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ResearchFormerly WizWand

Image Generation on FFHQ 256x256 50k (test)

2.05FIDStyleNAT
1.82123.36564.916.4544Nov 10, 2022
Updated 8mo ago

Evaluation results

MethodLinks
StyleNATArchitecture=Transformers, Throughput (img/s)=59.90, # Params (M)=48.922022.112.05
StyleGAN-XLArchitecture=Convolutions, Throughput (img/s)=14.29, # Params (M)=67.932022.112.19
HiT-LArchitecture=Transformers, Throughput (img/s)=20.67, # Params (M)=97.462022.112.58
StyleSwinArchitecture=Transformers, Throughput (img/s)=62.48, # Params (M)=48.932022.112.81
HiT-BArchitecture=Transformers, Throughput (img/s)=52.09, # Params (M)=46.222022.112.95
HiT-SArchitecture=Transformers, Throughput (img/s)=86.64, # Params (M)=38.012022.113.06
INSGenArchitecture=Convolutions, Throughput (img/s)=89.00, # Params (M)=24.942022.113.31
Projected GANArchitecture=Convolutions, Throughput (img/s)=143.64, # Params (M)=105.842022.113.39
StyleGAN2Architecture=Convolutions, Throughput (img/s)=84.85, # Params (M)=30.032022.113.83
LFMArchitecture=Diffusion, Throughput (img/s)=4.18, # Params (M)=457.062022.114.55
LDMArchitecture=Diffusion, Throughput (img/s)=1.28, # Params (M)=329.322022.114.98
UDMArchitecture=Diffusion, # Params (M)=65.582022.115.54
UnleashingArchitecture=Diffusion, Throughput (img/s)=6.65, # Params (M)=159.962022.116.11
GANFormerArchitecture=Transformers, # Params (M)=32.482022.117.42
GANFormer2Architecture=Transformers2022.117.77