Few-Shot Image Generation on AFHQ-Wild 10-shot
28.15FIDSeAM
Evaluation Results
| Method | Links | |
|---|---|---|
| SeAMBackbone=DDPM2025.12 | 28.15 | |
| RICKshots=10-shot, source_domain=FFHQ2023.04 | 33.02 | |
| RICKBackbone=StyleGAN22025.12 | 33.02 | |
| SeAMBackbone=StyleGAN22025.12 | 34.31 | |
| SeAMBackbone=StyleGAN-ADA2025.12 | 34.31 | |
| AdAM + RICKshots=10-shot, source_domain=FFHQ2023.04 | 35.54 | |
| AdAMArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 36.87 | |
| AdAMshots=10-shot, source_domain=FFHQ2023.04 | 36.87 | |
| AdAMBackbone=StyleGAN22025.12 | 36.87 | |
| WeditGANBackbone=StyleGAN-ADA2025.12 | 36.87 | |
| SoLADBackbone=StyleGAN22025.12 | 55.27 | |
| RICKBackbone=StyleGAN-ADA2025.12 | 55.27 | |
| EWC + RICKshots=10-shot, source_domain=FFHQ2023.04 | 56.83 | |
| DDPM-PABackbone=DDPM2025.12 | 60.24 | |
| DomainGalleryBackbone=SD1.42025.12 | 65.32 | |
| CRDIBackbone=DDPM2025.12 | 68.31 | |
| FreezeDArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 77.18 | |
| FreezeDshots=10-shot, source_domain=FFHQ2023.04 | 77.18 | |
| FreezeDBackbone=StyleGAN22025.12 | 77.18 | |
| TGANArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 81.3 | |
| TGANshots=10-shot, source_domain=FFHQ2023.04 | 81.3 | |
| TGANBackbone=StyleGAN22025.12 | 81.3 | |
| TGAN+ADAArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 81.55 | |
| TGAN+ADAshots=10-shot, source_domain=FFHQ2023.04 | 81.55 | |
| TGAN+ADABackbone=StyleGAN22025.12 | 81.55 | |
| EWCArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 92.83 | |
| EWCshots=10-shot, source_domain=FFHQ2023.04 | 92.83 | |
| EWCBackbone=StyleGAN22025.12 | 92.83 | |
| RSSABackbone=StyleGAN22025.12 | 100.4 | |
| DCLArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 115.93 | |
| DCLshots=10-shot, source_domain=FFHQ2023.04 | 115.93 | |
| CDCArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 135.13 | |
| CDCshots=10-shot, source_domain=FFHQ2023.04 | 135.13 | |
| CDCBackbone=StyleGAN22025.12 | 135.13 |