Image Editing on Complex-Compo 300
9.8418HPSv3Ours-LoRA
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ours-LoRAvariant=LoRA2025.09 | 9.8418 | 22.9532 | 13.3779 | 22.913 | 21.7525 | 20.2492 | 20.8328 | 22.8261 | 19.194 | 21.2776 | 21.0326 | 24.34 | 17.89 | 22.3838 | 19.9596 | 21.1212 | |
| Ours-Adaptervariant=Adapter2025.09 | 9.6485 | 22.6162 | 14.2525 | 22.5552 | 21.9064 | 20.3326 | 20.4582 | 22.6421 | 18.5518 | 21.2876 | 20.7349 | 24.03 | 17.46 | 22.2074 | 20.3913 | 20.9647 | |
| TF-ICON2025.09 | 9.3258 | 17.7047 | 12.6812 | 21.9463 | 20.4799 | 18.203 | 15.1477 | 21.2919 | 18.1577 | 18.349 | 18.2366 | 19.9775 | 16.7072 | 21.5101 | 19.7584 | 19.238 | |
| AnyDoor2025.09 | 8.976 | 21.7633 | 13.1133 | 20.5567 | 18.53 | 18.4908 | 18.4967 | 21.83 | 14.9267 | 18.1667 | 18.355 | 22.6606 | 17.6422 | 21.2467 | 19.5333 | 19.8876 | |
| UniCombine2025.09 | 8.8999 | 15.6747 | 11.2226 | 23.0878 | 22.723 | 18.177 | 13.7399 | 23.4966 | 20.7195 | 21.4554 | 19.8529 | 20.3646 | 15.75 | 21.9764 | 20.2804 | 19.6449 | |
| ObjectStitch2025.09 | 8.8389 | 20.7157 | 13.1773 | 21.42 | 19.48 | 18.6983 | 17.3567 | 21.85 | 17.1333 | 18.9733 | 18.8283 | 19.8304 | 14.6518 | 21.3467 | 19.54 | 18.8394 | |
| EEdit2025.09 | 8.7835 | 14.95 | 11.2567 | 22.8746 | 21.8152 | 17.7241 | 13.4224 | 23.1485 | 20.2601 | 22.1081 | 19.7348 | 22.8058 | 15.699 | 22.3498 | 20.5941 | 20.2367 | |
| TALE2025.09 | 8.7351 | 16.9899 | 11.3826 | 22.76 | 20.7 | 17.9581 | 15.01 | 22.3567 | 19.0333 | 18.6267 | 18.7567 | 17.8317 | 15.4455 | 21.9667 | 19.9767 | 18.7955 | |
| PBE2025.09 | 8.5923 | 19.6151 | 13.1283 | 21.9243 | 20.1349 | 18.7007 | 16.8947 | 21.9605 | 17.3257 | 19.6217 | 18.9507 | 23.581 | 14.7048 | 21.2039 | 19.6447 | 19.617 | |
| DreamEdit2025.09 | 8.0434 | 17.26 | 12.0233 | 18.5669 | 17.2578 | 16.277 | 14.73 | 19.46 | 13.7467 | 15.6367 | 15.8934 | 23.3964 | 15.6396 | 20.4333 | 19.54 | 18.9805 | |
| DreamCom2025.09 | 7.9884 | 8.2234 | 9.0756 | 23.9178 | 23.4737 | 16.1726 | 5.9507 | 23.7072 | 22.3618 | 22.4375 | 18.6143 | 17.881 | 15.2857 | 22.5 | 20.9737 | 19.0509 | |
| TIGIC2025.09 | 7.663 | 14.625 | 11.9899 | 21.2357 | 20.0202 | 16.9677 | 12.6027 | 19.5185 | 16.9192 | 16.6801 | 16.4301 | 16.7168 | 16.5398 | 21.5051 | 20.2862 | 18.2956 | |
| MADD2025.09 | 5.9673 | 13.89 | 11.8167 | 18.8633 | 17.1333 | 15.4258 | 12.68 | 16.73 | 12.5167 | 10.3 | 13.0567 | 17.6538 | 15.7115 | 20.2867 | 19.5533 | 17.2524 |