Image Generation on LSUN church
1.44FIDHP GAN
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HP GAN2026.02 | 1.44 | — | — | — | — | — | — | — | — | — | 0.48 | 57.7 | 45.9 | |
| HP-GAN2026.02 | 1.44 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Projected GANResolution=256x2562021.11 | 1.59 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Projected GAN2026.02 | 1.59 | — | — | — | — | — | — | — | — | — | 0.5 | 61.2 | 43.8 | |
| Projected GAN2026.02 | 1.59 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Vision-aided GAN2026.02 | 1.72 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Diffusion GAN2026.02 | 1.85 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLeaD2026.02 | 2.15 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GGDR2026.02 | 2.81 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIPSResolution=256x2562020.11 | 2.92 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Projected GANResolution=256x256, Training Point=First point surpassing SOTA2021.11 | 3.18 | — | — | — | — | — | — | — | — | — | — | — | — | |
| StyleGAN2Resolution=256x256, Training Point=Lowest FID in literature2021.11 | 3.39 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dual Contrastive2026.02 | 3.39 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLR-GAN2026.02 | 3.43 | — | — | — | — | — | — | — | — | — | — | — | — | |
| StyleGANv2Resolution=256x2562020.11 | 3.86 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DynamicD2026.02 | 3.87 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Teacher (StyleGAN2)2024.03 | 3.97 | — | — | — | — | 0.599 | 0.388 | — | — | — | — | — | — | |
| LDM2026.02 | 4.02 | — | — | — | — | — | — | — | — | — | — | — | — | |
| StyleGAN22026.02 | 4.54 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCP-GAN2024.03 | 4.87 | — | — | — | — | 0.584 | 0.372 | — | — | — | — | — | — | |
| DCP-GANtruncation parameter (psi)=0.972024.03 | 5.07 | — | — | — | — | 0.61 | 0.349 | — | — | — | — | — | — | |
| CAGAN*2024.03 | 5.09 | — | — | — | — | 0.598 | 0.352 | — | — | — | — | — | — | |
| GANsformersResolution=256x2562021.11 | 5.47 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GANformer2026.02 | 5.47 | — | — | — | — | — | — | — | — | — | — | — | — | |
| StyleGAN2-ADAResolution=256x2562021.11 | 5.85 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADA2026.02 | 5.85 | — | — | — | — | — | — | — | — | — | 4.7 | 56.5 | 41.6 | |
| StyleKD*2024.03 | 6.1 | — | — | — | — | 0.611 | 0.302 | — | — | — | — | — | — | |
| SAGANResolution=256x2562021.11 | 6.15 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAGAN2026.02 | 6.15 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ShortDFNFE=502025.03 | 6.95 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIMNFE=502025.03 | 7.65 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ShortDFNFE=202025.03 | 7.97 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIMNFE=202025.03 | 8.24 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FastGANResolution=256x2562021.11 | 8.43 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FastGAN2026.02 | 8.43 | — | — | — | — | — | — | — | — | — | 4.61 | 64.5 | 20.7 | |
| FastGAN2026.02 | 8.43 | — | — | — | — | — | — | — | — | — | — | — | — | |
| F-PNDMsteps=10, variance schedule=linear2022.02 | 8.69 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FastGAN2021.11 | 9 | — | — | 0 | — | — | — | — | — | — | — | — | — | |
| Projected GAN2021.11 | 9 | — | — | 14 | — | — | — | — | — | — | — | — | — | |
| S-PNDMsteps=25, variance schedule=linear2022.02 | 9.13 | — | — | — | — | — | — | — | — | — | — | — | — | |
| F-PNDMsteps=20, variance schedule=linear2022.02 | 9.13 | — | — | — | — | — | — | — | — | — | — | — | — | |
| S-PNDMsteps=20, variance schedule=linear2022.02 | 9.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PNDMNFE=202025.03 | 9.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| S-PNDMsteps=40, variance schedule=linear2022.02 | 9.31 | — | — | — | — | — | — | — | — | — | — | — | — | |
| F-PNDMsteps=25, variance schedule=linear2022.02 | 9.33 | — | — | — | — | — | — | — | — | — | — | — | — | |
| S-PNDMsteps=50, variance schedule=linear2022.02 | 9.49 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PNDMNFE=502025.03 | 9.49 | — | — | — | — | — | — | — | — | — | — | — | — | |
| F-PNDMsteps=40, variance schedule=linear2022.02 | 9.69 | — | — | — | — | — | — | — | — | — | — | — | — | |
| S-PNDMsteps=100, variance schedule=linear2022.02 | 9.82 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIM*steps=125, variance schedule=linear2022.02 | 9.83 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIM*steps=100, variance schedule=linear2022.02 | 9.84 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIM*steps=200, variance schedule=linear2022.02 | 9.85 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIM*steps=250, variance schedule=linear2022.02 | 9.88 | — | — | — | — | — | — | — | — | — | — | — | — | |
