Image Editing on WeEdit Bilingual Benchmark 1.0 (test)
9.38Add IA ScoreGemini-3-Pro-Image
Evaluation results
| Method | Links | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gemini-3-Pro-Image2026.03 | 9.38 | 9.66 | 9.43 | 9.06 | 8.8 | 8.05 | 8.33 | 8.56 | 8.04 | 8.05 | 8.49 | 8.26 | 8.08 | 9.07 | 9.55 | 9.76 | 9.51 | 9.5 | 9.31 | 9.72 | 9.45 | 4.91 | 9.47 | 9.42 | 8.58 | 9.1 | 8.85 | |
| WeEdit-RL2026.03 | 8.12 | 8.99 | 9.4 | 6.9 | 7.77 | 8.63 | 8.92 | 9.49 | 8.09 | 7.82 | 7.94 | 9 | 6.36 | 7.11 | 9.44 | 9.41 | 9.24 | 9.47 | 7.5 | 8.89 | 9.38 | 2.57 | 5.24 | 8.99 | 7.47 | 8.19 | 9.01 | |
| GPT-Image-1.52026.03 | 8.02 | 9.32 | 6.8 | 7.16 | 7.58 | 5.55 | 6.43 | 6.49 | 3.82 | 5.44 | 6.91 | 5.35 | 4.09 | 6.97 | 7.71 | 9.3 | 9.44 | 8.31 | 8.12 | 9.12 | 6.34 | 3.37 | 7.02 | 7.93 | 6.52 | 7.78 | 6.15 | |
| WeEdit-SFT2026.03 | 7.83 | 8.54 | 9.18 | 6.36 | 6.75 | 7.76 | 9.28 | 9.12 | 8.43 | 7.06 | 7.18 | 8.5 | 5.14 | 5.24 | 8.72 | 8.87 | 8.54 | 8.94 | 7.28 | 8.35 | 9.14 | 2.08 | 2.48 | 8.56 | 6.99 | 7.33 | 8.63 | |
| Seedream4.52026.03 | 6.86 | 8.21 | 6.4 | 7.23 | 7.93 | 5.91 | 6.6 | 7.37 | 4.7 | 5.29 | 7.08 | 5.36 | 4.97 | 6.93 | 7.15 | 8.76 | 9.08 | 8.37 | 7.33 | 8.62 | 7.66 | 2.17 | 5.69 | 7.67 | 6.29 | 7.66 | 6.38 | |
| HY-image-3-instruct2026.03 | 6.04 | 7.55 | 7.68 | 3.91 | 5.42 | 5.79 | 6.32 | 7.85 | 4.69 | 1.73 | 4.26 | 6.59 | 1.45 | 3.52 | 8.67 | 9.43 | 9.35 | 9.52 | 4.73 | 6.62 | 7.43 | 1.12 | 4.67 | 8.65 | 4.16 | 5.99 | 7.03 | |
| Gemini-2.5-Flash-Image2026.03 | 5.88 | 8.06 | 7.58 | 3.35 | 6.05 | 7.5 | 6.01 | 8.17 | 6.05 | 1.77 | 6.86 | 7.11 | 1.75 | 6.06 | 8.83 | 7.95 | 9.54 | 9.58 | 4.08 | 7.57 | 8.83 | 1.7 | 4.82 | 8.76 | 3.92 | 7.14 | 7.8 | |
| FireRed-Image-Edit2026.03 | 5.44 | 7.54 | 7.67 | 4.58 | 6.3 | 6.26 | 6.8 | 8.81 | 5.97 | 1.76 | 4.78 | 5.52 | 1.39 | 2.67 | 8.44 | 9.3 | 9.23 | 9.78 | 4.19 | 7.23 | 7.48 | 1.25 | 5.45 | 8.9 | 4.15 | 6.33 | 7.14 | |
