Image Generation on ImageNet 64x64 (train val)
0.97FIDEDM2-S + DDO
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EDM2-S + DDOType=Ours, #Params=280M, NFE=632025.03 | 0.97 | — | — | |
| EDM2-S + AGType=Diffusion, #Params=405M, NFE=1262025.03 | 1.01 | — | — | |
| SiD2AType=GAN, #Params=296M, NFE=12025.03 | 1.11 | — | — | |
| PaGoDAType=GAN, #Params=296M, NFE=12025.03 | 1.21 | — | — | |
| DisCo-DiffType=Diffusion, NFE=6232025.03 | 1.22 | — | — | |
| DisCo-DiffConditioning=class-conditioned, Sampler=Stochastic (w/ Restart)2024.07 | 1.22 | — | 623 | |
| RINType=Diffusion, #Params=281M, NFE=10002025.03 | 1.23 | — | — | |
| RINConditioning=class-conditioned, Sampler=Stochastic2024.07 | 1.23 | — | 1,000 | |
| DMD2Type=GAN, #Params=296M, NFE=12025.03 | 1.28 | — | — | |
| EDM2-LType=Diffusion, #Params=777M, NFE=632025.03 | 1.33 | — | — | |
| EDM2-XLType=Diffusion, #Params=1.1B, NFE=632025.03 | 1.33 | — | — | |
| EDMType=Diffusion, #Params=296M, NFE=5112025.03 | 1.36 | — | — | |
| EDMConditioning=class-conditioned, Sampler=Stochastic (w/ Restart)2024.07 | 1.36 | — | 623 | |
| VDM++Type=Diffusion, #Params=296M, NFE=5112025.03 | 1.43 | — | — | |
| EDM2-MType=Diffusion, #Params=498M, NFE=632025.03 | 1.43 | — | — | |
| VDM++Conditioning=class-conditioned, Sampler=Stochastic2024.07 | 1.43 | — | 511 | |
| EDM2-S + CFGType=Diffusion, #Params=560M, NFE=1262025.03 | 1.48 | — | — | |
| CDMConditioning=class-conditioned, Sampler=Stochastic2024.07 | 1.48 | — | 8,000 | |
| StyleGAN-XLType=GAN, #Params=135M, NFE=12025.03 | 1.51 | — | — | |
| StyleGAN-XLConditioning=class-conditioned, Objective=Adversarial2024.07 | 1.51 | — | 1 | |
| EDM2-SType=Diffusion, #Params=280M, NFE=632025.03 | 1.58 | — | — | |
| EDM2-S (retested)Type=Ours, #Params=280M, NFE=632025.03 | 1.6 | — | — | |
| DisCo-DiffConditioning=class-conditioned, Sampler=ODE2024.07 | 1.65 | — | 78 | |
| SA-SolverNFE=95, Base Model=[4]2023.09 | 1.81 | — | — | |
| SA-SolverNFE=63, Base Model=[4]2023.09 | 1.88 | — | — | |
| CTMType=GAN, #Params=324M, NFE=12025.03 | 1.92 | — | — | |
| DisCo-PFGM++Conditioning=class-conditioned, Sampler=ODE2024.07 | 1.92 | — | 78 | |
| CTMConditioning=class-conditioned, Objective=Adversarial2024.07 | 1.92 | — | 1 | |
| SA-SolverNFE=47, Base Model=[4]2023.09 | 1.95 | — | — | |
| ADMType=Diffusion, #Params=296M, NFE=2502025.03 | 2.07 | — | — | |
| ADMConditioning=class-conditioned, Sampler=Stochastic2024.07 | 2.07 | — | 250 | |
| R3GANType=GAN, #Params=104M, NFE=12025.03 | 2.09 | — | — | |
| EDM (SDE)NFE=95, Base Model=[4]2023.09 | 2.22 | — | — | |
| SA-SolverNFE=31, Base Model=[4]2023.09 | 2.23 | — | — | |
| PFGM++Conditioning=class-conditioned, Sampler=ODE2024.07 | 2.32 | — | 79 | |
| EDMConditioning=class-conditioned, Sampler=ODE2024.07 | 2.36 | — | 79 | |
