Image Editing on MagicBrush (test)
0.06L1 ErrorICEdit
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ICEditGen Params=12.0B2025.09 | 0.06 | — | — | — | — | — | — | — | — | — | — | 0.928 | 0.853 | |
| DIM-4.6B-EditGen Params=1.6B2025.09 | 0.065 | — | — | — | — | — | — | — | — | — | — | 0.928 | 0.882 | |
| UltraEditGen Params=2.0B2025.09 | 0.066 | — | — | — | — | — | — | — | — | — | — | 0.904 | 0.852 | |
| MagicBrushGen Params=0.9B2025.09 | 0.074 | — | — | — | — | — | — | — | — | — | — | 0.908 | 0.847 | |
| RF-Solver EditGen Params=12.0B2025.09 | 0.112 | — | — | — | — | — | — | — | — | — | — | 0.766 | 0.675 | |
| InstructP2PGen Params=0.9B2025.09 | 0.114 | — | — | — | — | — | — | — | — | — | — | 0.851 | 0.744 | |
| FluxEditGen Params=12.0B2025.09 | 0.114 | — | — | — | — | — | — | — | — | — | — | 0.779 | 0.663 | |
| FLUX.1 FillGen Params=12.0B2025.09 | 0.192 | — | — | — | — | — | — | — | — | — | — | 0.795 | 0.669 | |
| ACE++Gen Params=12.0B2025.09 | 0.195 | — | — | — | — | — | — | — | — | — | — | 0.741 | 0.591 | |
| AnyEdit2025.06 | — | 2.45 | 3.18 | 2.95 | 1.88 | 2.47 | 2.23 | 1.56 | — | — | — | — | — | |
| AnySD2024.11 | — | — | — | — | — | — | — | — | 4.3 | 4.4 | — | — | — | |
| BAGEL2025.06 | — | 3.2 | 3.56 | 3.31 | 1.7 | 3.3 | 2.62 | 2.38 | — | — | — | — | — | |
| C-FDMBackbone=Chameleon2025.06 | — | — | — | — | — | — | — | — | — | — | -0.03 | — | — | |
| C-FTBackbone=Chameleon, Training=Fine-tuned2025.06 | — | — | — | — | — | — | — | — | — | — | -0.32 | — | — | |
| Ground Truth (GoT)2025.06 | — | — | — | — | — | — | — | — | — | — | 0.06 | — | — | |
| HIVE2024.11 | — | — | — | — | — | — | — | — | 4.2 | 4.2 | — | — | — | |
| HIVE*2024.11 | — | — | — | — | — | — | — | — | 4.1 | 3.8 | — | — | — | |
| Instruct-P2P2025.06 | — | 1.88 | 2.45 | 1.83 | 1.44 | 2.01 | 1.5 | 1.2 | — | — | — | — | — | |
| MagicBrush2025.06 | — | 1.83 | 2.84 | 1.58 | 1.51 | 1.97 | 1.58 | 1.62 | — | — | — | — | — | |
| MagicBrush2024.11 | — | — | — | — | — | — | — | — | 3.3 | 3.1 | — | — | — | |
| SmartEdit (SE)2025.06 | — | — | — | — | — | — | — | — | — | — | 0.29 | — | — | |
| Step1X-Edit2025.06 | — | 3.06 | 3.88 | 3.14 | 1.76 | 3.4 | 2.41 | 2.64 | — | — | — | — | — | |
| UltraEdit2025.06 | — | 2.7 | 3.44 | 2.81 | 2.13 | 2.96 | 1.45 | 1.91 | — | — | — | — | — | |
| UltraEditBase Model=SD32024.11 | — | — | — | — | — | — | — | — | 3.7 | 4 | — | — | — | |
| UniWorld-V12025.06 | — | 3.26 | 3.82 | 3.64 | 2.27 | 3.47 | 3.24 | 2.96 | — | — | — | — | — |