Image Generation on LSUN Church 256x256 (test)
1.9FIDADM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ADM#Param=552.8M, MACs=1114.2G2022.11 | 1.9 | — | — | — | |
| ProjectedGAN+SDDistillation=SD2026.05 | 1.91 | 44.6 | 1.92 | 60.5 | |
| ProjectedGANDistillation=None2026.05 | 2.11 | 47.4 | 5.7 | 56.1 | |
| ProjectedGAN+SDL1Distillation=SDL12026.05 | 2.18 | 42.9 | 2.95 | 60.7 | |
| CIPSresolution=256x2562021.12 | 2.92 | — | — | — | |
| Diffusion StyleGAN22022.06 | 3.17 | 42 | — | — | |
| ADMBackbone=ADM, NFE=10002022.02 | 3.49 | — | — | — | |
| TDPM+ (TTrunc=99)Backbone=ADM, NFE=100, TTrunc=992022.02 | 3.61 | — | — | — | |
| TDPM+ (TTrunc=49)Backbone=ADM, NFE=50, TTrunc=492022.02 | 3.67 | — | — | — | |
| StyleGAN2-ADA+SDL1Distillation=SDL12026.05 | 3.83 | 32.1 | 0.977 | 62.2 | |
| StyleGAN2resolution=256x2562021.12 | 3.86 | — | — | — | |
| StyleGAN22022.11 | 3.86 | 36 | — | — | |
| StyleGAN2Backbone=GAN-based, NFE=12022.02 | 3.93 | — | — | — | |
| StyleGAN22022.06 | 3.93 | 39 | — | — | |
| TDPM+ (TTrunc=99)Backbone=DDPM, NFE=100, TTrunc=992022.02 | 3.98 | — | — | — | |
| LDM#Param=295.0M, MACs=18.7G2022.11 | 4 | — | — | — | |
| StyleGAN2-ADABackbone=GAN-based, NFE=12022.02 | 4.12 | — | — | — | |
| StyleGAN2 + ADA2022.06 | 4.12 | 18 | — | — | |
| StyleGAN2-ADA+SDDistillation=SD2026.05 | 4.16 | 27.4 | 1.81 | 61.9 | |
| StyleGANresolution=256x2562021.12 | 4.21 | — | — | — | |
| StyleGAN2022.11 | 4.21 | — | — | — | |
| IDDPM#Param=113.7M, MACs=248.6G2022.11 | 4.3 | — | — | — | |
| TDPM (TTrunc=99)Backbone=DDPM, NFE=100, TTrunc=992022.02 | 4.33 | — | — | — | |
| TDPM+ (TTrunc=49)Backbone=DDPM, NFE=50, TTrunc=492022.02 | 4.34 | — | — | — | |
| TDPM (TTrunc=99)Backbone=ADM, NFE=100, TTrunc=992022.02 | 4.41 | — | — | — | |
| TDPM (TTrunc=49)Backbone=ADM, NFE=50, TTrunc=492022.02 | 4.57 | — | — | — | |
| StyleGAN2-ADADistillation=None2026.05 | 4.6 | 21.8 | 2.73 | 62.6 | |
| TDPM+ (TTrunc=4)Backbone=ADM, NFE=5, TTrunc=42022.02 | 4.66 | — | — | — | |
| StyleGAN2 + DiffAug2022.06 | 4.66 | 33 | — | — | |
| TDPM (TTrunc=0)Backbone=GAN-based, NFE=1, TTrunc=02022.02 | 4.77 | — | — | — | |
| TDPM+ (TTrunc=4)Backbone=DDPM, NFE=5, TTrunc=42022.02 | 4.89 | — | — | — | |
| DDPM#Param=113.7M, MACs=248.7G2022.11 | 4.9 | — | — | — | |
| TDPM (TTrunc=4)Backbone=DDPM, NFE=5, TTrunc=42022.02 | 4.98 | — | — | — | |
| WaveDiff + W-GeneratorTime (s)=1.542022.11 | 5.06 | 40 | — | — | |
| DDGANBackbone=GAN-based, NFE=42022.02 | 5.23 | — | — | — | |
| Denoising Diffusion GANresolution=256x2562021.12 | 5.25 | — | — | — | |
| DDGANTime (s)=3.422022.11 | 5.25 | — | — | — | |
| TDPM (TTrunc=49)Backbone=DDPM, NFE=50, TTrunc=492022.02 | 5.35 | — | — | — | |
| TDPM (TTrunc=4)Backbone=ADM, NFE=5, TTrunc=42022.02 | 5.61 | — | — | — | |
| PGGANresolution=256x2562021.12 | 6.42 | — | — | — | |
| PGGAN2022.11 | 6.42 | — | — | — | |
| ADM+DDIMBackbone=ADM, NFE=2502022.02 | 6.45 | — | — | — | |
| DeMe (After Merge)#Models=1, #Params=115.31M2024.10 | 7.27 | — | — | — | |
| ImageBARTresolution=256x2562021.12 | 7.32 | — | — | — | |
| ImageBART2022.11 | 7.32 | — | — | — | |
| DDPMresolution=256x2562021.12 | 7.89 | — | — | — | |
| DDPM2022.11 | 7.89 | — | — | — | |
| DDPMBackbone=DDPM, NFE=10002022.02 | 7.89 | — | — | — | |
| SD#Param=33.8M, MACs=2.1G2022.11 | 8.4 | — | — | — | |
| DiffPruning#Models=2, #Params=188.09M, Pruning ratio=70%2024.10 | 9.39 | — | — | — | |
| DeMe (Before Merge)#Models=4, #Params=115.31M x 42024.10 | 9.57 | — | — | — | |
| DDIMBackbone=DDPM, NFE=502022.02 | 10.58 | — | — | — | |
| DDPM#Models=1, #Params=113.67M2024.10 | 10.69 | — | — | — | |
| DiffPruning#Models=2, #Params=112.60M, Pruning ratio=50%2024.10 | 10.89 | — | — | — | |
| OMS-DPM#Models=6, Time budget (ms)=55 x 10^32024.10 | 10.95 | — | — | — | |
| OMS-DPM#Models=6, Time budget (ms)=25 x 10^32024.10 | 11.1 | — | — | — | |
| Lite-LDM#Param=32.8M, MACs=2.1G2022.11 | 13.6 | — | — | — | |
| OMS-DPM#Models=6, Time budget (ms)=10 x 10^32024.10 | 13.7 | — | — | — | |
| Self-labeled guidanceAnnotation free=true, Resolution=256x2562022.10 | 15.2 | — | — | — | |
| No guidanceAnnotation free=true, Resolution=256x2562022.10 | 19.2 | — | — | — | |
| Gotta Go Fastresolution=256x2562021.12 | 25.67 | — | — | — |