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Unconditional Image Synthesis on FFHQ 256x256 (test)

2.24FIDCONPREDIFF
-1.306422.631846.5770.5082Oct 9, 2021Feb 22, 2022Jul 8, 2022Nov 21, 2022Apr 6, 2023Aug 20, 2023Jan 4, 2024

Evaluation results

MethodLinks
CONPREDIFFResolution=256x2562024.012.24—8161
ProjectedGANResolution=256x2562024.013.08—6546
StyleGAN22021.103.8———
StyleGANResolution=256x2562024.014.16—7146
EG3DNeural rendering pipeline=true, Resolution (Rl)=256x2562022.064.8———
LDMResolution=256x2562024.014.98—7350
ViT-VQGAN2021.105.3———
UDMResolution=256x2562024.015.54———
U-Net GAN (+aug)Resolution=256x256, augmentation=true2024.017.6———
StyleNeRFNeural rendering pipeline=true, Resolution (Rl)=256x2562022.068———
VolumeGANNeural rendering pipeline=true, Resolution (Rl)=256x2562022.069.1———
ImageBARTResolution=256x2562024.019.57———
VQGANSampling strategy=top-k sampling2021.109.6———
VoxGRAFNeural rendering pipeline=false, Resolution (Rl)=256x2562022.069.6———
U-Net GAN2021.1010.9———
StyleSDFResolution=256x2562021.1211.52.65——
BigGAN2021.1012.4———
GRAMNeural rendering pipeline=false, Resolution (Rl)=256x2562022.0617.9———
VQGAN+P.SNAIL2021.1021.9———
VDVAETemperature (t)=0.92021.1028.5———
VDVAETemperature (t)=0.82021.1029.8———
GIRAFFEResolution=256x2562021.1231.220.1——
GIRAFFENeural rendering pipeline=true, Resolution (Rl)=256x2562022.0631.5———
VDVAETemperature (t)=12021.1033.5———
VDVAETemperature (t)=0.72021.1038.8———
GOFNeural rendering pipeline=false, Resolution (Rl)=256x2562022.0669.2———
GRAFNeural rendering pipeline=false, Resolution (Rl)=256x2562022.0671———
GRAFResolution=256x2562021.1279.255——
PiGANResolution=256x2562021.128385.8——
π-GANNeural rendering pipeline=false, Resolution (Rl)=256x2562022.0685———
HoloGANResolution=256x2562021.1290.975.5——