ID-preserving generation on Web100
0.764Facial SimilarityInstantID +CL.
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| InstantID +CL.Optimization Strategy=closed-loop optimization2026.07 | 0.764 | 0.818 | 0.491 | 4.433 | 0.1 | |
| IPA +CL.Optimization Strategy=closed-loop optimization2026.07 | 0.731 | 0.808 | 0.486 | 4.977 | 0.151 | |
| InstantID-best20Optimization Strategy=best-of-202026.07 | 0.724 | 0.812 | 0.489 | 4.037 | 0.094 | |
| InstantIDOptimization Strategy=open-loop baseline2026.07 | 0.718 | 0.814 | 0.493 | 4.035 | 0.101 | |
| PMv2 +CL.Optimization Strategy=closed-loop optimization2026.07 | 0.684 | 0.827 | 0.407 | 4.965 | 0.13 | |
| IPA-best20Optimization Strategy=best-of-202026.07 | 0.684 | 0.803 | 0.494 | 4.963 | 0.142 | |
| IPAOptimization Strategy=open-loop baseline2026.07 | 0.672 | 0.798 | 0.492 | 4.973 | 0.149 | |
| PuLID +CL.Optimization Strategy=closed-loop optimization2026.07 | 0.67 | 0.794 | 0.344 | 4.966 | 0.105 | |
| PMv2-best20Optimization Strategy=best-of-202026.07 | 0.598 | 0.824 | 0.41 | 4.933 | 0.128 | |
| PuLID-best20Optimization Strategy=best-of-202026.07 | 0.593 | 0.785 | 0.342 | 4.964 | 0.101 | |
| PhotoMakerOptimization Strategy=open-loop baseline2026.07 | 0.589 | 0.823 | 0.412 | 4.928 | 0.131 | |
| PuLIDOptimization Strategy=open-loop baseline2026.07 | 0.584 | 0.779 | 0.341 | 4.971 | 0.107 |