Compositional Image Generation on ComplexCompo 300
0.7999CLIP-IOurs-LoRA
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Ours-LoRABase Model=FLUX2025.09 | 0.7999 | 0.7384 | 0.7659 | 0.3542 | 0.043 | 0.7634 | 0.4246 | 3.5951 | — | — | |
| Ours-LoRATraining-Free=true, Base Model=FLUX, External Model=LoRA2025.09 | 0.7999 | 0.7384 | 0.7659 | 0.3542 | 0.043 | 0.7634 | 0.4246 | 3.5951 | 9.8418 | 21.0326 | |
| AnyDoorTraining-Free=false, Base Model=SD, External Model=DINO2025.09 | 0.7982 | 0.7052 | 0.7319 | 0.4493 | 0.0299 | 0.7262 | 0.3804 | 3.3787 | 8.976 | 18.355 | |
| Ours-LoRABase Model=PixArt-Σ2025.09 | 0.7924 | 0.7287 | 0.7311 | 0.3603 | 0.0424 | 0.7698 | 0.4277 | 3.5988 | — | — | |
| Ours-AdapterBase Model=FLUX2025.09 | 0.7721 | 0.7107 | 0.6764 | 0.4294 | 0.0404 | 0.7789 | 0.409 | 3.602 | — | — | |
| Ours-AdapterTraining-Free=true, Base Model=FLUX, External Model=Adapter2025.09 | 0.7721 | 0.7107 | 0.6764 | 0.4294 | 0.0404 | 0.7789 | 0.409 | 3.602 | 9.6485 | 20.7349 | |
| Ours-AdapterBase Model=SD3.52025.09 | 0.7701 | 0.7091 | 0.6977 | 0.4173 | 0.0401 | 0.7784 | 0.4091 | 3.6021 | — | — | |
| Ours-AdapterBase Model=SDXL2025.09 | 0.7657 | 0.7084 | 0.6862 | 0.4457 | 0.0457 | 0.7612 | 0.3894 | 3.5987 | — | — | |
| ObjectStitchTraining-Free=false, Base Model=SD, External Model=VIT2025.09 | 0.7608 | 0.7077 | 0.5513 | 0.4717 | 0.0388 | 0.6357 | 0.2482 | 3.4411 | 8.8389 | 18.8283 | |
| PBETraining-Free=false, Base Model=SD, External Model=None2025.09 | 0.7537 | 0.6802 | 0.5189 | 0.5187 | 0.0397 | 0.6321 | 0.2139 | 3.431 | 8.5923 | 18.9507 | |
| UniCombineTraining-Free=false, Base Model=FLUX, External Model=LoRA2025.09 | 0.7361 | 0.6552 | 0.538 | 0.5682 | 0.0237 | 0.7077 | 0.247 | 3.5454 | 8.8999 | 19.8529 | |
| DreamEditTraining-Free=true, Base Model=SD, External Model=LoRA, VIT2025.09 | 0.7314 | 0.6722 | 0.5069 | 0.567 | 0.0468 | 0.7201 | 0.1212 | 3.2531 | 8.0434 | 15.8934 | |
| Flux.1 FillBase Model=FLUX2025.09 | 0.7108 | 0.6475 | 0.5466 | 0.6018 | 0.0232 | 0.7442 | 0.4088 | 3.5737 | — | — | |
| Flux.1 FillTraining-Free=false, Base Model=FLUX, External Model=None2025.09 | 0.7108 | 0.6475 | 0.5466 | 0.6018 | 0.0232 | 0.7442 | 0.4088 | 3.5737 | 8.7376 | 19.7712 | |
| TF-ICONTraining-Free=true, Base Model=SD, External Model=None2025.09 | 0.6987 | 0.6435 | 0.4167 | 0.603 | 0.0815 | 0.6216 | 0.1798 | 3.4323 | 9.3258 | 18.2366 | |
| TIGICTraining-Free=true, Base Model=SD, External Model=None2025.09 | 0.6913 | 0.6329 | 0.3848 | 0.6549 | 0.0929 | 0.6228 | -0.131 | 2.8898 | 7.663 | 16.4301 | |
| TALETraining-Free=true, Base Model=SD, External Model=None2025.09 | 0.6816 | 0.6151 | 0.3799 | 0.6773 | 0.059 | 0.6334 | 0.0783 | 3.4498 | 8.7351 | 18.7567 | |
| MADDTraining-Free=false, Base Model=SD, External Model=DINO2025.09 | 0.678 | 0.5993 | 0.3638 | 0.5979 | 0.0781 | 0.5658 | -0.0088 | 2.6582 | 5.9673 | 13.0567 | |
| EEditTraining-Free=true, Base Model=FLUX, External Model=None2025.09 | 0.6713 | 0.6153 | 0.3797 | 0.6821 | 0.0226 | 0.7107 | 0.1433 | 3.5009 | 8.7835 | 19.7348 | |
| DreamComTraining-Free=false, Base Model=SD, External Model=LoRA2025.09 | 0.648 | 0.5692 | 0.2788 | 0.8192 | 0.0389 | 0.6342 | -0.0778 | 3.4409 | 7.9884 | 18.6143 |