| S-PNDMsteps=125, variance schedule=linear2022.02 | 9.88 | — | — | — | — | — | — | — | — | — | — | — | — | |
| F-PNDMsteps=50, variance schedule=linear2022.02 | 9.89 | — | — | — | — | — | — | — | — | — | — | — | — | |
| F-PNDMsteps=125, variance schedule=linear2022.02 | 9.99 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIM*steps=50, variance schedule=linear2022.02 | 10 | — | — | — | — | — | — | — | — | — | — | — | — | |
| S-PNDMsteps=200, variance schedule=linear2022.02 | 10 | — | — | — | — | — | — | — | — | — | — | — | — | |
| S-PNDMsteps=250, variance schedule=linear2022.02 | 10 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIM*steps=40, variance schedule=linear2022.02 | 10.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| F-PNDMsteps=100, variance schedule=linear2022.02 | 10.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| F-PNDMsteps=200, variance schedule=linear2022.02 | 10.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| F-PNDMsteps=250, variance schedule=linear2022.02 | 10.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIMsteps=100, variance schedule=linear2022.02 | 10.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DPM-solver++NFE=502025.03 | 10.69 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIMsteps=50, variance schedule=linear2022.02 | 10.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIM*steps=25, variance schedule=linear2022.02 | 11 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIM*steps=20, variance schedule=linear2022.02 | 11.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ShortDFNFE=102025.03 | 11.78 | — | — | — | — | — | — | — | — | — | — | — | — | |
| S-PNDMsteps=10, variance schedule=linear2022.02 | 11.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PNDMNFE=102025.03 | 11.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIMsteps=25, variance schedule=linear2022.02 | 12.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Sequential DDIMSolver=DDIM2024.12 | 12.8 | — | — | — | — | — | — | 1,024 | — | — | — | — | — | |
| SRDSSolver=DDIM, SRDS Iters=5.72024.12 | 12.8 | — | — | — | — | — | — | — | 209 | 5,603 | — | — | — | |
| F-PNDMsteps=5, variance schedule=linear2022.02 | 14.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FINEModel=DiT-L2024.09 | 15.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| StyleGAN2-ADA2021.11 | 16 | — | — | 19 | — | — | — | — | — | — | — | — | — | |
| Heur-LGModel=DiT-L2024.09 | 17.09 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FINEModel=DiT-B2024.09 | 17.29 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TLEGModel=DiT-L2024.09 | 18.29 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DPM-solver++NFE=202025.03 | 18.48 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIM*steps=10, variance schedule=linear2022.02 | 18.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Full FTModel=DiT-L2024.09 | 19.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TLEGModel=DiT-B2024.09 | 19.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIMsteps=20, variance schedule=linear2022.02 | 19.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Share InitModel=DiT-L2024.09 | 19.88 | — | — | — | — | — | — | — | — | — | — | — | — | |
| S-PNDMsteps=5, variance schedule=linear2022.02 | 20.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PNDMNFE=52025.03 | 20.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Full FTModel=DiT-B2024.09 | 20.65 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BK-SDMModel=DiT-L2024.09 | 21.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDIMNFE=102025.03 | 21.52 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Share InitModel=DiT-B2024.09 | 22.49 | — | — | — | — | — | — | — | — | — | — | — | — | |
| He-InitModel=DiT-L2024.09 | 24.27 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Laptop-diffModel=DiT-B2024.09 | 24.73 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MimeticModel=DiT-L2024.09 | 25 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Laptop-diffModel=DiT-L2024.09 | 25.19 | — | — | — | — | — | — | — | — | — | — | — | — | |
| StackGAN-v22017.10 | 25.36 | 2.38 | 1.14 | — | — | — | — | — | — | — | — | — | — | |
| BK-SDMModel=DiT-B2024.09 | 27.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Heur-LGModel=DiT-B2024.09 | 29.13 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Auto-LGModel=DiT-L2024.09 | 31.58 | — | — | — | — | — | — | — | — | — | — | — | — |