Image Generation on FFHQ 256x256 50k (test)
2.05FIDStyleNAT
Evaluation Results
| Method | Links | |
|---|---|---|
| StyleNATArchitecture=Transformers, Throughput (img/s)=59.90, # Params (M)=48.922022.11 | 2.05 | |
| StyleGAN-XLArchitecture=Convolutions, Throughput (img/s)=14.29, # Params (M)=67.932022.11 | 2.19 | |
| HiT-LArchitecture=Transformers, Throughput (img/s)=20.67, # Params (M)=97.462022.11 | 2.58 | |
| StyleSwinArchitecture=Transformers, Throughput (img/s)=62.48, # Params (M)=48.932022.11 | 2.81 | |
| HiT-BArchitecture=Transformers, Throughput (img/s)=52.09, # Params (M)=46.222022.11 | 2.95 | |
| HiT-SArchitecture=Transformers, Throughput (img/s)=86.64, # Params (M)=38.012022.11 | 3.06 | |
| INSGenArchitecture=Convolutions, Throughput (img/s)=89.00, # Params (M)=24.942022.11 | 3.31 | |
| Projected GANArchitecture=Convolutions, Throughput (img/s)=143.64, # Params (M)=105.842022.11 | 3.39 | |
| StyleGAN2Architecture=Convolutions, Throughput (img/s)=84.85, # Params (M)=30.032022.11 | 3.83 | |
| LFMArchitecture=Diffusion, Throughput (img/s)=4.18, # Params (M)=457.062022.11 | 4.55 | |
| LDMArchitecture=Diffusion, Throughput (img/s)=1.28, # Params (M)=329.322022.11 | 4.98 | |
| UDMArchitecture=Diffusion, # Params (M)=65.582022.11 | 5.54 | |
| UnleashingArchitecture=Diffusion, Throughput (img/s)=6.65, # Params (M)=159.962022.11 | 6.11 | |
| GANFormerArchitecture=Transformers, # Params (M)=32.482022.11 | 7.42 | |
| GANFormer2Architecture=Transformers2022.11 | 7.77 |