Image Composition on DreamEditBench (220)
0.8183CLIP-IAnyDoor
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| AnyDoorTraining-Free=false, Base Model=SD, External Model=DINO2025.09 | 0.8183 | 0.7283 | 0.7714 | 0.3764 | 0.0251 | 0.8894 | 0.4511 | 3.3946 | 8.4867 | 19.0989 | |
| Ours-LoRATraining-Free=true, Base Model=FLUX, External Model=LoRA2025.09 | 0.8125 | 0.7452 | 0.79 | 0.3577 | 0.0271 | 0.8847 | 0.5906 | 3.6161 | 8.8688 | 21.9421 | |
| Ours-AdapterTraining-Free=true, Base Model=FLUX, External Model=Adapter2025.09 | 0.8086 | 0.7415 | 0.7702 | 0.373 | 0.0236 | 0.8959 | 0.5709 | 3.6234 | 8.8861 | 22.0182 | |
| UniCombineTraining-Free=false, Base Model=FLUX, External Model=LoRA2025.09 | 0.8058 | 0.7332 | 0.7579 | 0.3984 | 0.005 | 0.9397 | 0.4565 | 3.6108 | 8.8415 | 21.708 | |
| PBETraining-Free=false, Base Model=SD, External Model=None2025.09 | 0.7742 | 0.704 | 0.5845 | 0.4985 | 0.0197 | 0.8287 | 0.2083 | 3.3482 | 8.3789 | 20.2137 | |
| DreamEditTraining-Free=true, Base Model=SD, External Model=LoRA, VIT2025.09 | 0.7703 | 0.7151 | 0.6147 | 0.5047 | 0.014 | 0.9775 | 0.1744 | 3.1775 | 6.025 | 15.7636 | |
| ObjectStitchTraining-Free=false, Base Model=SD, External Model=VIT2025.09 | 0.7567 | 0.693 | 0.5525 | 0.5093 | 0.019 | 0.8316 | 0.0791 | 3.2416 | 7.4529 | 19.1886 | |
| TF-ICONTraining-Free=true, Base Model=SD, External Model=None2025.09 | 0.7479 | 0.6865 | 0.5179 | 0.5441 | 0.0582 | 0.8111 | 0.0816 | 3.2823 | 7.2643 | 18.2716 | |
| DreamComTraining-Free=false, Base Model=SD, External Model=LoRA2025.09 | 0.7414 | 0.6749 | 0.5597 | 0.5626 | 0.02 | 0.8283 | 0.1873 | 3.5053 | 5.9324 | 19.9296 | |
| TALETraining-Free=true, Base Model=SD, External Model=None2025.09 | 0.7329 | 0.6604 | 0.5007 | 0.6176 | 0.0392 | 0.8251 | -0.1502 | 3.1349 | 6.3773 | 18.0784 | |
| Flux.1 FillTraining-Free=false, Base Model=FLUX, External Model=None2025.09 | 0.7328 | 0.6745 | 0.5754 | 0.5233 | 0.0166 | 0.9076 | 0.5577 | 3.5997 | 8.6432 | 21.5812 | |
| TIGICTraining-Free=true, Base Model=SD, External Model=None2025.09 | 0.7226 | 0.6718 | 0.4711 | 0.6108 | 0.0584 | 0.8153 | -0.1332 | 2.9873 | 5.2676 | 17.1 | |
| MADDTraining-Free=false, Base Model=SD, External Model=DINO2025.09 | 0.7118 | 0.6279 | 0.4333 | 0.581 | 0.0604 | 0.8182 | -0.2545 | 2.7011 | 1.2443 | 13.8148 | |
| EEditTraining-Free=true, Base Model=FLUX, External Model=None2025.09 | 0.6998 | 0.659 | 0.4438 | 0.616 | 0.0039 | 0.9475 | 0.0216 | 3.3606 | 6.6689 | 19.5603 |