Multi-Reference Image Editing on MICo-Bench
68.46Object ScoreNano Banana 2
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Nano Banana 2Access=Closed-source2026.05 | 68.46 | 65.88 | 64.88 | 70.28 | 67.42 | |
| GPT-Image-2Access=Closed-source2026.05 | 66.93 | 60.56 | 59.02 | 62.69 | 61.78 | |
| UniCustomAccess=Open-source2026.05 | 54.3 | 18.12 | 40.51 | 50.29 | 41.71 | |
| Qwen-Image-EditArch.=Diff.2026.04 | 52.4 | 21.1 | 35 | 37.4 | 35.9 | |
| LLaDA2.0-UniArch.=D-Diff. + Diff.2026.04 | 51 | 32.8 | 46 | 54.4 | 47.1 | |
| OmniGen2Arch.=AR + Diff.2026.04 | 46.3 | 22.9 | 32.2 | 36.8 | 33.8 | |
| UNOAccess=Open-source2026.05 | 42.2 | 15.15 | 27.99 | 41.93 | 32.43 | |
| LongCat-Image-EditAccess=Open-source2026.05 | 40.55 | 19.4 | 24.47 | 14.86 | 22.78 | |
| BAGELAccess=Open-source2026.05 | 39.23 | 16.77 | 20.99 | 46.75 | 31.62 | |
| BAGELArch.=AR + Diff.2026.04 | 39 | 28.5 | 25.3 | 44.5 | 34.4 | |
| Lumina-DiMOOArch.=D-Diff.2026.04 | 38.4 | 12.1 | 24.7 | 21.3 | 23.3 | |
| USOAccess=Open-source2026.05 | 38.18 | 15.57 | 20.25 | 35.91 | 27.37 | |
| Qwen-Image-Edit-2509Access=Open-source2026.05 | 37.33 | 28.01 | 22.06 | 10.53 | 21.67 | |
| FLUX-Kontext [dev]Access=Open-source2026.05 | 21.4 | 14.33 | 12.67 | 7.24 | 12.51 |