFE=20002024.02 | 2.25 | — | — | — | — | |
| StyleGAN-D2DNFE=12023.10 | 2.26 | — | — | — | — | |
| StyleGAN2+ADA+Tune+DIFamily=Distillation, NFE=12024.10 | 2.27 | — | — | — | — | |
| EulerNFE=100, Denoising steps=1002026.04 | 2.352 | — | — | — | 9.711 | |
| StyleGAN-AdaNFE=12023.10 | 2.42 | — | — | — | — | |
| StyleGAN-AdaN=12024.11 | 2.42 | — | — | — | — | |
| StyleGAN2+ADA+TuneFamily=Direct generation, NFE=12024.10 | 2.42 | — | — | — | — | |
| UniPC-3NFE=10, Base Model=EDM-cond2025.12 | 2.55 | — | — | — | — | |
| DMDFamily=Distillation, NFE=12024.10 | 2.66 | — | — | — | — | |
| CAFN=12024.11 | 2.68 | — | — | — | — | |
| First-order forward-value samplerNFE=10, Base Model=EDM-cond2025.12 | 3.18 | — | — | — | — | |
| StyleGAN2+ADAFamily=Direct generation, NFE=12024.10 | 3.49 | — | — | — | — | |
| DPMSolver-3NFE=10, Base Model=EDM-cond2025.12 | 3.61 | — | — | — | — | |
| 2-Rectified FlowN=22024.11 | 3.74 | — | — | — | — | |
| DMD (w.o. KL)Family=Distillation, NFE=12024.10 | 3.82 | — | — | — | — | |
| Diff-InstructFamily=Distillation, NFE=12024.10 | 4.19 | — | — | — | — | |
| First-order forward-value samplerNFE=8, Base Model=EDM-cond2025.12 | 4.32 | — | — | — | — | |
| DPMSolver-3NFE=8, Base Model=EDM-cond2025.12 | 5 | — | — | — | — | |
| DMD (w.o. reg.)Family=Distillation, NFE=12024.10 | 5.58 | — | — | — | — | |
| UniPC-3NFE=8, Base Model=EDM-cond2025.12 | 5.61 | — | — | — | — | |
| GET-BaseFamily=Distillation, NFE=12024.10 | 6.25 | — | — | — | — | |
| 2-Rectified FlowN=12024.11 | 6.88 | — | — | — | — | |
| First-order forward-value samplerNFE=6, Base Model=EDM-cond2025.12 | 7.57 | — | — | — | — | |
| DPMSolver-3NFE=6, Base Model=EDM-cond2025.12 | 8.66 | — | — | — | — | |
| DPMSolver-2NFE=10, Base Model=EDM-cond2025.12 | 8.75 | — | — | — | — | |
| First-order forward-value samplerNFE=5, Base Model=EDM-cond2025.12 | 12.3 | — | — | — | — | |
| DPMSolver-3NFE=5, Base Model=EDM-cond2025.12 | 13.69 | — | — | — | — | |
| DPMSolver-2NFE=8, Base Model=EDM-cond2025.12 | 14.37 | — | — | — | — | |
| BigGANFamily=Direct generation, NFE=12024.10 | 14.73 | — | — | — | — | |
| First-order forward-value samplerNFE=4, Base Model=EDM-cond2025.12 | 18.44 | — | — | — | — | |
| DPMSolver-3NFE=4, Base Model=EDM-cond2025.12 | 23.99 | — | — | — | — | |
| DPMSolver-2NFE=6, Base Model=EDM-cond2025.12 | 26.76 | — | — | — | — | |
| DDIMNFE=10, Base Model=EDM-cond2025.12 | 30.89 | — | — | — | — | |
| EDMN=52024.11 | 35.54 | — | — | — | — | |
| UniPC-3NFE=6, Base Model=EDM-cond2025.12 | 39.25 | — | — | — | — | |
| DPMSolver-2NFE=5, Base Model=EDM-cond2025.12 | 40.1 | — | — | — | — | |
| NA-RFMClassifier evaluations at inference=zero2026.02 | 41 | 96.6 | — | — | — | |
| UniPC-3NFE=5, Base Model=EDM-cond2025.12 | 41.48 | — | — | — | — | |
| DDIMNFE=8, Base Model=EDM-cond2025.12 | 41.88 | — | — | — | — | |
| BOLT-GAN2025.10 | 44.6 | — | — | — | — | |
| DDIMNFE=6, Base Model=EDM-cond2025.12 | 60.42 | — | — | — | — | |
| HINGE-GAN2025.10 | 63.2 | — | — | — | — | |
| DPMSolver-2NFE=4, Base Model=EDM-cond2025.12 | 63.31 | — | — | — | — | |
| Spectral Guidancesampling=conditional2026.05 | 70.7 | 89.4 | — | — | — | |
| TFG-4Nrecur (Number of recursions)=42026.02 | 74 | 77.1 | — | — | — | |
| DDIMNFE=5, Base Model=EDM-cond2025.12 | 76.04 | — | — | — | — | |
| UniPC-3NFE=4, Base Model=EDM-cond2025.12 | 78.67 | — | — | — | — | |
| MPGD2026.02 | 88 | 38 | — | — | — | |
| MPGDsampling=conditional2026.05 | 88.3 | 38 | — | — | — | |
| TFGsampling=conditional2026.05 | 91.7 | 52 | — | — | — | |
| TFG-1Nrecur (Number of recursions)=12026.02 | 92 | 52 | — | — | — | |
| UGD2026.02 | 94 | 45.9 | — | — | — | |
| UGDsampling=conditional2026.05 | 94.2 | 45.9 | — | — | — | |
| No guidancesampling=unconditional2026.05 | 98.1 | 10 | — | — | — | |
| DDIMNFE=4, Base Model=EDM-cond2025.12 | 99.41 | — | — | — | — | |
| LGD2026.02 | 102 | 32.2 | — | — | — | |
| LGDsampling=conditional2026.05 | 102 | 32.2 | — | — | — | |
| FreeDoM2026.02 | 135 | 34.8 | — | — | — | |
| FreeDoMsampling=conditional2026.05 | 135 | 34.8 | — | — | — | |
| DPS2026.02 | 172 | 50.1 | — | — | — | |
| DPSsampling=conditional2026.05 | 172 | 50.1 | — | — | — | |
| WGAN2025.10 | 300 | — | — | — | — | |
| Sphere-LSteps=1, Classifier-Free Guidance (CFG)=false2026.02 | — | — | 0.59 | 18.68 | 9.1 | |
| Sphere-LSteps=2, Classifier-Free Guidance (CFG)=false2026.02 | — | — | — | 8.28 | 9.9 | |
| Sphere-LSteps=4, Classifier-Free Guidance (CFG)=false2026.02 | — | — | — | 2.72 | 10.5 | |
| Sphere-LSteps=6, Classifier-Free Guidance (CFG)=false2026.02 | — | — | — | 1.65 | 10.7 | |
| StyleGAN2Steps=12026.02 | — | — | — | 6.96 | 9.53 | |
| StyleGAN2 + ADASteps=12026.02 | — | — | — | 3.49 | 10.2 |