| FLUX.2-dev2026.03 | 5.4 | 7.59 | 4.92 | 3.59 | 6.09 | 4.95 | 3.07 | 8.14 | 5.27 | 1.44 | 5.73 | 5.84 | 1.24 | 3.59 | 8.78 | 8.04 | 8.88 | 8.31 | 4.6 | 7.31 | 5.52 | 1.26 | 6.33 | 9.55 | 3.37 | 6.53 | 6.19 | |
| LongCat-Image-Edit2026.03 | 5.23 | 6.1 | 6.8 | 3.03 | 4.51 | 5.16 | 4.65 | 7.18 | 5.84 | 1.33 | 4.91 | 5.92 | 1.29 | 4.42 | 8.29 | 8.4 | 8.95 | 9.27 | 3.89 | 5.47 | 6.87 | 1.17 | 5.05 | 8.38 | 3.39 | 5.59 | 6.71 | |
| UniWorld-v22026.03 | 5.15 | 7.16 | 5.41 | 3.27 | 5.06 | 4.29 | 4.23 | 7.13 | 2.88 | 1.47 | 4.33 | 4.39 | 1.32 | 2.36 | 8.5 | 8.78 | 8.98 | 8.55 | 3.52 | 6.22 | 5.08 | 1.22 | 4.1 | 7.97 | 3.34 | 5.49 | 5.41 | |
| Qwen-Image-Edit-25092026.03 | 4.96 | 7.05 | 6.55 | 3.44 | 5.17 | 5.9 | 4.97 | 7.84 | 5.07 | 1.35 | 4.9 | 5.91 | 1.26 | 2.72 | 8.77 | 8.97 | 9.15 | 9.11 | 3.9 | 6.48 | 7.24 | 1.22 | 5.17 | 8.51 | 3.49 | 5.84 | 6.8 | |
| Emu3.52026.03 | 4.89 | 6.6 | 3.72 | 3.26 | 4.6 | 2.81 | 4.76 | 5.2 | 2.29 | 1.46 | 3.94 | 3.36 | 1.27 | 2.73 | 5.93 | 8.27 | 8.66 | 8.41 | 3.96 | 5.98 | 4.13 | 1.23 | 3.34 | 6.32 | 3.42 | 4.96 | 4.07 | |
| Qwen-Image-Edit-25112026.03 | 4.8 | 5.94 | 3.73 | 3.36 | 3.73 | 3.77 | 3.89 | 4.46 | 3.34 | 1.42 | 2.67 | 3.95 | 1.28 | 1.6 | 6.97 | 8.5 | 8.88 | 8.48 | 3.27 | 4.21 | 4.23 | 1.09 | 1.97 | 6.04 | 3.18 | 3.93 | 4.63 | |
| Step1X-Edit-v1.22026.03 | 2.73 | 3.98 | 7.38 | 2.44 | 3.22 | 6.75 | 5.68 | 7.01 | 6.45 | 1.26 | 3.46 | 4.76 | 1.34 | 2.84 | 7.64 | 7.78 | 8.54 | 8.67 | 2.12 | 3.79 | 7.89 | 1.09 | 5.81 | 9.37 | 2.78 | 4.36 | 7.03 | |
| BAGEL2026.03 | 2.32 | 3.03 | 5.99 | 1.48 | 2.41 | 4.3 | 3.03 | 6.46 | 2.92 | 1.07 | 3.53 | 5.66 | 1.03 | 4.88 | 7.68 | 7.36 | 7.76 | 8.98 | 1.44 | 2.33 | 5.83 | 1.02 | 4.42 | 8.89 | 1.97 | 4.01 | 5.75 | |
| OmniGen22026.03 | 1.72 | 3.11 | 3.86 | 1.26 | 3.3 | 3.61 | 1.53 | 3.54 | 2.52 | 1.07 | 3.34 | 3.32 | 1 | 3.35 | 3.85 | 3.67 | 5.29 | 4.21 | 1.21 | 3.41 | 3.92 | 1.01 | 4.15 | 6.24 | 1.4 | 3.48 | 3.68 |