Image Editing on EComEditBench Fuzzy-instruction
9.69Add Operation IA ScoreNano Banana 2
Evaluation results
| Method | Links | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Nano Banana 2Source Type=Closed-source2026.07 | 9.69 | 9.55 | 9.75 | 9.04 | 9.01 | 9.57 | 9.67 | 9.52 | 8.48 | 8.21 | 7.8 | 8.87 | 7.61 | 7.15 | 8.59 | 8.3 | 7.96 | 8.59 | 8.27 | 7.99 | 8.72 | 7.49 | 7.2 | 8.22 | 8.48 | 8.21 | 8.81 | |
| Nano Banana ProSource Type=Closed-source2026.07 | 9.69 | 9.73 | 9.93 | 9.19 | 9.14 | 9.8 | 9.32 | 9.16 | 9.08 | 7.93 | 7.61 | 9.18 | 7.3 | 6.89 | 8.81 | 7.95 | 7.71 | 9.05 | 7.55 | 7.33 | 8.37 | 7.19 | 7.18 | 8.82 | 8.16 | 7.98 | 9.04 | |
| Wan2.7-Image-ProSource Type=Closed-source2026.07 | 9.64 | 9.5 | 9.77 | 9.18 | 9.15 | 9.64 | 9.48 | 9.29 | 8.71 | 7.22 | 6.88 | 8.52 | 3.74 | 3.61 | 8.25 | 6.88 | 6.65 | 8.55 | 6.21 | 6.04 | 8.34 | 4.98 | 4.92 | 7.94 | 7.04 | 6.87 | 8.66 | |
| GMO-E2DITSource Type=Open-source2026.07 | 9.62 | 9.31 | 9.95 | 9.04 | 9 | 9.88 | 8.96 | 8.83 | 9.06 | 8.87 | 8.14 | 8.56 | 9.07 | 8.54 | 9.3 | 8.67 | 8.13 | 8.74 | 8 | 7.47 | 8.12 | 7.75 | 7.44 | 8.06 | 8.66 | 8.25 | 8.87 | |
| Seedream 5.0Source Type=Closed-source2026.07 | 9.22 | 8.8 | 8.46 | 9.2 | 9.14 | 9.49 | 9.52 | 9.24 | 8.39 | 8.82 | 8.45 | 8.39 | 8.07 | 7.51 | 8.74 | 8.34 | 7.88 | 8.34 | 7.88 | 7.45 | 7.67 | 7.68 | 7.3 | 7.47 | 8.49 | 8.11 | 8.3 | |
| FLUX2-klein-base-9BSource Type=Open-source2026.07 | 7.61 | 5.4 | 8.17 | 7.34 | 7.1 | 8.38 | 8.97 | 8.79 | 8.2 | 5.49 | 4.49 | 7.8 | 2.02 | 1.91 | 6.78 | 4.68 | 3.97 | 6.01 | 4.16 | 3.7 | 5.58 | 2.51 | 2.24 | 3.96 | 5.16 | 4.53 | 6.65 | |
| Qwen-Image-Edit-2511Source Type=Open-source2026.07 | 4.88 | 3.85 | 5.29 | 8.09 | 8.14 | 7.63 | 8.42 | 8.07 | 6.03 | 4.9 | 4.49 | 5.17 | 2.41 | 2.21 | 4.48 | 3.87 | 3.43 | 4.04 | 3.21 | 2.75 | 4.33 | 2.31 | 2.12 | 3.72 | 4.52 | 4.12 | 4.91 | |
| FireRed-Image-Edit-1.1Source Type=Open-source2026.07 | 1.35 | 1.11 | 1.64 | 6.82 | 5.89 | 4.67 | 8.08 | 7.83 | 4.08 | 4.65 | 3.73 | 3.06 | 2.06 | 1.84 | 2.2 | 2.34 | 1.91 | 1.63 | 1.91 | 1.65 | 1.46 | 1.25 | 1.14 | 1.18 | 3.27 | 2.87 | 2.3 |