ID-preserving generation on CelebA300
0.878Facial SimilarityInstantID +CL.
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| InstantID +CL.Optimization Strategy=closed-loop optimization2026.07 | 0.878 | 0.786 | 0.601 | 4.313 | 0.022 | |
| InstantID-best20Optimization Strategy=best-of-202026.07 | 0.817 | 0.78 | 0.605 | 4.305 | 0.017 | |
| InstantIDOptimization Strategy=open-loop baseline2026.07 | 0.812 | 0.774 | 0.604 | 4.314 | 0.023 | |
| IPA +CL.Optimization Strategy=closed-loop optimization2026.07 | 0.777 | 0.774 | 0.532 | 4.95 | 0.108 | |
| IPA-best20Optimization Strategy=best-of-202026.07 | 0.722 | 0.757 | 0.53 | 4.941 | 0.106 | |
| IPAOptimization Strategy=open-loop baseline2026.07 | 0.708 | 0.756 | 0.529 | 4.946 | 0.114 | |
| PuLID +CL.Optimization Strategy=closed-loop optimization2026.07 | 0.702 | 0.743 | 0.287 | 4.975 | 0.047 | |
| PMv2 +CL.Optimization Strategy=closed-loop optimization2026.07 | 0.632 | 0.771 | 0.33 | 4.963 | 0.0741 | |
| PuLID-best20Optimization Strategy=best-of-202026.07 | 0.56 | 0.737 | 0.285 | 4.972 | 0.054 | |
| PMv2-best20Optimization Strategy=best-of-202026.07 | 0.551 | 0.77 | 0.332 | 4.969 | 0.07 | |
| PuLIDOptimization Strategy=open-loop baseline2026.07 | 0.55 | 0.733 | 0.282 | 4.98 | 0.059 | |
| PhotoMakerOptimization Strategy=open-loop baseline2026.07 | 0.548 | 0.768 | 0.329 | 4.974 | 0.0738 |