Single-image editing on GEdit EN (full)
7.81BG ChangeGPT-Image-Edit
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GPT-Image-EditFine-tuned on=Bagel, Data Source=Commercial Datasets2026.03 | 7.81 | 7.15 | 6.89 | 7.3 | 6.6 | 6.61 | 8.12 | 7.3 | 7.48 | 6.9 | 5.78 | 7.09 | |
| EditMGT2025.12 | 7.69 | 7.71 | 5.77 | 3.84 | 5.13 | 6.53 | 6.13 | 5.24 | 5.56 | 4.53 | 6.42 | 5.87 | |
| UltraEditFine-tuned on=Bagel, Data Source=Open-source Datasets2026.03 | 7.44 | 6.31 | 6.68 | 5.93 | 5.83 | 6.8 | 7.15 | 7.93 | 7.51 | 6.32 | 6.05 | 6.72 | |
| ScaleEditFine-tuned on=Bagel, Data Source=Our Dataset2026.03 | 7.43 | 7.59 | 6.43 | 7.73 | 6.49 | 6.35 | 8.27 | 7.66 | 7.54 | 6.93 | 6.45 | 7.17 | |
| ScaleEditFine-tuned on=UniWorld-V1, Data Source=Our Dataset2026.03 | 7.42 | 8.18 | 5.76 | 7.07 | 6.51 | 7.09 | 7.39 | 7.24 | 5.96 | 1.77 | 7.64 | 6.55 | |
| ImgEditFine-tuned on=Bagel, Data Source=Open-source Datasets2026.03 | 7.3 | 7.31 | 6.33 | 6.15 | 5.39 | 6.08 | 8.07 | 7.04 | 7.11 | 6.71 | 6.4 | 6.72 | |
| GPT-Image-EditFine-tuned on=UniWorld-V1, Data Source=Commercial Datasets2026.03 | 7.24 | 6.94 | 6.41 | 6.6 | 5.85 | 7.4 | 7.16 | 6.45 | 6.59 | 2.49 | 6.18 | 6.3 | |
| Pico-BananaFine-tuned on=Bagel, Data Source=Commercial Datasets2026.03 | 7.22 | 6.78 | 6.4 | 6.29 | 5.25 | 5.95 | 8.17 | 6.89 | 6.99 | 6.93 | 5.98 | 6.62 | |
| NHR-EditFine-tuned on=Bagel, Data Source=Open-source Datasets2026.03 | 7.2 | 6.96 | 6.62 | 6.98 | 5.95 | 5.89 | 8.07 | 7.03 | 7.51 | 6.6 | 6.03 | 6.8 | |
| ShareGPT-4o-ImageFine-tuned on=Bagel, Data Source=Commercial Datasets2026.03 | 7.17 | 6.91 | 6.3 | 6.56 | 5.22 | 5.74 | 7.79 | 6.72 | 7.17 | 6.91 | 5.99 | 6.59 | |
| OmniEditFine-tuned on=Bagel, Data Source=Open-source Datasets2026.03 | 7.17 | 6.94 | 6.35 | 6.4 | 5.16 | 5.6 | 8.03 | 6.85 | 7.01 | 6.87 | 5.95 | 6.57 | |
| OpenGPT-4o-ImageFine-tuned on=Bagel, Data Source=Commercial Datasets2026.03 | 7.15 | 6.92 | 6.15 | 6.28 | 5.1 | 5.65 | 7.88 | 6.81 | 7.09 | 6.79 | 5.81 | 6.54 | |
| Nano-consistentFine-tuned on=Bagel, Data Source=Commercial Datasets2026.03 | 7.13 | 6.93 | 6.27 | 6.47 | 5.08 | 5.75 | 7.89 | 6.76 | 7.15 | 6.86 | 6.03 | 6.57 | |
| NHR-EditFine-tuned on=UniWorld-V1, Data Source=Open-source Datasets2026.03 | 7.12 | 6.88 | 5.97 | 4.67 | 5.8 | 6.34 | 6.52 | 7.22 | 6.99 | 1.97 | 5.92 | 5.95 | |
| FluxKontext.dev2025.12 | 7.06 | 7.03 | 5.52 | 5.62 | 4.68 | 5.55 | 6.95 | 6.76 | 6.13 | 6.1 | 7.48 | 6.26 | |
| InstructMoLE2025.12 | 7.03 | 7.46 | 5.81 | 3.29 | 4.2 | 6.79 | 7.03 | 6.87 | 6.53 | 5.43 | 7.42 | 6.17 | |
| Step1X-Edit2026.03 | 7.03 | 6.26 | 6.46 | 3.66 | 5.23 | 7.24 | 7.17 | 6.42 | 7.39 | 7.4 | 6.62 | 6.44 | |
| OmniGen22025.12 | 6.99 | 5.1 | 5.11 | 3.93 | 4.59 | 6.88 | 6.17 | 4.68 | 6.45 | 4.04 | 6.05 | 5.45 | |
| Flux.1 KontextStage=dev2025.12 | 6.99 | 7.17 | 5.6 | 3.13 | 4.29 | 6.7 | 6.9 | 6.92 | 6.27 | 5.56 | 7.14 | 6.06 | |
| OminiGen22025.12 | 6.99 | 6.66 | 4.88 | 2.55 | 3.66 | 6.08 | 7.09 | 6.6 | 6.65 | 4.49 | 6.03 | 5.57 | |
