Instruction-based Image Editing on I2IBench 47 (test)
0.838PQ (Perceptual Quality)Seedream4.0
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Seedream4.0framework=w/EditRefiner2026.05 | 0.838 | 0.937 | 0.906 | 0.539 | 0.805 | |
| Qwen-Image-Editframework=w/EditRefiner2026.05 | 0.836 | 0.945 | 0.92 | 0.565 | 0.816 | |
| NanoBananaframework=w/EditRefiner2026.05 | 0.83 | 0.938 | 0.922 | 0.572 | 0.816 | |
| Seedream4.0framework=w/Reasoning Agent2026.05 | 0.822 | 0.92 | 0.883 | 0.526 | 0.788 | |
| Qwen-Image-Editframework=w/Reasoning Agent2026.05 | 0.815 | 0.933 | 0.879 | 0.543 | 0.792 | |
| Seedream4.0framework=base2026.05 | 0.815 | 0.917 | 0.891 | 0.519 | 0.786 | |
| Qwen-Image-Editframework=base2026.05 | 0.811 | 0.931 | 0.898 | 0.527 | 0.792 | |
| NanoBananaframework=base2026.05 | 0.805 | 0.933 | 0.903 | 0.542 | 0.796 | |
| NanoBananaframework=w/Reasoning Agent2026.05 | 0.803 | 0.938 | 0.904 | 0.557 | 0.8 |