Instruction-Based Image Editing on Reason50K Causal Reasoning
0.282CLIP ScoreReasonBrain
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ReasonBrain2025.07 | 0.282 | 0.891 | 0.858 | |
| UltraEdit2025.07 | 0.193 | 0.869 | 0.482 | |
| SmartFreeEdit2025.07 | 0.189 | 0.866 | 0.501 | |
| GPT Image 1.52025.07 | 0.181 | 0.856 | 0.465 | |
| MIGEAuthor=Tian et al.2025.07 | 0.178 | 0.851 | 0.465 | |
| Qwen-Image-Editmode=finetuned2025.07 | 0.178 | 0.849 | 0.432 | |
| Flux Kontext2025.07 | 0.169 | 0.835 | 0.409 | |
| SmartEdit2025.07 | 0.165 | 0.823 | 0.385 | |
| Bagel-Thinking2025.07 | 0.163 | 0.819 | 0.391 | |
| MagicBrush2025.07 | 0.162 | 0.802 | 0.344 | |
| ChatGPT-4o2025.07 | 0.161 | 0.819 | 0.398 | |
| MGIEAuthor=Fu et al.2025.07 | 0.155 | 0.761 | 0.328 | |
| Qwen-Image-Editmode=base2025.07 | 0.155 | 0.805 | 0.376 | |
| InstructPix2Pix2025.07 | 0.153 | 0.785 | 0.191 | |
| Bagel2025.07 | 0.152 | 0.804 | 0.366 | |
| PixWizard2025.07 | 0.132 | 0.863 | 0.393 |