Identity-Preserving Image Generation on MultiID-Bench 1-people
1Sim(GT)GT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GT2026.03 | 1 | 0.521 | -0.999 | — | — | — | |
| Ref2026.03 | 0.521 | 1 | 0.999 | — | — | — | |
| InstantID2026.03 | 0.464 | 0.734 | 0.337 | 0.764 | 0.295 | 5.255 | |
| WithAnyone2026.03 | 0.46 | 0.578 | 0.144 | 0.798 | 0.313 | 4.783 | |
| UMO2026.03 | 0.458 | 0.732 | 0.359 | 0.783 | 0.305 | 4.85 | |
| DreamO2026.03 | 0.454 | 0.694 | 0.303 | 0.793 | 0.322 | 4.877 | |
| PuLID2026.03 | 0.452 | 0.705 | 0.315 | 0.779 | 0.305 | 4.839 | |
| AnyPhoto2026.03 | 0.448 | 0.6 | 0.176 | 0.788 | 0.315 | 5.011 | |
| UniPortrait2026.03 | 0.447 | 0.677 | 0.265 | 0.793 | 0.319 | 5.018 | |
| InfU2026.03 | 0.439 | 0.63 | 0.233 | 0.772 | 0.328 | 5.359 | |
| ID-Patch2026.03 | 0.426 | 0.633 | 0.231 | 0.792 | 0.312 | 4.9 | |
| GPT-4o-Image2026.03 | 0.425 | 0.579 | 0.178 | 0.794 | 0.311 | 5.344 | |
| USO2026.03 | 0.401 | 0.635 | 0.286 | 0.79 | 0.329 | 5.077 | |
| OmniGen2026.03 | 0.398 | 0.602 | 0.248 | 0.78 | 0.317 | 5.069 | |
| OmniGen22026.03 | 0.365 | 0.475 | 0.142 | 0.787 | 0.331 | 4.991 | |
| FLUX.1 Kontext2026.03 | 0.324 | 0.408 | 0.099 | 0.755 | 0.327 | 5.319 | |
| Qwen-Image-Edit2026.03 | 0.324 | 0.409 | 0.093 | 0.776 | 0.316 | 5.056 | |
| UNO2026.03 | 0.304 | 0.428 | 0.141 | 0.765 | 0.314 | 4.923 |