Instruction-based Image Editing on ImgEdit Bench 1.0 (test)
4.62Add ScoreNano-Banana
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Nano-Banana2026.02 | 4.62 | 4.41 | 3.68 | 4.34 | 4.39 | 4.4 | 4.18 | 3.72 | 4.83 | 4.29 | |
| GPT Image 1Model Variant=High2025.12 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | 4.2 | |
| Emu3.52026.02 | 4.61 | 4.32 | 3.96 | 4.84 | 4.58 | 4.35 | 4.79 | 3.69 | 4.57 | 4.41 | |
| Seedream4.52026.02 | 4.57 | 4.65 | 2.97 | 4.66 | 4.46 | 4.37 | 4.92 | 3.71 | 4.56 | 4.32 | |
| VisionDirector2025.12 | 4.55 | 4.32 | 3.72 | 4.83 | 4.41 | 4.52 | 4.92 | 4.05 | 4.72 | 4.35 | |
| FireRed-Image-Edit2026.02 | 4.55 | 4.66 | 4.34 | 4.75 | 4.58 | 4.45 | 4.97 | 4.07 | 4.71 | 4.56 | |
| Qwen-Image-Edit-25112026.02 | 4.54 | 4.57 | 4.13 | 4.7 | 4.46 | 4.36 | 4.89 | 4.16 | 4.81 | 4.51 | |
| FLUX.2 [Dev]2026.02 | 4.5 | 4.18 | 3.83 | 4.65 | 4.65 | 4.31 | 4.88 | 3.46 | 4.7 | 4.35 | |
| ChronoEdit2026.02 | 4.48 | 4.39 | 3.49 | 4.66 | 4.67 | 4.57 | 4.91 | 3.82 | 4.83 | 4.42 | |
| Nano-Banana-Pro2026.02 | 4.44 | 4.62 | 3.42 | 4.6 | 4.63 | 4.32 | 4.97 | 3.64 | 4.69 | 4.37 | |
| LongCat-Image-Edit2026.02 | 4.44 | 4.53 | 3.83 | 4.8 | 4.6 | 4.33 | 4.92 | 3.75 | 4.82 | 4.45 | |
| Qwen-Image-Edit2025.12 | 4.38 | 4.16 | 3.43 | 4.66 | 4.14 | 4.38 | 4.81 | 3.82 | 4.69 | 4.27 | |
| Qwen-Image-Edit-25092026.02 | 4.34 | 4.27 | 3.42 | 4.73 | 4.36 | 4.37 | 4.91 | 3.56 | 4.8 | 4.31 | |
| Seedream4.02026.02 | 4.33 | 4.38 | 3.89 | 4.65 | 4.57 | 4.35 | 4.22 | 3.71 | 4.61 | 4.3 | |
| FLUX.1 KontextModel Variant=Pro2025.12 | 4.25 | 4.15 | 2.35 | 4.56 | 3.57 | 4.26 | 4.57 | 3.68 | 4.63 | 4 | |
| FLUX.1 Kontext [Dev]2026.02 | 3.99 | 3.88 | 2.19 | 4.27 | 3.13 | 3.98 | 4.51 | 3.23 | 4.18 | 3.71 | |
| Dreamomini22026.02 | 3.93 | 3.09 | 2.11 | 3.95 | 3.64 | 3.75 | 4.38 | 2.9 | 4.04 | 3.53 | |
| Step1X-Edit-v1.22026.02 | 3.91 | 4.04 | 2.68 | 4.48 | 4.26 | 3.9 | 4.82 | 3.23 | 4.22 | 3.95 | |
| Step1X-Edit2025.12 | 3.88 | 3.14 | 1.76 | 3.4 | 2.41 | 3.16 | 4.63 | 2.64 | 2.52 | 3.06 | |
| UniWorld-V12025.12 | 3.82 | 3.64 | 2.27 | 3.47 | 3.24 | 2.99 | 4.21 | 2.96 | 2.74 | 3.26 | |
| UniWorld-V12026.02 | 3.82 | 3.64 | 2.27 | 3.47 | 3.24 | 2.99 | 4.21 | 2.96 | 2.74 | 3.26 | |
| ICEdit2025.12 | 3.58 | 3.39 | 1.73 | 3.15 | 2.93 | 3.08 | 3.84 | 2.04 | 3.68 | 3.05 | |
| ICEdit2026.02 | 3.58 | 3.39 | 1.73 | 3.15 | 2.93 | 3.08 | 3.84 | 2.04 | 3.68 | 3.05 | |
| OmniGen22025.12 | 3.57 | 3.06 | 1.77 | 3.74 | 3.2 | 3.57 | 4.81 | 2.52 | 4.68 | 3.44 | |
| OmniGen22026.02 | 3.57 | 3.06 | 1.77 | 3.74 | 3.2 | 3.57 | 4.81 | 2.52 | 4.68 | 3.44 | |
| BAGEL2025.12 | 3.56 | 3.31 | 1.7 | 3.3 | 2.62 | 3.24 | 4.49 | 2.38 | 4.17 | 3.2 | |
| BAGEL2026.02 | 3.56 | 3.31 | 1.7 | 3.3 | 2.62 | 3.24 | 4.49 | 2.38 | 4.17 | 3.2 | |
| OmniGen2025.12 | 3.47 | 3.04 | 1.71 | 2.94 | 2.43 | 3.21 | 4.19 | 2.24 | 3.38 | 2.96 | |
| OmniGen2026.02 | 3.47 | 3.04 | 1.71 | 2.94 | 2.43 | 3.21 | 4.19 | 2.24 | 3.38 | 2.96 | |
| UltraEdit2025.12 | 3.44 | 2.81 | 2.13 | 2.96 | 1.45 | 2.83 | 3.76 | 1.91 | 2.98 | 2.7 | |
| UltraEdit2026.02 | 3.44 | 2.81 | 2.13 | 2.96 | 1.45 | 2.83 | 3.76 | 1.91 | 2.98 | 2.7 | |
| AnyEdit2025.12 | 3.18 | 2.95 | 1.88 | 2.47 | 2.23 | 2.24 | 2.85 | 1.56 | 2.65 | 2.45 | |
| AnyEdit2026.02 | 3.18 | 2.95 | 1.88 | 2.47 | 2.23 | 2.24 | 2.85 | 1.56 | 2.65 | 2.45 | |
| MagicBrush2025.12 | 2.84 | 1.58 | 1.51 | 1.97 | 1.58 | 1.75 | 2.38 | 1.62 | 1.22 | 1.9 | |
| MagicBrush2026.02 | 2.84 | 1.58 | 1.51 | 1.97 | 1.58 | 1.75 | 2.38 | 1.62 | 1.22 | 1.9 | |
| Instruct-Pix2Pix2025.12 | 2.45 | 1.83 | 1.44 | 2.01 | 1.5 | 1.44 | 3.55 | 1.2 | 1.46 | 1.88 | |
| Instruct-Pix2Pix2026.02 | 2.45 | 1.83 | 1.44 | 2.01 | 1.5 | 1.44 | 3.55 | 1.2 | 1.46 | 1.88 |