| EDM (SDE)NFE=63, Base Model=[4]2023.09 | 2.44 | — | — | |
| SA-SolverNFE=23, Base Model=[4]2023.09 | 2.61 | — | — | |
| EDM (ODE)NFE=95, Base Model=[4]2023.09 | 2.67 | — | — | |
| UniPCNFE=63, Base Model=[4]2023.09 | 2.71 | — | — | |
| UniPCNFE=47, Base Model=[4]2023.09 | 2.72 | — | — | |
| UniPCNFE=95, Base Model=[4]2023.09 | 2.72 | — | — | |
| EDM (SDE)NFE=47, Base Model=[4]2023.09 | 2.72 | — | — | |
| EDM (ODE)NFE=47, Base Model=[4]2023.09 | 2.73 | — | — | |
| EDM (ODE)NFE=63, Base Model=[4]2023.09 | 2.73 | — | — | |
| DPM-SolverNFE=95, Base Model=[4]2023.09 | 2.74 | — | — | |
| UniPCNFE=31, Base Model=[4]2023.09 | 2.75 | — | — | |
| DPM-SolverNFE=63, Base Model=[4]2023.09 | 2.76 | — | — | |
| DPM-SolverNFE=47, Base Model=[4]2023.09 | 2.8 | — | — | |
| UniPCNFE=23, Base Model=[4]2023.09 | 2.84 | — | — | |
| EDM (ODE)NFE=31, Base Model=[4]2023.09 | 2.84 | — | — | |
| DPM-SolverNFE=31, Base Model=[4]2023.09 | 2.88 | — | — | |
| iDDPMType=Diffusion, #Params=270M, NFE=2502025.03 | 2.92 | — | — | |
| iDDPMConditioning=class-conditioned, Sampler=Stochastic2024.07 | 2.92 | — | 250 | |
| DDIM (η = 0)NFE=95, Base Model=[4]2023.09 | 2.95 | — | — | |
| DPM-SolverNFE=23, Base Model=[4]2023.09 | 3.04 | — | — | |
| EDM (ODE)NFE=23, Base Model=[4]2023.09 | 3.12 | — | — | |
| DDIM (η = 0)NFE=63, Base Model=[4]2023.09 | 3.17 | — | — | |
| EDM (SDE)NFE=31, Base Model=[4]2023.09 | 3.4 | — | — | |
| SA-SolverNFE=15, Base Model=[4]2023.09 | 3.41 | — | — | |
| DDIM (η = 0)NFE=47, Base Model=[4]2023.09 | 3.46 | — | — | |
| DPM-SolverNFE=15, Base Model=[4]2023.09 | 3.49 | — | — | |
| UniPCNFE=15, Base Model=[4]2023.09 | 3.51 | — | — | |
| DisCo-DiffConditioning=None2024.07 | 3.7 | — | 50 | |
| SCDMConditioning=None2024.07 | 3.94 | — | 50 | |
| BigGAN-deepConditioning=class-conditioned, Objective=Adversarial2024.07 | 4.06 | — | 1 | |
| OmniGAN+LCSAd'=3842021.12 | 4.26 | 77.45 | — | |
| DDIM (η = 0)NFE=31, Base Model=[4]2023.09 | 4.27 | — | — | |
| EDM (SDE)NFE=23, Base Model=[4]2023.09 | 4.3 | — | — | |
| EDM (ODE)NFE=15, Base Model=[4]2023.09 | 4.78 | — | — | |
| DDIM (η = 0)NFE=23, Base Model=[4]2023.09 | 5.39 | — | — | |
| BigGAN+LCSAd'=3842021.12 | 5.99 | 33.29 | — | |
| EDMConditioning=None2024.07 | 6.2 | — | 50 | |
| IC-GANConditioning=class-conditioned, Objective=Adversarial2024.07 | 6.7 | — | 1 | |
| OmniGANd'=3842021.12 | 7.09 | 70.59 | — | |
| FQGANd'=3842021.12 | 8.27 | 33.14 | — | |
| DDIM (η = 0)NFE=15, Base Model=[4]2023.09 | 8.48 | — | — | |
| EDM (SDE)NFE=15, Base Model=[4]2023.09 | 8.94 | — | — | |
| BigGANd'=3842021.12 | 8.96 | 34.5 | — | |
| Inst. Sel. GANd'=3842021.12 | 9.07 | 43.3 | — | |
| IC-GANConditioning=None, Objective=GAN-based2024.07 | 9.2 | — | 1 | |
| iDDPMConditioning=None2024.07 | 16.38 | — | 50 | |
| BigGANConditioning=None, Objective=GAN-based2024.07 | 16.9 | — | 1 |