Few-Shot Image Generation on AFHQ-Cat 10-shot
43.56FIDSeAM
Evaluation Results
| Method | Links | |
|---|---|---|
| SeAMBackbone=DDPM2025.12 | 43.56 | |
| RICKshots=10-shot, source_domain=FFHQ2023.04 | 53.27 | |
| RICKBackbone=StyleGAN22025.12 | 53.27 | |
| SeAMBackbone=StyleGAN22025.12 | 53.91 | |
| SeAMBackbone=StyleGAN-ADA2025.12 | 53.91 | |
| AdAM + RICKshots=10-shot, source_domain=FFHQ2023.04 | 53.94 | |
| AdAMArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 58.07 | |
| AdAMshots=10-shot, source_domain=FFHQ2023.04 | 58.07 | |
| AdAMBackbone=StyleGAN22025.12 | 58.07 | |
| WeditGANBackbone=StyleGAN-ADA2025.12 | 58.07 | |
| SoLADBackbone=StyleGAN22025.12 | 61.35 | |
| RICKBackbone=StyleGAN-ADA2025.12 | 61.35 | |
| FreezeDArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 63.6 | |
| FreezeDshots=10-shot, source_domain=FFHQ2023.04 | 63.6 | |
| FreezeDBackbone=StyleGAN22025.12 | 63.6 | |
| EWC + RICKshots=10-shot, source_domain=FFHQ2023.04 | 64.35 | |
| TGANArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 64.68 | |
| TGANshots=10-shot, source_domain=FFHQ2023.04 | 64.68 | |
| TGANBackbone=StyleGAN22025.12 | 64.68 | |
| CRDIBackbone=DDPM2025.12 | 65.3 | |
| DDPM-PABackbone=DDPM2025.12 | 69.22 | |
| EWCArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 74.61 | |
| EWCshots=10-shot, source_domain=FFHQ2023.04 | 74.61 | |
| EWCBackbone=StyleGAN22025.12 | 74.61 | |
| DomainGalleryBackbone=SD1.42025.12 | 77.15 | |
| TGAN+ADAArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 80.16 | |
| TGAN+ADAshots=10-shot, source_domain=FFHQ2023.04 | 80.16 | |
| TGAN+ADABackbone=StyleGAN22025.12 | 80.16 | |
| DCLArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 156.82 | |
| DCLshots=10-shot, source_domain=FFHQ2023.04 | 156.82 | |
| RSSABackbone=StyleGAN22025.12 | 159.54 | |
| CDCArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 176.21 | |
| CDCshots=10-shot, source_domain=FFHQ2023.04 | 176.21 | |
| CDCBackbone=StyleGAN22025.12 | 176.21 |