Unconditional Image Synthesis on FFHQ 256x256 (test)
2.24FIDCONPREDIFF
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CONPREDIFFResolution=256x2562024.01 | 2.24 | — | 81 | 61 | |
| ProjectedGANResolution=256x2562024.01 | 3.08 | — | 65 | 46 | |
| StyleGAN22021.10 | 3.8 | — | — | — | |
| StyleGANResolution=256x2562024.01 | 4.16 | — | 71 | 46 | |
| EG3DNeural rendering pipeline=true, Resolution (Rl)=256x2562022.06 | 4.8 | — | — | — | |
| LDMResolution=256x2562024.01 | 4.98 | — | 73 | 50 | |
| ViT-VQGAN2021.10 | 5.3 | — | — | — | |
| UDMResolution=256x2562024.01 | 5.54 | — | — | — | |
| U-Net GAN (+aug)Resolution=256x256, augmentation=true2024.01 | 7.6 | — | — | — | |
| StyleNeRFNeural rendering pipeline=true, Resolution (Rl)=256x2562022.06 | 8 | — | — | — | |
| VolumeGANNeural rendering pipeline=true, Resolution (Rl)=256x2562022.06 | 9.1 | — | — | — | |
| ImageBARTResolution=256x2562024.01 | 9.57 | — | — | — | |
| VQGANSampling strategy=top-k sampling2021.10 | 9.6 | — | — | — | |
| VoxGRAFNeural rendering pipeline=false, Resolution (Rl)=256x2562022.06 | 9.6 | — | — | — | |
| U-Net GAN2021.10 | 10.9 | — | — | — | |
| StyleSDFResolution=256x2562021.12 | 11.5 | 2.65 | — | — | |
| BigGAN2021.10 | 12.4 | — | — | — | |
| GRAMNeural rendering pipeline=false, Resolution (Rl)=256x2562022.06 | 17.9 | — | — | — | |
| VQGAN+P.SNAIL2021.10 | 21.9 | — | — | — | |
| VDVAETemperature (t)=0.92021.10 | 28.5 | — | — | — | |
| VDVAETemperature (t)=0.82021.10 | 29.8 | — | — | — | |
| GIRAFFEResolution=256x2562021.12 | 31.2 | 20.1 | — | — | |
| GIRAFFENeural rendering pipeline=true, Resolution (Rl)=256x2562022.06 | 31.5 | — | — | — | |
| VDVAETemperature (t)=12021.10 | 33.5 | — | — | — | |
| VDVAETemperature (t)=0.72021.10 | 38.8 | — | — | — | |
| GOFNeural rendering pipeline=false, Resolution (Rl)=256x2562022.06 | 69.2 | — | — | — | |
| GRAFNeural rendering pipeline=false, Resolution (Rl)=256x2562022.06 | 71 | — | — | — | |
| GRAFResolution=256x2562021.12 | 79.2 | 55 | — | — | |
| PiGANResolution=256x2562021.12 | 83 | 85.8 | — | — | |
| π-GANNeural rendering pipeline=false, Resolution (Rl)=256x2562022.06 | 85 | — | — | — | |
| HoloGANResolution=256x2562021.12 | 90.9 | 75.5 | — | — |