| GPT-4o2026.03 | 6.96 | 6.85 | 7.1 | 5.41 | 6.74 | 7.44 | 7.51 | 8.73 | 8.55 | 8.45 | 8.69 | 7.49 | |
| VAREdit-8B2025.12 | 6.77 | 6.64 | 5.4 | 3.33 | 4.2 | 6.46 | 5.86 | 7.29 | 6.67 | 3.87 | 6.54 | 5.73 | |
| BagelFine-tuned on=Bagel, Status=Baseline2026.03 | 6.73 | 6.84 | 6.33 | 6.86 | 5.49 | 5.91 | 7.81 | 6.6 | 7.35 | 6.34 | 5.56 | 6.52 | |
| AnyEditFine-tuned on=Bagel, Data Source=Open-source Datasets2026.03 | 6.7 | 7.1 | 6.26 | 5.21 | 4.88 | 5.61 | 8.13 | 7.25 | 6.76 | 6.72 | 6.31 | 6.45 | |
| Pico-BananaFine-tuned on=UniWorld-V1, Data Source=Commercial Datasets2026.03 | 6.33 | 7.93 | 5.74 | 6.69 | 6.48 | 5.61 | 7.66 | 6 | 6.16 | 1.84 | 6.98 | 6.13 | |
| MagicBrush2025.12 | 6.17 | 5.41 | 4.75 | 1.55 | 2.9 | 4.1 | 5.53 | 4.13 | 5.1 | 1.33 | 5.07 | 4.19 | |
| ImgEditFine-tuned on=UniWorld-V1, Data Source=Open-source Datasets2026.03 | 5.95 | 7.08 | 4.86 | 5.16 | 5.85 | 6.36 | 6.5 | 4.34 | 5.46 | 1.78 | 5.71 | 5.37 | |
| OpenGPT-4o-ImageFine-tuned on=UniWorld-V1, Data Source=Commercial Datasets2026.03 | 5.94 | 7.99 | 5.76 | 6.13 | 6.51 | 6.19 | 7.64 | 4.84 | 5.84 | 1.28 | 7.27 | 5.95 | |
| UltraEdit (SD3)2025.12 | 5.83 | 5.51 | 5.86 | 3.55 | 5 | 5.73 | 5.06 | 3.15 | 5.79 | 2.24 | 5.45 | 4.83 | |
| OmniEditFine-tuned on=UniWorld-V1, Data Source=Open-source Datasets2026.03 | 5.47 | 7.42 | 5.21 | 5.74 | 6.19 | 6.58 | 6.78 | 4.51 | 4.99 | 1.61 | 6.54 | 5.55 | |
| Nano-consistentFine-tuned on=UniWorld-V1, Data Source=Commercial Datasets2026.03 | 5.29 | 7.76 | 4.31 | 4.9 | 6.15 | 3.97 | 6.98 | 3.91 | 5.4 | 1.21 | 6.81 | 5.1 | |
| OmniGen2025.12 | 5.23 | 5.93 | 5.44 | 3.12 | 3.17 | 4.88 | 6.33 | 6.35 | 5.34 | 4.31 | 4.96 | 5.01 | |
| OmniGen2026.03 | 5.23 | 5.93 | 5.44 | 3.12 | 3.17 | 4.88 | 6.33 | 6.35 | 5.34 | 4.31 | 4.96 | 5.01 | |
| ShareGPT-4o-ImageFine-tuned on=UniWorld-V1, Data Source=Commercial Datasets2026.03 | 4.93 | 7.94 | 5.54 | 5.84 | 6.61 | 6.23 | 7.27 | 5.24 | 5.63 | 1.33 | 7.27 | 5.8 | |
| UniWorld-V1Fine-tuned on=UniWorld-V1, Status=Baseline2026.03 | 4.92 | 6.37 | 4.79 | 1.85 | 4.03 | 5.64 | 7.23 | 6.17 | 5.7 | 1.15 | 5.54 | 4.85 | |
| AnyEdit2025.12 | 4.31 | 4.25 | 2.64 | 0.67 | 1.9 | 1.95 | 3.72 | 3.75 | 3.23 | 0.77 | 4.21 | 2.85 | |
| AnyEditFine-tuned on=UniWorld-V1, Data Source=Open-source Datasets2026.03 | 4.23 | 4.55 | 4.69 | 4.64 | 4.3 | 5.27 | 4.74 | 3.5 | 5.3 | 1.8 | 3.57 | 4.23 | |
| GoT-6B2025.12 | 4.11 | 5.75 | 3.04 | 1.71 | 2.69 | 4.72 | 5.77 | 4.59 | 5.65 | 1.16 | 4.24 | 3.95 | |
| InstructPix2Pix2025.12 | 3.94 | 5.4 | 3.52 | 1.27 | 2.62 | 4.39 | 3.07 | 1.5 | 3.48 | 1.13 | 5.1 | 3.22 | |
| UltraEditFine-tuned on=UniWorld-V1, Data Source=Open-source Datasets2026.03 | 3.32 | 3.14 | 3.41 | 3.46 | 1.93 | 4.7 | 2.26 | 0.99 | 4.05 | 0.88 | 1.8 | 2.72 | |
| DreamO-v1.12025.12 | 3.06 | 1.66 | 2.35 | 3.76 | 3.24 | 3.34 | 2.16 | 0.55 | 3.02 | 1.51 | 2.06 | 2.43 | |
| ICEdit2025.12 | 2.73 | 6 | 4.41 | 1.74 | 2.14 | 5.19 | 4.41 | 1.53 | 4.22 | 1.58 | 4.58 | 3.5 |