Personalized Image Generation on Personalized Image Generation dataset
0.9811CLIP-IL2-guided (Oracle)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| L2-guided (Oracle)training-free=true, model-agnostic=true2026.02 | 0.9811 | 0.1958 | 6.2163 | 0.2201 | 0.2646 | 0.5883 | 0.6158 | |
| MultiBO(Ours)training-free=true, model-agnostic=true2026.02 | 0.9364 | 0.5497 | 6.669 | 0.2266 | 0.264 | 0.8883 | 0.6723 | |
| MultiBOCLIP-I2Itraining-free=true, model-agnostic=true2026.02 | 0.9246 | 0.6479 | 6.0338 | 0.2198 | 0.2639 | 0.8206 | 0.6186 | |
| MultiBOLPIPStraining-free=true, model-agnostic=true2026.02 | 0.9114 | 0.5924 | 6.1711 | 0.2197 | 0.2623 | 0.8414 | 0.625 | |
| DEMONLPIPStraining-free=true, model-agnostic=true2026.02 | 0.9095 | 0.5907 | 6.2229 | 0.2184 | 0.2623 | 0.3765 | 0.6154 | |
| MultiBOPicScoretraining-free=true, model-agnostic=true2026.02 | 0.8877 | 0.6411 | 6.2282 | 0.2286 | 0.2679 | 0.8856 | 0.6752 | |
| MultiBOAesthetictraining-free=true, model-agnostic=true2026.02 | 0.8839 | 0.6418 | 7.2313 | 0.2212 | 0.2634 | 0.7299 | 0.6649 | |
| DEMONPicScoretraining-free=true, model-agnostic=true2026.02 | 0.8839 | 0.6742 | 6.7685 | 0.2221 | 0.2637 | 0.4805 | 0.6792 | |
| DNOPicScoretraining-free=true, model-agnostic=true2026.02 | 0.8828 | 0.6449 | 6.2013 | 0.2326 | 0.2731 | 0.9812 | 0.646 | |
| MultiBOHPSv2training-free=true, model-agnostic=true2026.02 | 0.8818 | 0.6474 | 7.1735 | 0.223 | 0.2722 | 0.8695 | 0.6806 | |
| MultiBOImageRewardtraining-free=true, model-agnostic=true2026.02 | 0.8794 | 0.6468 | 6.731 | 0.2221 | 0.2664 | 1.2275 | 0.6655 | |
| DASPicScoretraining-free=true, model-agnostic=true2026.02 | 0.8758 | 0.6633 | 6.219 | 0.2321 | 0.2724 | 0.9553 | 0.6425 | |
| IterComptraining-free=false, model-agnostic=false2026.02 | 0.8539 | 0.6988 | 6.1879 | 0.2289 | 0.2712 | 1.1835 | 0.6708 | |
| DEMONImageRewardtraining-free=true, model-agnostic=true2026.02 | 0.852 | 0.6824 | 6.7221 | 0.2232 | 0.2641 | 1.153 | 0.6642 | |
| DEMONHPSv2training-free=true, model-agnostic=true2026.02 | 0.8472 | 0.6795 | 7.2777 | 0.2218 | 0.2627 | 0.4922 | 0.6721 | |
| DiffusionDPOtraining-free=false, model-agnostic=false2026.02 | 0.8365 | 0.7535 | 6.2367 | 0.2245 | 0.264 | 0.6029 | 0.656 | |
| DASHPSv2training-free=true, model-agnostic=true2026.02 | 0.8298 | 0.7436 | 5.9925 | 0.2128 | 0.2673 | 0.6852 | 0.607 | |
| DEMONAesthetictraining-free=true, model-agnostic=true2026.02 | 0.8109 | 0.6785 | 7.2685 | 0.2224 | 0.2644 | 0.4902 | 0.6484 | |
| MultiBOSubspacetraining-free=true, model-agnostic=true2026.02 | 0.8014 | 0.6726 | 6.1818 | 0.1926 | 0.2512 | 0.7863 | 0.6158 | |
| DNOAesthetictraining-free=true, model-agnostic=true2026.02 | 0.6931 | 0.8487 | 7.7674 | 0.1905 | 0.2517 | -0.9815 | 0.4509 | |
| DASAesthetictraining-free=true, model-agnostic=true2026.02 | 0.6849 | 0.8495 | 7.7032 | 0.1899 | 0.2498 | -1.2349 | 0.4514 |