Image Editing on ImgEdit (Detailed Action Evaluation)
4.48Overall ScoreUniWorld-Qwen-Image-Edit
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| UniWorld-Qwen-Image-Edit2026.03 | 4.48 | — | — | — | — | — | — | — | — | — | |
| FIRM-Qwen-EditRL Reward=FIRM-Edit-8B2026.03 | 4.42 | — | — | — | — | — | — | — | — | — | |
| Qwen-Image-Edit-2509RL Reward=Qwen3VL-8B2026.03 | 4.36 | — | — | — | — | — | — | — | — | — | |
| Qwen-Image-Edit-25092026.03 | 4.35 | — | — | — | — | — | — | — | — | — | |
| Qwen-Image-Edit-2509RL Reward=Qwen3VL-32B2026.03 | 4.28 | — | — | — | — | — | — | — | — | — | |
| GPT-Image2026.03 | 4.2 | — | — | — | — | — | — | — | — | — | |
| GPT-4o# Params=-2026.05 | 4.2 | 2.9 | 4.33 | 4.57 | 4.61 | 4.35 | 3.66 | 4.93 | 3.96 | 4.89 | |
| UniWorld-FLUX.1-Kontext2026.03 | 4.02 | — | — | — | — | — | — | — | — | — | |
| FLUX.1-Kontext[Pro]2026.03 | 4 | — | — | — | — | — | — | — | — | — | |
| BAGEL+UNO2026.05 | 3.85 | 2.2 | 4.14 | 4.01 | 4.1 | 4.4 | 3.58 | 4.83 | 3.06 | 4.32 | |
| FLUX.1-Kontext[Dev]2026.03 | 3.71 | — | — | — | — | — | — | — | — | — | |
| FLUX-Kontext2026.05 | 3.6 | 1.81 | 3.69 | 3.89 | 3.8 | 4.2 | 2.97 | 4.62 | 3 | 4.18 | |
| FLUX.1-kontext# Params=12B2026.05 | 3.48 | 1.79 | 3.55 | 3.72 | 3.69 | 4.12 | 2.91 | 4.55 | 2.91 | 4.1 | |
| OmniGen22026.03 | 3.44 | 1.77 | 3.06 | 3.57 | 3.57 | 3.74 | 3.2 | 4.81 | 2.52 | 4.68 | |
| OmniGen22026.03 | 3.44 | — | — | — | — | — | — | — | — | — | |
| BAGEL2026.05 | 3.38 | 1.49 | 3.58 | 3.38 | 3.71 | 3.82 | 3.15 | 4.53 | 2.64 | 4.21 | |
| Nexus-Gen + DIVA# Params=7B2026.05 | 3.35 | 2.72 | 2.75 | 3.25 | 3.73 | 3.67 | 1.79 | 3.93 | 2.25 | 3.21 | |
| UniWorld-V12026.03 | 3.26 | 2.27 | 3.64 | 2.99 | 3.82 | 3.47 | 3.24 | 4.21 | 2.96 | 2.74 | |
| Janus-4o2026.03 | 3.26 | 2.28 | 4.13 | 3.32 | 3.6 | 3.27 | 2.28 | 4.47 | 4.47 | 2.74 | |
| BAGEL# Params=8B+8B2026.05 | 3.24 | 1.49 | 3.56 | 3.35 | 3.62 | 3.78 | 3.01 | 4.46 | 2.5 | 4.13 | |
| BAGEL2026.03 | 3.2 | 1.7 | 3.31 | 3.24 | 3.56 | 3.3 | 2.62 | 4.49 | 2.38 | 4.17 | |
| Step1X-Edit2026.03 | 3.06 | 1.76 | 3.14 | 3.16 | 3.88 | 3.4 | 2.41 | 4.63 | 2.64 | 2.52 | |
| Step1X-Edit2026.03 | 3.06 | — | — | — | — | — | — | — | — | — | |
| UltraEdit# Params=4B2026.05 | 2.99 | 2.16 | 2.81 | 2.84 | 3.48 | 2.86 | 1.43 | 3.81 | 1.93 | 2.98 | |
| Nexus-Gen# Params=7B2026.05 | 2.98 | 2.23 | 2.42 | 3.08 | 3.41 | 3.03 | 1.5 | 3.52 | 1.96 | 2.85 | |
| OmniGen2026.03 | 2.96 | 1.71 | 3.04 | 3.21 | 3.47 | 2.94 | 2.43 | 4.19 | 2.24 | 3.38 | |
| Wallaroo2026.03 | 2.92 | 2.02 | 3.41 | 2.93 | 3.32 | 2.54 | 1.61 | 4.14 | 2.58 | 3.73 | |
| UltraEdit2026.03 | 2.7 | 2.13 | 2.81 | 2.83 | 3.44 | 2.96 | 1.45 | 3.76 | 1.91 | 2.98 | |
| AnyEdit# Params=4B2026.05 | 2.67 | 1.88 | 2.94 | 2.27 | 3.22 | 2.41 | 2.26 | 2.91 | 1.63 | 2.67 | |
| AnyEdit2026.03 | 2.45 | 1.88 | 2.95 | 2.24 | 3.18 | 2.47 | 2.23 | 2.85 | 1.56 | 2.65 | |
| AnyEdit2026.03 | 2.45 | — | — | — | — | — | — | — | — | — | |
| Instruct-Pix2Pix2026.03 | 1.88 | — | — | — | — | — | — | — | — | — |