Unconditional Image Generation on CIFAR-10 unconditional
1.38FIDDDO
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DDONumber of Parameters=56M, NFE=35, applied_to=EDM2025.03 | 1.38 | — | — | — | — | |
| Uni-InstructFamily=Few Step, NFE=1, Divergence=JKL, Training Protocol=from scratch (F.S.)2025.05 | 1.46 | — | — | — | — | |
| SiD2A+ ELNFE=1, alpha=1.22026.04 | 1.475 | 10.23 | — | — | — | |
| Uni-InstructFamily=Few Step, NFE=1, Divergence=FKL, Training Protocol=resume and longer training (L.T.)2025.05 | 1.48 | — | — | — | — | |
| SiD2AFamily=One-step, NFE=1, alpha=12024.10 | 1.499 | 10.188 | — | — | — | |
| SiD2ANFE=1, alpha=1.02026.04 | 1.499 | 10.188 | — | — | — | |
| SiD2ANumber of Parameters=56M, NFE=12025.03 | 1.5 | — | — | — | — | |
| SiD2AFamily=Few Step, NFE=12025.05 | 1.5 | — | — | — | — | |
| SiDAFamily=One-step, NFE=1, alpha=12024.10 | 1.516 | 10.323 | — | — | — | |
| SiDANFE=1, alpha=1.02026.04 | 1.516 | 10.323 | — | — | — | |
| SiD2AFamily=One-step, NFE=1, alpha=1.22024.10 | 1.519 | 10.252 | — | — | — | |
| SiD2ANFE=1, alpha=1.22026.04 | 1.519 | 10.252 | — | — | — | |
| SIDAFamily=Few Step, NFE=12025.05 | 1.52 | — | — | — | — | |
| Uni-InstructFamily=Few Step, NFE=1, Divergence=RKL, Training Protocol=from scratch (F.S.)2025.05 | 1.52 | — | — | — | — | |
| Uni-InstructFamily=Few Step, NFE=1, Divergence=FKL, Training Protocol=from scratch (F.S.)2025.05 | 1.52 | — | — | — | — | |
| GDD-IFamily=Distillation, NFE=12024.10 | 1.54 | 10.1 | — | — | — | |
| GDD-INFE=12026.04 | 1.54 | 10.1 | — | — | — | |
| CCMModel Type=Flow Matching Models, NFE=12024.12 | 1.64 | — | — | — | — | |
| EDM + DGNumber of Parameters=107M, NFE=532025.03 | 1.77 | — | — | — | — | |
| StyleGAN-XLNumber of Parameters=18M, NFE=12025.03 | 1.85 | — | — | — | — | |
| StyleGAN-XLNFE=12023.12 | 1.85 | — | — | — | — | |
| StyleGAN-XLModel Type=GAN, NFE=12024.12 | 1.85 | — | — | — | — | |
| VP-EDM+LEGO-PRFamily=Diffusion, NFE=352024.10 | 1.88 | 9.84 | — | — | — | |
| VP-EDM+LEGO-PRNFE=352026.04 | 1.88 | 9.84 | — | — | — | |
| SiDFamily=Few Step, NFE=12025.05 | 1.92 | — | — | — | — | |
| SiDFamily=One-step, NFE=1, alpha=1.22024.10 | 1.923 | 9.98 | — | — | — | |
| SiDNFE=1, alpha=1.22026.04 | 1.923 | 9.98 | — | — | — | |
| PCMModel Type=Flow Matching Models, NFE=82024.12 | 1.94 | — | — | — | — | |
| Heun + FDSSolver=Heun + FDS, NFE=992026.04 | 1.953 | 9.641 | — | — | — | |
| R3GANNumber of Parameters=21M, NFE=12025.03 | 1.96 | — | — | — | — | |
| EDMNumber of Parameters=56M, NFE=352025.03 | 1.97 | — | — | — | — | |
| EDM (retested)Number of Parameters=56M, NFE=352025.03 | 1.97 | — | — | — | — | |
| VP-EDMFamily=Teacher, NFE=352025.05 | 1.97 | — | — | — | — | |
| VP-EDMFamily=Teacher, NFE=352024.10 | 1.97 | 9.68 | — | — | — | |
| VP-EDMNFE=352026.04 | 1.97 | 9.68 | — | — | — | |
| EDMData Representation=Continuous2026.05 | 1.97 | — | — | — | — | |
| CTMNumber of Parameters=59M, NFE=12025.03 | 1.98 | — | — | — | — | |
| IMMFamily=Few Step, NFE=22025.05 | 1.98 | — | — | — | — | |
| CTMFamily=Few Step, NFE=12025.05 | 1.98 | — | — | — | — | |
| CTMModel Type=Diffusion Models, NFE=12024.12 | 1.98 | — | — | — | — | |
| One-step CTMFamily=Distillation, NFE=12024.10 | 1.98 | — | — | — | — | |
| CTMNFE=12026.04 | 1.98 | — | — | — | — | |
| EDMModel Type=Diffusion Models, NFE=352024.12 | 2.01 | — | — | — | — | |
| HeunSolver=Heun, NFE=992026.04 | 2.021 | 9.615 | — | — | — | |
| SiDFamily=One-step, NFE=1, alpha=12024.10 | 2.028 | 10.017 | — | — | — | |
| SiDNFE=1, alpha=1.02026.04 | 2.028 | 10.017 | — | — | — | |
| Heun†Solver=Heun†, NFE=153, compute-matched=true2026.04 | 2.034 | 9.606 | — | — | — | |
| EDMNFE=352023.12 | 2.04 | 9.84 | — | — | — | |
| SCTFamily=Consistency, NFE=22025.05 | 2.06 | — | — | — | — | |
