Subject-Consistent Image Generation on OmniContext
9.24Fidelity (Single, Character)GPT-Image-2
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GPT-Image-2Model Accessibility=Closed-source2026.05 | 9.24 | 9.65 | 9.13 | 9.5 | 8.94 | 9.27 | 9.25 | 8.95 | 9.24 | |
| Nano Banana 2Model Accessibility=Closed-source2026.05 | 8.98 | 9.44 | 8.85 | 9.26 | 8.81 | 8.8 | 8.59 | 8.67 | 8.92 | |
| DyRefBase Model=Qwen-Image-Edit-25112026.06 | 8.59 | 8.8 | 8.24 | 8.8 | 8.09 | 7.59 | 7.93 | 7.89 | 8.24 | |
| Qwen-Image-Edit-25112026.06 | 8.56 | 8.44 | 8.38 | 8.88 | 7.91 | 6.84 | 8.04 | 8.1 | 8.14 | |
| LongCat-Image-EditModel Accessibility=Open-source2026.05 | 8.24 | 8.63 | 6.69 | 8.07 | 6.99 | 5.8 | 6.73 | 6.98 | 7.26 | |
| OmniGen22026.06 | 8.16 | 8.18 | 7.43 | 7.29 | 7.88 | 7.34 | 6.62 | 7.37 | 7.54 | |
| Qwen-Image-Edit-2509Model Accessibility=Open-source2026.05 | 8.11 | 9.01 | 7.85 | 8.53 | 7.6 | 5.88 | 7.38 | 7.12 | 7.69 | |
| UniCustomModel Accessibility=Open-source2026.05 | 8.06 | 7.51 | 7.78 | 7.99 | 7.86 | 7.86 | 7.72 | 7.92 | 7.84 | |
| OmniGen2Model Accessibility=Open-source2026.05 | 8.04 | 7.87 | 7.22 | 7.76 | 7.51 | 7.52 | 7.3 | 7.57 | 7.6 | |
| USOModel Accessibility=Open-source2026.05 | 7.71 | 7.68 | 2.91 | 7.27 | 5.61 | 3.88 | 6.49 | 6.04 | 5.95 | |
| DreamOmni22026.06 | 7.56 | 7.49 | 6.53 | 6.53 | 6.69 | 6.05 | 5.86 | 6.09 | 6.6 | |
| UNOModel Accessibility=Open-source2026.05 | 7.51 | 7.99 | 4.56 | 7.41 | 6.53 | 4 | 5.76 | 5.77 | 6.19 | |
| BAGELModel Accessibility=Open-source2026.05 | 7.12 | 7.7 | 5.86 | 7.07 | 6.79 | 4.98 | 6.05 | 6.03 | 6.45 | |
| FLUX-KontextModel Accessibility=Open-source2026.05 | 7.09 | 7.35 | 2.49 | 5.46 | 4.46 | 2.86 | 3.89 | 3.4 | 4.62 | |
| BAGEL2026.06 | 6.99 | 5.94 | 5.2 | 6.74 | 7.02 | 4.75 | 4.59 | 5.55 | 5.85 |