Subject Personalization on CelebA-HQ
59.3Identity ScoreRectifID
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RectifIDBase model=SD 1.5, Iterations=1002024.05 | 59.3 | — | — | 29.33 | 46 | |
| InstantIDBase model=SDXL, Training=60M2024.05 | 58.06 | — | — | 30.71 | 6 | |
| RectifIDBase model=SD 2.1, Iterations=202024.05 | 50.34 | — | — | 31.51 | 20 | |
| RectifIDBase model=SD 1.5, Iterations=202024.05 | 48.6 | — | — | 29.95 | 9 | |
| IP-AdapterBase model=SD 1.5, Training=10M2024.05 | 47.78 | — | — | 26.27 | 2 | |
| NeTIBase model=SD 1.4, Training=-2024.05 | 37.89 | — | — | 23.25 | 1,527 | |
| Cross InitializationBase model=SD 2.1, Training=-2024.05 | 25.17 | — | — | 28.59 | 346 | |
| PhotoMakerBase model=SDXL, Training=112K2024.05 | 22.71 | — | — | 30.79 | 4 | |
| Textual InversionBase model=SD 2.1, Training=-2024.05 | 21.15 | — | — | 24.98 | 6,331 | |
| Celeb BasisBase model=SD 1.4, Training=-2024.05 | 20.7 | — | — | 26.83 | 140 | |
| DreamBoothBase model=SD 2.1, Training=-2024.05 | 20.53 | — | — | 30.15 | 623 | |
| DreamBoothComparison Baseline=DreamBooth2023.07 | — | 23.3 | 11.9 | — | — | |
| HyperDreamBoothComparison Baseline=DreamBooth2023.07 | — | 64.8 | 11.9 | — | — | |
| HyperDreamBoothComparison Baseline=Textual Inversion2023.07 | — | 70.6 | 7.8 | — | — | |
| Textual InversionComparison Baseline=Textual Inversion2023.07 | — | 21.6 | 7.8 | — | — |