Image Generation on CIFAR-10 (test)
0.282FIDcDR-RS
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| cDR-RSGAN Architecture=BigGAN2021.03 | 0.282 | 9.648 | — | — | — | — | — | — | 0.594 | — | — | — | — | — | — | — | — | |
| DRE-F-SP+RSGAN Architecture=BigGAN2021.03 | 0.385 | 9.605 | — | — | — | — | — | — | 0.7 | — | — | — | — | — | — | — | — | |
| DDLSGAN Architecture=BigGAN2021.03 | 0.469 | 9.436 | — | — | — | — | — | — | 0.909 | — | — | — | — | — | — | — | — | |
| CollabGAN Architecture=BigGAN2021.03 | 0.472 | 9.355 | — | — | — | — | — | — | 0.993 | — | — | — | — | — | — | — | — | |
| BaselineGAN Architecture=BigGAN2021.03 | 0.478 | 9.352 | — | — | — | — | — | — | 0.998 | — | — | — | — | — | — | — | — | |
| DRSGAN Architecture=BigGAN2021.03 | 0.497 | 9.341 | — | — | — | — | — | — | 1.034 | — | — | — | — | — | — | — | — | |
| cDR-RSGAN Architecture=SNGAN2021.03 | 0.715 | 9.577 | — | — | — | — | — | — | 1.042 | — | — | — | — | — | — | — | — | |
| DRE-F-SP+RSGAN Architecture=SNGAN2021.03 | 0.896 | 9.554 | — | — | — | — | — | — | 1.164 | — | — | — | — | — | — | — | — | |
| StyleSAN-XLSource=Our implementation (*), Note=Model size is larger than StyleGAN-XL baseline on CIFAR102023.01 | 1.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDLSGAN Architecture=SNGAN2021.03 | 1.368 | 9.07 | — | — | — | — | — | — | 1.769 | — | — | — | — | — | — | — | — | |
| DRSGAN Architecture=SNGAN2021.03 | 1.417 | 8.958 | — | — | — | — | — | — | 1.875 | — | — | — | — | — | — | — | — | |
| BaselineGAN Architecture=SNGAN2021.03 | 1.426 | 8.947 | — | — | — | — | — | — | 1.887 | — | — | — | — | — | — | — | — | |
| CollabGAN Architecture=SNGAN2021.03 | 1.433 | 8.941 | — | — | — | — | — | — | 1.882 | — | — | — | — | — | — | — | — | |
| EDM-G++Continuous=true, Sampling Steps=1K, Training Iterations=Pre-trained model2023.05 | 1.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StyleGAN2-XLNFE=12023.11 | 1.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StyleGAN-XLSource=Reported in original paper (†)2023.01 | 1.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDMNFE=352026.01 | 1.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ART-RLNFE=352026.01 | 1.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Restart (PFGM++)Configuration (Nmain, NRestart,i, Ki, tmin,i, tmax, i)=(18, 3, 2, 0.14, 0.30)2023.06 | 1.88 | — | — | — | — | — | — | — | — | — | — | — | — | 43 | — | — | — | |
| Restart (EDM)Configuration (Nmain, NRestart,i, Ki, tmin,i, tmax, i)=(18, 3, 2, 0.14, 0.30)2023.06 | 1.9 | — | — | — | — | — | — | — | — | — | — | — | — | 43 | — | — | — | |
| EDMNFE=362023.11 | 2.04 | 9.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LSGMObjective=FID2021.06 | 2.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LSGMModel evaluations=1382022.02 | 2.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Restart (VP)Configuration (Nmain, NRestart,i, Ki, tmin,i, tmax, i)=(20, 9, 30, 0.06, 0.20)2023.06 | 2.11 | — | — | — | — | — | — | — | — | — | — | — | — | 519 | — | — | — | |
| Restart (VP w/ DPM-Solver-3)Configuration (Nmain, NRestart,i, Ki, tmin,i, tmax, i)=(8, 3, 1, 0.06, 0.3)2023.06 | 2.11 | — | — | — | — | — | — | — | — | — | — | — | — | 27 | — | — | — | |
| Restart (VP w/ DPM-Solver-3)Configuration (Nmain, NRestart,i, Ki, tmin,i, tmax, i)=(7, 3, 1, 0.06, 1)2023.06 | 2.15 | — | — | — | — | — | — | — | — | — | — | — | — | 24 | — | — | — | |
| LSGMObjective=balanced2021.06 | 2.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SDE (NCSN++)Category=Score2021.06 | 2.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SDE VE (DEEP NCSN++)Continuous=true, Sampling Steps=2K (1K corrector), Training Iterations=1.3M2023.05 | 2.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Score SDENFE=20002023.11 | 2.2 | 9.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| cDR-RSGAN Architecture=ACGAN2021.03 | 2.209 | 8.294 | — | — | — | — | — | — | 2.656 | — | — | — | — | — | — | — | — | |
