Image Editing on GEdit-Bench-EN (full)
7.97G-Score (O)FineEdit
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FineEdit2026.04 | 7.97 | 8.71 | 7.47 | |
| Omni2026.04 | 7.75 | 8.42 | 7.85 | |
| LVRPOType=Open-source2026.03 | 7.67 | 7.92 | 7.75 | |
| Ming-Flash-OmniType=Generalist.2025.10 | 7.64 | 8.11 | 7.87 | |
| Emu-3.52026.04 | 7.59 | 8.11 | 7.7 | |
| Z-Image-EditType=Edit.2025.10 | 7.57 | 8.11 | 7.72 | |
| Z-Image-Edit2026.04 | 7.57 | 8.11 | 7.72 | |
| Qwen-Image-EditType=Edit.2025.10 | 7.56 | 8 | 7.86 | |
| Qwen-Image-Edit2026.04 | 7.56 | 8 | 7.86 | |
| Qwen-Image-Edit-25092026.04 | 7.54 | 8.15 | 7.86 | |
| Qwen-Image-Edit2026.04 | 7.54 | 8.15 | 7.86 | |
| GPT-4oType=Private2025.08 | 7.53 | 7.85 | 7.62 | |
| GPT-4oType=Private2026.03 | 7.53 | 7.85 | 7.62 | |
| GPT-Image-1variant=High2026.04 | 7.53 | 7.85 | 7.62 | |
| GPT-Image-12025.09 | 7.494 | 7.743 | 8.133 | |
| DoubaoModel Category=Proprietary2025.09 | 7.49 | 7.74 | 8.13 | |
| Step1X-Edit-v1.22026.04 | 7.24 | 7.77 | 7.65 | |
| BAGEL + UNOStrategy=UNO2026.05 | 7.17 | 7.76 | 7.54 | |
| UniPic22026.04 | 7.1 | — | — | |
| Step1X-Edit + EDITREWARDTop-K Sensitivity=20K, Fine-tuning Data Source=EDITREWARD-curated subset2025.09 | 7.086 | 7.854 | 6.931 | |
| BAGEL-NHR2026.05 | 7.08 | 8.04 | 6.87 | |
| Doubao2025.09 | 6.983 | 7.222 | 7.885 | |
| GPT-4oModel Category=Proprietary2025.09 | 6.98 | 7.22 | 7.89 | |
| Step1X-Edit2026.04 | 6.97 | 7.66 | 7.35 | |
| Step1X-Edit-v1.12026.04 | 6.97 | 7.66 | 7.35 | |
| Step1X-Edit + EDITREWARDTop-K Sensitivity=30K, Fine-tuning Data Source=EDITREWARD-curated subset2025.09 | 6.962 | 7.632 | 6.89 | |
| Step1X-Edit + EDITREWARDTop-K Sensitivity=10K, Fine-tuning Data Source=EDITREWARD-curated subset2025.09 | 6.938 | 7.69 | 6.866 | |
| Step1X-Edit + ShareGPT-4o-ImageFine-tuning Data Source=Full ShareGPT-4o-Image dataset2025.09 | 6.78 | 7.349 | 6.893 | |
| Uni-CoT2025.08 | 6.74 | 7.91 | 6.24 | |
| Step1X-EditType=Open-source2025.08 | 6.7 | 7.09 | 6.76 | |
| Step1X-EditType=Edit.2025.10 | 6.7 | 7.09 | 6.76 | |
| Step1X-EditType=Open-source2026.03 | 6.7 | 7.09 | 6.76 | |
| Step1X-Edit2026.05 | 6.7 | 7.09 | 6.76 | |
| Kontext-pro2026.04 | 6.56 | 7.02 | 7.6 | |
| BAGELType=Open-source2025.08 | 6.52 | 7.36 | 6.83 | |
| BAGELType=Generalist.2025.10 | 6.52 | 7.36 | 6.83 | |
| BAGELType=Open-source2026.03 | 6.52 | 7.36 | 6.83 | |
| BAGEL2026.04 | 6.52 | 7.36 | 6.83 | |
| BAGEL2026.05 | 6.52 | 7.36 | 6.83 | |
| GeminiModel Category=Proprietary2025.09 | 6.51 | 6.87 | 7.44 | |
