Unconditional Image Generation on FFHQ 256x256 (test)
3.8FIDStyleGAN2
Evaluation Results
| Method | Links | |
|---|---|---|
| StyleGAN2# Params=30M, # Steps=12022.09 | 3.8 | |
| StyleGAN2Model Type=GAN2023.05 | 3.8 | |
| LDM#Param=274.1M, MACs=96.1G2022.11 | 5 | |
| ViT-VQGAN# Params=599M + 1697M, # Steps=10242022.09 | 5.3 | |
| ViT-VQGANModel Type=Autoregressive, #Params=2.2B2023.05 | 5.3 | |
| StackformerModel Type=Autoregressive, #Params=651M2023.05 | 5.67 | |
| Stackformer#Params=(44.4+607)M, Model Size=Base2023.05 | 5.67 | |
| Stackformer#Params=(44.4+307)M, Model Size=Small2023.05 | 6.84 | |
| P2#Param=113.7M, MACs=248.7G2022.11 | 7 | |
| DDPM#Param=113.7M, MACs=248.7G2022.11 | 8.4 | |
| Mo-VQGAN-auto# Params=82.7M + 307M, # Steps=1024, scenario=auto2022.09 | 8.52 | |
| Mo-VQGAN#Params=(82.7+307)M2023.05 | 8.52 | |
| Mo-VQGAN-mask# Params=82.7M + 307M, # Steps=8, scenario=mask2022.09 | 8.78 | |
| ImageBART2022.09 | 9.57 | |
| ImageBARTModel Type=Diffusion, #Params=3.5B2023.05 | 9.57 | |
| RQVAE# Params=100M + 355M, # Steps=2562022.09 | 10.38 | |
| RQ-Transformer#Params=(100+355)M2023.05 | 10.38 | |
| SD#Param=21.1M, MACs=6.7G2022.11 | 10.5 | |
| VQGAN (w/ top-k sampling)# Params=72.1M + 801M, # Steps=2562022.09 | 11.4 | |
| VQGAN#Params=(72.1+307)M2023.05 | 11.4 | |
| BigGAN# Params=164M, # Steps=12022.09 | 12.4 | |
| BigGANModel Type=GAN, #Params=164M2023.05 | 12.4 | |
| DCT#Params=738M2023.05 | 13.06 | |
| Lite-LDM#Param=22.4M, MACs=7.9G2022.11 | 17.3 | |
| VDVAEModel Type=VAE, #Params=115M2023.05 | 28.5 |