Few-Shot Image Generation on Sunglasses 10-shot
16.35FIDSeAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SeAMBackbone=StyleGAN-ADA2025.12 | 16.35 | — | |
| DomainStudioBackbone=DDPM2025.12 | 21.92 | — | |
| Uni-DAD (no ϵ trg)Variant=Distilled, NFE=3, 1-stage=✓2025.11 | 22.57 | 0.51 | |
| SeAMBackbone=DDPM2025.12 | 22.98 | — | |
| Uni-DADVariant=Distilled, NFE=3, 1-stage=✓2025.11 | 24.45 | 0.54 | |
| CRDIBackbone=DDPM2025.12 | 24.62 | — | |
| CRDIVariant=Non-distilled, NFE=25, 1-stage=✓2025.11 | 24.62 | 0.5 | |
| SeAMBackbone=StyleGAN22025.12 | 24.98 | — | |
| RICKshots=10-shot, source_domain=FFHQ2023.04 | 25.22 | — | |
| RICKBackbone=StyleGAN22025.12 | 25.22 | — | |
| AdAM + RICKshots=10-shot, source_domain=FFHQ2023.04 | 26.25 | — | |
| AdAMArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 28.03 | — | |
| AdAMshots=10-shot, source_domain=FFHQ2023.04 | 28.03 | — | |
| AdAMBackbone=StyleGAN22025.12 | 28.03 | — | |
| WeditGANBackbone=StyleGAN-ADA2025.12 | 28.03 | — | |
| PIPBackbone=StyleGAN22025.12 | 29.28 | — | |
| SoLADBackbone=StyleGAN22025.12 | 33.05 | — | |
| RICKBackbone=StyleGAN-ADA2025.12 | 33.05 | — | |
| DDPM-PABackbone=DDPM2025.12 | 34.75 | — | |
| DDPM-PAVariant=Non-distilled, NFE=1000, 1-stage=✓2025.11 | 34.75 | 0.6 | |
| DCLArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 37.66 | — | |
| DCLshots=10-shot, source_domain=FFHQ2023.04 | 37.66 | — | |
| FTVariant=Non-distilled, NFE=25, 1-stage=✓2025.11 | 37.86 | 0.48 | |
| EWC + RICKshots=10-shot, source_domain=FFHQ2023.04 | 39.53 | — | |
| CDCArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 41.45 | — | |
| CDCshots=10-shot, source_domain=FFHQ2023.04 | 41.45 | — | |
| CDCBackbone=StyleGAN22025.12 | 41.45 | — | |
| FT-DMD2Variant=Distilled, NFE=32025.11 | 41.85 | 0.42 | |
| RSSABackbone=StyleGAN22025.12 | 42.03 | — | |
| DomainGalleryBackbone=SD1.42025.12 | 43.1 | — | |
| FreezeDArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 46.95 | — | |
| FreezeDshots=10-shot, source_domain=FFHQ2023.04 | 46.95 | — | |
| FreezeDBackbone=StyleGAN22025.12 | 46.95 | — | |
| EWCArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 49.41 | — | |
| EWCshots=10-shot, source_domain=FFHQ2023.04 | 49.41 | — | |
| EWCBackbone=StyleGAN22025.12 | 49.41 | — | |
| TGAN+ADAArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 53.64 | — | |
| TGAN+ADAshots=10-shot, source_domain=FFHQ2023.04 | 53.64 | — | |
| TGAN+ADABackbone=StyleGAN22025.12 | 53.64 | — | |
| TGANArchitecture=StyleGAN-V2, Source Domain=FFHQ, Resolution=256x256, Adaptation Setup=10-shot2022.10 | 55.97 | — | |
| TGANshots=10-shot, source_domain=FFHQ2023.04 | 55.97 | — | |
| TGANBackbone=StyleGAN22025.12 | 55.97 | — | |
| DMD2-FTVariant=Distilled, NFE=32025.11 | 77.49 | 0.2 |