| Restart (VP)Configuration (Nmain, NRestart,i, Ki, tmin,i, tmax, i)=(18, 3, 20, 0.06, 0.30)2023.06 | 2.21 | — | — | — | — | — | — | — | — | — | — | — | — | 115 | — | — | — | |
| Restart (VP)Configuration (Nmain, NRestart,i, Ki, tmin,i, tmax, i)=(18, 3, 10, 0.06, 0.30)2023.06 | 2.27 | — | — | — | — | — | — | — | — | — | — | — | — | 75 | — | — | — | |
| Restart (VP w/ DPM-Solver-3)Configuration (Nmain, NRestart,i, Ki, tmin,i, tmax, i)=(6, 3, 1, 0.06, 1)2023.06 | 2.28 | — | — | — | — | — | — | — | — | — | — | — | — | 21 | — | — | — | |
| SDE VE (NCSN++)Continuous=true, Sampling Steps=2K (1K corrector), Training Iterations=1.3M2023.05 | 2.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Restart (VP w/ DPM-Solver-3)Configuration (Nmain, NRestart,i, Ki, tmin,i, tmax, i)=(5, 3, 1, 0.06, 1)2023.06 | 2.4 | — | — | — | — | — | — | — | — | — | — | — | — | 18 | — | — | — | |
| Dynamic step-size extrapolation + VP-deepModel evaluations=1802022.02 | 2.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDM + FDSSolver=Euler, NFEs=50, Param.=55.7M2026.04 | 2.44 | 9.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Restart (VP)Configuration (Nmain, NRestart,i, Ki, tmin,i, tmax, i)=(18, 3, 5, 0.06, 0.30)2023.06 | 2.45 | — | — | — | — | — | — | — | — | — | — | — | — | 55 | — | — | — | |
| ART-RLNFE=192026.01 | 2.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| QC-NCSN++NFE=1000, Sampler=PC sampler2022.09 | 2.48 | 9.7 | — | — | — | — | — | — | — | — | — | 67 | 60 | — | — | — | — | |
| U-NCSN++NFE=1000, Sampler=PC sampler2022.09 | 2.5 | 9.58 | — | — | — | — | — | — | — | — | — | 67 | 60 | — | — | — | — | |
| DRE-F-SP+RSGAN Architecture=ACGAN2021.03 | 2.518 | 8.133 | — | — | — | — | — | — | 2.733 | — | — | — | — | — | — | — | — | |
| EDMNFE=192026.01 | 2.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dynamic step-size extrapolation + VP-deepModel evaluations=3302022.02 | 2.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Progressive DistillationModel evaluations=82022.02 | 2.57 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dynamic step-size extrapolation + VP-deepModel evaluations=2742022.02 | 2.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NVAECategory=VAE-based, Mode=Reconstruction2020.11 | 2.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NVAE-Recon2020.10 | 2.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Restart (VP)Configuration (Nmain, NRestart,i, Ki, tmin,i, tmax, i)=(18, 3, 2, 0.06, 0.30)2023.06 | 2.7 | — | — | — | — | — | — | — | — | — | — | — | — | 43 | — | — | — | |
| Dynamic step-size extrapolation + VP-deepModel evaluations=1512022.02 | 2.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FastDPMModel evaluations=1002022.02 | 2.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMPROVED++Continuous=true, Sampling Steps=4K, Training Iterations=500K2023.05 | 2.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SDE (DDPM++)Category=Score2021.06 | 2.92 | — | — | — | 2.99 | — | — | — | — | — | — | — | — | — | — | — | — | |
| StyleGAN2-ADACategory=GANs2021.06 | 2.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StyleGAN2-ADA2022.09 | 2.92 | 9.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LA-SN-DDIMTimesteps=1002023.04 | 2.92 | — | — | — | — | — | — | — | — | — | 9.3 | — | — | — | — | — | — | |
| StyleGAN2 + ADANFE=12022.06 | 2.92 | 9.83 | — | — | — | — | — | — | — | — | — | — | 49 | — | — | — | — | |
| StyleGAN2-ADANFE=12023.11 | 2.92 | 9.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LA-SN-DDIMTimesteps=502023.04 | 2.93 | — | — | — | — | — | — | — | — | — | 13.6 | — | — | — | — | — | — | |
| Progressive DistillationModel evaluations=42022.02 | 3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EDMSolver=Euler, NFEs=50, Param.=55.7M2026.04 | 3.04 | 9.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LA-SN-DDIMTimesteps=2002023.04 | 3.08 | — | — | — | — | — | — | — | — | — | 27 | — | — | — | — | — | — | |
