Few-Shot Image Generation on MetFaces 10-shot
31.44FIDSeAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SeAMBackbone=DDPM2025.12 | 31.44 | — | |
| SeAMBackbone=StyleGAN-ADA2025.12 | 40.02 | — | |
| SeAMBackbone=StyleGAN22025.12 | 46.03 | — | |
| RICKshots=10-shot, source_domain=FFHQ2023.04 | 48.53 | — | |
| RICKBackbone=StyleGAN22025.12 | 48.53 | — | |
| AdAM + RICKshots=10-shot, source_domain=FFHQ2023.04 | 49.47 | — | |
| CRDIBackbone=DDPM2025.12 | 51.28 | — | |
| AdAMArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 51.34 | — | |
| AdAMshots=10-shot, source_domain=FFHQ2023.04 | 51.34 | — | |
| AdAMBackbone=StyleGAN22025.12 | 51.34 | — | |
| WeditGANBackbone=StyleGAN-ADA2025.12 | 51.34 | — | |
| SoLADBackbone=StyleGAN22025.12 | 54.64 | — | |
| RICKBackbone=StyleGAN-ADA2025.12 | 54.64 | — | |
| EWC + RICKshots=10-shot, source_domain=FFHQ2023.04 | 54.7 | — | |
| DDPM-PABackbone=DDPM2025.12 | 55.39 | — | |
| Uni-DADVariant=Distilled, NFE=3, 1-stage=✓2025.11 | 58.13 | 0.36 | |
| DomainGalleryBackbone=SD1.42025.12 | 60.38 | — | |
| DCLArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 62.35 | — | |
| DCLshots=10-shot, source_domain=FFHQ2023.04 | 62.35 | — | |
| EWCArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 62.67 | — | |
| EWCshots=10-shot, source_domain=FFHQ2023.04 | 62.67 | — | |
| EWCBackbone=StyleGAN22025.12 | 62.67 | — | |
| FT-DMD2Variant=Distilled, NFE=32025.11 | 63.25 | 0.44 | |
| RSSABackbone=StyleGAN22025.12 | 63.97 | — | |
| CDCArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 65.45 | — | |
| CDCshots=10-shot, source_domain=FFHQ2023.04 | 65.45 | — | |
| CDCBackbone=StyleGAN22025.12 | 65.45 | — | |
| Uni-DAD (no ϵ trg)Variant=Distilled, NFE=3, 1-stage=✓2025.11 | 72.18 | 0.42 | |
| FTVariant=Non-distilled, NFE=25, 1-stage=✓2025.11 | 72.99 | 0.45 | |
| FreezeDArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 73.33 | — | |
| FreezeDshots=10-shot, source_domain=FFHQ2023.04 | 73.33 | — | |
| FreezeDBackbone=StyleGAN22025.12 | 73.33 | — | |
| TGAN+ADAArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 75.82 | — | |
| TGAN+ADAshots=10-shot, source_domain=FFHQ2023.04 | 75.82 | — | |
| TGAN+ADABackbone=StyleGAN22025.12 | 75.82 | — | |
| TGANArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 76.81 | — | |
| TGANshots=10-shot, source_domain=FFHQ2023.04 | 76.81 | — | |
| TGANBackbone=StyleGAN22025.12 | 76.81 | — | |
| CRDIVariant=Non-distilled, NFE=25, 1-stage=✓2025.11 | 121.36 | 0.41 | |
| DMD2-FTVariant=Distilled, NFE=32025.11 | 129.26 | 0.08 |