Instruction-based Image Editing on KRIS-Bench 57 (test)
85.28PQSeedream4.0
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Seedream4.0framework=w/EditRefiner2026.05 | 85.28 | 66.15 | 73.04 | 74.82 | |
| NanoBananaframework=w/EditRefiner2026.05 | 84.17 | 68.27 | 75.82 | 76.09 | |
| NanoBananaframework=w/Reasoning Agent2026.05 | 82.63 | 64.08 | 72.01 | 72.91 | |
| Seedream4.0framework=base2026.05 | 82.56 | 62.49 | 69.88 | 71.64 | |
| Qwen-Image-Editframework=w/EditRefiner2026.05 | 82.06 | 68.53 | 72.31 | 74.3 | |
| Seedream4.0framework=w/Reasoning Agent2026.05 | 82.04 | 64.12 | 70.25 | 72.14 | |
| NanoBananaframework=base2026.05 | 81.74 | 63.21 | 71.9 | 72.28 | |
| Qwen-Image-Editframework=base2026.05 | 80.25 | 61.37 | 70.28 | 70.63 | |
| Qwen-Image-Editframework=w/Reasoning Agent2026.05 | 79.06 | 63.53 | 70.24 | 70.94 |