| LFRNFE=12026.01 | 3.1 | 9.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.0014 | |
| LFRNFE=102026.01 | 3.13 | 9.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.0015 | |
| LA-SN-DDIMTimesteps=252023.04 | 3.15 | — | — | — | — | — | — | — | — | — | 26.4 | — | — | — | — | — | — | |
| DDPMCategory=Score-based2020.12 | 3.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDPM2020.10 | 3.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDPMCategory=Score2021.06 | 3.17 | — | — | — | 3.75 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDPMNFE=10002023.11 | 3.17 | 9.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Diffusion StyleGAN2NFE=12022.06 | 3.19 | 9.94 | — | — | — | — | — | — | — | — | — | — | 58 | — | — | — | — | |
| Score SDE2020.10 | 3.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FastDPMModel evaluations=502022.02 | 3.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDPMNFE=10002022.06 | 3.21 | 9.46 | — | — | — | — | — | — | — | — | — | — | 57 | — | — | — | — | |
| SN-DDIMTimesteps=1002023.04 | 3.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LA-SN-DDPMTimesteps=2002023.04 | 3.24 | — | — | — | — | — | — | — | — | — | 2.1 | — | — | — | — | — | — | |
| StyleGAN2-ADACategory=GAN-based2020.12 | 3.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Style-GANv22020.10 | 3.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LA-NPR-DDIMTimesteps=2002023.04 | 3.29 | — | — | — | — | — | — | — | — | — | 3.2 | — | — | — | — | — | — | |
| IMPROVED++Continuous=true, Sampling Steps=1K, Training Iterations=500K2023.05 | 3.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SN-DDPMTimesteps=2002023.04 | 3.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LA-NPR-DDIMTimesteps=1002023.04 | 3.33 | — | — | — | — | — | — | — | — | — | 5.7 | — | — | — | — | — | — | |
| NPR-DM-FR + DCWNoise Schedule=Cosine Schedule (CS), Sampling Steps=50, Sampling Mode=Stochastic2026.04 | 3.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SN-DDIMTimesteps=502023.04 | 3.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NPR-DDIMTimesteps=2002023.04 | 3.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NPR-DM-FRNoise Schedule=Cosine Schedule (CS), Sampling Steps=50, Sampling Mode=Stochastic2026.04 | 3.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LA-NPR-DDPMTimesteps=2002023.04 | 3.47 | — | — | — | — | — | — | — | — | — | 6.2 | — | — | — | — | — | — | |
| LA-SN-DDIMTimesteps=10002023.04 | 3.47 | — | — | — | — | — | — | — | — | — | 4.9 | — | — | — | — | — | — | |
| LA-NPR-DDIMTimesteps=10002023.04 | 3.49 | — | — | — | — | — | — | — | — | — | 4.9 | — | — | — | — | — | — | |
| NPR-DDIMTimesteps=1002023.04 | 3.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LA-SN-DDPMTimesteps=1002023.04 | 3.55 | — | — | — | — | — | — | — | — | — | 3.3 | — | — | — | — | — | — | |
| LA-SN-DDPMTimesteps=10002023.04 | 3.55 | — | — | — | — | — | — | — | — | — | 2.7 | — | — | — | — | — | — | |
| A-DPM-FR + DCWNoise Schedule=Cosine Schedule (CS), Sampling Steps=50, Sampling Mode=Stochastic2026.04 | 3.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| A-DPM-FRNoise Schedule=Cosine Schedule (CS), Sampling Steps=50, Sampling Mode=Stochastic2026.04 | 3.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LA-NPR-DDIMTimesteps=502023.04 | 3.64 | — | — | — | — | — | — | — | — | — | 8.8 | — | — | — | — | — | — | |
| SN-DDPMTimesteps=10002023.04 | 3.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SN-DDIMTimesteps=10002023.04 | 3.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SN-DDPMTimesteps=1002023.04 | 3.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NPR-DDIMTimesteps=10002023.04 | 3.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BaselineGAN Architecture=ACGAN2021.03 | 3.676 | 6.563 | — | — | — | — | — | — | 3.688 | — | — | — | — | — | — | — | — |