| Flux-Kontext-dev2026.04 | 6.51 | 7.16 | 7.37 | |
| Gemini-2.02025.09 | 6.509 | 6.866 | 7.436 | |
| Step1X-EditFine-tuning Data Source=Original2025.09 | 6.444 | 7.131 | 6.998 | |
| Step1X-EditModel Category=Open-Source2025.09 | 6.44 | 7.13 | 7 | |
| OmniGen2Type=Generalist.2025.10 | 6.41 | 7.16 | 6.77 | |
| OmniGen22026.04 | 6.41 | 7.16 | 6.77 | |
| OmniGen22026.05 | 6.41 | 7.16 | 6.77 | |
| Gemini 2.0Type=Private2025.08 | 6.32 | 6.73 | 6.61 | |
| Gemini 2.0Type=Private2026.03 | 6.32 | 6.73 | 6.61 | |
| Gemini 2.02026.04 | 6.32 | 6.73 | 6.61 | |
| FLUX-Kontext2026.05 | 6.27 | 6.95 | 7.3 | |
| DIM-4.6B-EditModel Category=Open-Source2025.09 | 6.18 | 6.65 | 6.71 | |
| Kontext-dev2026.04 | 6 | 6.52 | 7.38 | |
| OmniGenType=Open-source2025.08 | 5.06 | 5.96 | 5.89 | |
| OmniGenType=Generalist.2025.10 | 5.06 | 5.96 | 5.89 | |
| OmniGenType=Open-source2026.03 | 5.06 | 5.96 | 5.89 | |
| OmniGen2026.04 | 5.06 | 5.96 | 5.89 | |
| OmniGen2026.05 | 5.06 | 5.96 | 5.89 | |
| OmniGenModel Category=Open-Source2025.09 | 5.01 | 5.88 | 5.87 | |
| OmniGen2025.09 | 5.005 | 5.879 | 5.871 | |
| UniWorld-v1Type=Generalist.2025.10 | 4.85 | 4.93 | 7.43 | |
| UniWorld-V1Model Category=Open-Source2025.09 | 4.85 | 4.93 | 7.43 | |
| UniWorld-V12026.04 | 4.85 | 4.93 | 7.43 | |
| UniWorld-V12026.05 | 4.85 | 4.93 | 7.43 | |
| MagicBrushType=Open-source2025.08 | 4.52 | 4.68 | 5.66 | |
| MagicBrushType=Edit.2025.10 | 4.52 | 4.68 | 5.66 | |
| MagicBrushType=Open-source2026.03 | 4.52 | 4.68 | 5.66 | |
| MagicBrush2026.04 | 4.52 | 4.68 | 5.66 | |
| MagicBrush2026.05 | 4.52 | 4.68 | 5.66 | |
| MagicBrushModel Category=Open-Source2025.09 | 4.19 | 4.52 | 6.37 | |
| Janus-4oModel Category=Open-Source, Evaluated by authors=true2025.09 | 3.83 | 4.64 | 4.57 | |
| Instruct-Pix2PixType=Open-source2025.08 | 3.68 | 3.58 | 5.49 | |
| Instruct-Pix2PixType=Edit.2025.10 | 3.68 | 3.58 | 5.49 | |
| Instruct-Pix2PixType=Open-source2026.03 | 3.68 | 3.58 | 5.49 | |
| Instruct-P2P2026.04 | 3.68 | 3.58 | 5.49 | |
| Instruct-Pix2Pix2026.05 | 3.68 | 3.58 | 5.49 | |
| Instruct-P2PModel Category=Open-Source2025.09 | 3.22 | 3.3 | 6.19 | |
| AnyEditType=Open-source2025.08 | 3.21 | 3.18 | 5.82 | |
| AnyEditType=Edit.2025.10 | 3.21 | 3.18 | 5.82 | |
| AnyEditType=Open-source2026.03 | 3.21 | 3.18 | 5.82 | |
| AnyEdit2026.04 | 3.21 | 3.18 | 5.82 | |
| AnyEdit2026.05 | 3.21 | 3.18 | 5.82 | |
| AnyEdit2025.09 | 2.854 | 3.053 | 5.882 | |
| AnyEditModel Category=Open-Source2025.09 | 2.85 | 3.05 | 5.88 |