| LSGMNumber of Parameters=376M, NFE=1382025.03 | 2.1 | — | — | — | — | |
| ECTFamily=Consistency, NFE=22025.05 | 2.11 | — | — | — | — | |
| NCSN++Number of Parameters=108M, NFE=20002025.03 | 2.2 | — | — | — | — | |
| Score SDENFE=20002023.12 | 2.2 | 9.89 | — | — | — | |
| Score SDEModel Type=Diffusion Models, NFE=20002024.12 | 2.2 | — | — | — | — | |
| ScoreSDEData Representation=Continuous2026.05 | 2.2 | — | — | — | — | |
| DPM-Solver-v3Number of Parameters=56M, NFE=122025.03 | 2.24 | — | — | — | — | |
| NCSN++Family=Diffusion, NFE=10002025.05 | 2.38 | — | — | — | — | |
| Euler + FDSSolver=Euler + FDS, NFE=502026.04 | 2.44 | 9.387 | — | — | — | |
| ICTFamily=Consistency, NFE=22025.05 | 2.46 | — | — | — | — | |
| iCT-deepFamily=Few Step, NFE=12025.05 | 2.51 | — | — | — | — | |
| iCT-deepFamily=Distillation, NFE=12024.10 | 2.51 | 9.76 | — | — | — | |
| iCT-deepNFE=12026.04 | 2.51 | 9.76 | — | — | — | |
| Diff. ProjGANFamily=Few Step, NFE=12025.05 | 2.54 | — | — | — | — | |
| Diffusion ProjectedGANFamily=Direct generation, NFE=12024.10 | 2.54 | — | — | — | — | |
| Diffusion ProjectedGANNFE=12026.04 | 2.54 | — | — | — | — | |
| Euler†Solver=Euler†, NFE=77, compute-matched=true2026.04 | 2.55 | 9.464 | — | — | — | |
| DPM-SolverNumber of Parameters=107M, NFE=482025.03 | 2.65 | — | — | — | — | |
| DPM-Solver-3Family=Diffusion, NFE=482025.05 | 2.65 | — | — | — | — | |
| CD + GANModel Type=Diffusion Models, NFE=12024.12 | 2.65 | — | — | — | — | |
| DPM-Solver-3Family=Diffusion, NFE=482024.10 | 2.65 | — | — | — | — | |
| DPM-Solver-3NFE=482026.04 | 2.65 | — | — | — | — | |
| StyleGAN2+ADA+Tune+DIFamily=Distillation, NFE=12024.10 | 2.71 | 9.86 | — | — | — | |
| StyleGAN2+ADA+TuneNFE=1, citation_id=[8]2026.04 | 2.71 | 9.86 | — | — | — | |
| iCTModel Type=Diffusion Models, NFE=12024.12 | 2.83 | — | — | — | — | |
| TDPM+Family=Diffusion, NFE=1002024.10 | 2.83 | 9.34 | — | — | — | |
| CADD†Data Representation=Hybrid2026.05 | 2.88 | — | — | — | — | |
| iDDPMNumber of Parameters=50M, NFE=40002025.03 | 2.9 | — | — | — | — | |
| iDDPMFamily=Diffusion, NFE=40002025.05 | 2.9 | — | — | — | — | |
| iDDPMFamily=Diffusion, NFE=40002024.10 | 2.9 | — | — | — | — | |
| iDDPMNFE=40002026.04 | 2.9 | — | — | — | — | |
| IDDPMData Representation=Continuous2026.05 | 2.9 | — | — | — | — | |
| StyleGAN2-ADANumber of Parameters=20M, NFE=12025.03 | 2.92 | — | — | — | — | |
| StyleGAN2+ADA+TuneFamily=Direct generation, NFE=12024.10 | 2.92 | 9.83 | — | — | — | |
| StyleGAN2+ADA+TuneNFE=1, citation_id=[44]2026.04 | 2.92 | 9.83 | — | — | — | |
| Binomial flowData Representation=Discrete (ordered)2026.05 | 2.94 | — | — | — | — | |
| EulerSolver=Euler, NFE=502026.04 | 3.034 | 9.371 | — | — | — | |
| DDPM (reproduction)State space=Continuous, Pixel representation=Continuous2022.08 | 3.14 | — | — | — | — | |
| DDPMNumber of Parameters=36M, NFE=10002025.03 | 3.17 | — | — | — | — | |
| DDPMFamily=Diffusion, NFE=10002025.05 | 3.17 | — | — | — | — | |
| DDPMtraining resource=v3-8 TPUs for 24 hours2021.06 | 3.17 | — | — | — | — | |
| Denoising DiffusionCategory=Score-based Models2020.10 | 3.17 | 9.46 | — | — | — | |
| DDPMState space=Continuous, Pixel representation=Continuous2022.08 | 3.17 | — | — | — | — | |
| DDPMNFE=10002023.12 | 3.17 | 9.46 | — | — | — | |
| DDPMModel Type=Diffusion Models, NFE=10002024.12 | 3.17 | — | — | — | — | |
| DDPMFamily=Diffusion, NFE=10002024.10 | 3.17 | 9.46 | — | — | — | |
| DDPMNFE=10002026.04 | 3.17 | 9.46 | — | — | — | |
| DDPMData Representation=Continuous2026.05 | 3.17 | — | — | — | — | |
| StyleGAN22021.06 | 3.26 | — | — | — | — | |
| MDM-PrimeData Representation=Discrete (categorical)2026.05 | 3.26 | — | — | — | — | |
| TRACTFamily=Few Step, NFE=22025.05 | 3.32 | — | — | — | — |