Image Editing on ImgEdit (Comprehensive Quality and Action Evaluation)
4.34Score (Add Action)Edit-R1
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Edit-R1Base Model=Qwen-Image-Edit2026.05 | 4.34 | 38.18 | 17.91 | 0.528 | 0.256 | 4.21 | 3.86 | 4.66 | 4.48 | 4.2 | 4.88 | 3.42 | 4.47 | 4.34 | |
| Qwen-Image-Edit2026.05 | 4.31 | 47.7 | 19.68 | 0.567 | 0.22 | 4.37 | 3.33 | 4.6 | 4.42 | 4.26 | 4.81 | 3.61 | 4.27 | 4.26 | |
| Edit-GRPOBase Model=Qwen-Image-Edit2026.05 | 4.27 | 51.81 | 20.65 | 0.608 | 0.204 | 4.4 | 3.42 | 4.66 | 4.43 | 4.26 | 4.85 | 3.55 | 4.56 | 4.3 | |
| Edit-R1Base Model=FLUX.1 Kontext [Dev]2026.05 | 3.86 | 45.84 | 18.82 | 0.581 | 0.221 | 3.9 | 2.67 | 4.4 | 3.39 | 4.07 | 4.59 | 3.04 | 4.12 | 3.82 | |
| UniWorld-V12026.05 | 3.82 | — | — | — | — | 3.64 | 2.27 | 3.47 | 3.24 | 2.99 | 4.21 | 2.96 | 2.74 | 3.26 | |
| Edit-GRPOBase Model=FLUX.1 Kontext [Dev]2026.05 | 3.68 | 59.65 | 23.25 | 0.706 | 0.161 | 3.88 | 2.47 | 4.31 | 3.33 | 3.85 | 4.35 | 2.78 | 3.92 | 3.65 | |
| FLUX.1 Kontext [Dev]2026.05 | 3.67 | 56.67 | 22.92 | 0.69 | 0.163 | 3.81 | 2.1 | 4.18 | 3.01 | 3.75 | 4.42 | 2.61 | 3.92 | 3.52 | |
| OmniGen2026.05 | 3.47 | — | — | — | — | 3.04 | 1.71 | 2.94 | 2.43 | 3.21 | 4.19 | 2.24 | 3.38 | 2.96 | |
| Instruct-Pix2Pix2026.05 | 2.45 | — | — | — | — | 1.83 | 1.44 | 2.01 | 1.5 | 1.44 | 3.55 | 1.2 | 1.46 | 1.88 |