Unconditional Image Synthesis on CelebA-HQ 256 x 256 (test)
3.22FIDCONPREDIFF
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CONPREDIFFResolution=256x2562024.01 | 3.22 | 0.83 | 0.57 | |
| LDM#Param=274.1M, MACs=96.1G2022.11 | 5.1 | — | — | |
| LDMResolution=256x2562024.01 | 5.11 | 0.72 | 0.49 | |
| ViT-VQGAN2021.10 | 7 | — | — | |
| UDMResolution=256x2562024.01 | 7.16 | — | — | |
| Score SDE#Param=65.57M, MACs=266.4G2022.11 | 7.2 | — | — | |
| LSGMResolution=256x2562024.01 | 7.22 | — | — | |
| DDGAN#Param=39.73M, MACs=69.9G2022.11 | 7.6 | — | — | |
| PGGAN2021.10 | 8 | — | — | |
| PGGANResolution=256x2562024.01 | 8 | — | — | |
| SD#Param=21.1M, MACs=6.7G2022.11 | 9.3 | — | — | |
| VQGANSampling strategy=top-k sampling2021.10 | 10.2 | — | — | |
| VQGAN+T.Resolution=256x256, k=4002024.01 | 10.2 | — | — | |
| Lite-LDM#Param=22.4M, MACs=7.9G2022.11 | 14.3 | — | — | |
| DC-VAE2021.10 | 15.8 | — | — | |
| DC-VAEResolution=256x2562024.01 | 15.8 | — | — | |
| Style ALAE2021.10 | 19.2 | — | — | |
| VAEBM2021.10 | 20.4 | — | — | |
| NCPVAE2021.10 | 24.8 | — | — | |
| PIONEER2021.10 | 25.3 | — | — | |
| NVAE2021.10 | 40.3 | — | — | |
| GLOW2021.10 | 69 | — | — |