Image Editing on EComEditBench Precise-instruction
9.88Add (IA)GMO-E2DIT
Evaluation results
| Method | Links | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GMO-E2DITSource Type=Open-source2026.07 | 9.88 | 9.91 | 9.89 | 9.19 | 9.19 | 9.65 | 9.82 | 9.7 | 9.61 | 9.96 | 9.72 | 9.78 | 9.92 | 9.73 | 9.95 | 9.78 | 9.51 | 9.89 | 9.91 | 9.63 | 9.8 | 9.92 | 9.67 | 9.75 | 9.82 | 9.62 | 9.85 | |
| Nano Banana ProSource Type=Closed-source2026.07 | 9.84 | 9.79 | 9.83 | 9.16 | 8.98 | 9.46 | 9.47 | 9.43 | 9.45 | 8.17 | 7.93 | 9.27 | 9.26 | 8.98 | 9.47 | 9.1 | 8.91 | 9.55 | 9.5 | 9.28 | 9.72 | 8.71 | 8.58 | 8.87 | 9.18 | 9.01 | 9.49 | |
| Nano Banana 2Source Type=Closed-source2026.07 | 9.82 | 9.72 | 9.92 | 9.09 | 9.01 | 9.92 | 9.54 | 9.45 | 9.19 | 8.5 | 8.32 | 9.17 | 9.32 | 9.06 | 9.59 | 8.86 | 8.63 | 9.27 | 9.3 | 9.1 | 9.44 | 9.07 | 8.95 | 9.19 | 9.17 | 9 | 9.44 | |
| Seedream 5.0Source Type=Closed-source2026.07 | 9.74 | 9.46 | 9.68 | 8.65 | 8.46 | 9.44 | 9.82 | 9.71 | 9.57 | 8.79 | 8.5 | 9.15 | 9.02 | 8.8 | 9.53 | 9.33 | 9.05 | 9.56 | 9.24 | 8.91 | 9.31 | 9.75 | 9.51 | 9.73 | 9.29 | 9.04 | 9.49 | |
| Wan2.7-Image-ProSource Type=Closed-source2026.07 | 9.18 | 8.99 | 9.19 | 8.78 | 8.4 | 9.26 | 8.86 | 8.85 | 8.58 | 7.31 | 7.1 | 9.14 | 7.4 | 7.24 | 8.79 | 8.53 | 8.32 | 9.29 | 8.39 | 8.17 | 9.04 | 8.66 | 8.58 | 9.15 | 8.4 | 8.21 | 9.07 | |
| FLUX2-klein-base-9BSource Type=Open-source2026.07 | 5.84 | 4.75 | 6.32 | 6.4 | 6.32 | 5.68 | 8.25 | 8.18 | 6.94 | 4.52 | 4.4 | 9.11 | 4.06 | 3.78 | 5.19 | 5.58 | 5.1 | 6.66 | 5.97 | 5.57 | 7.02 | 4.35 | 4.26 | 4.64 | 5.65 | 5.3 | 6.52 | |
| Qwen-Image-Edit-2511Source Type=Open-source2026.07 | 3 | 2.41 | 5.16 | 7.99 | 7.77 | 6.91 | 8.14 | 7.9 | 5.41 | 7.23 | 6.75 | 7.87 | 5.16 | 4.42 | 5.67 | 5.01 | 4.54 | 5.26 | 4.48 | 4.17 | 4.93 | 2.91 | 2.81 | 3.38 | 5.34 | 4.95 | 5.48 | |
| FireRed-Image-Edit-1.1Source Type=Open-source2026.07 | 1.18 | 1.09 | 1.47 | 4.78 | 4.34 | 2.27 | 6.58 | 6.56 | 2.33 | 1.86 | 1.77 | 1.54 | 1.54 | 1.44 | 1.26 | 1.81 | 1.68 | 1.64 | 1.23 | 1.21 | 1.14 | 1 | 1 | 1 | 2.3 | 2.2 | 1.54 |