Image Editing on ImgEdit Benchmark 2025 (full)
4.63Add ScoreMoS-Image-L
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MoS-Image-L#Param=5B2025.11 | 4.63 | 4.47 | 2.04 | 4.85 | 4.73 | 4.85 | 4.71 | 4.16 | 4.52 | 4.33 | |
| GPT Image 1 [High]2025.11 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | 4.2 | |
| MoS-Image-S#Param=3B2025.11 | 4.4 | 4.02 | 2.39 | 4.8 | 4.6 | 4.52 | 4.68 | 3.8 | 4.31 | 4.17 | |
| Qwen-Image#Param=20B2025.11 | 4.38 | 4.16 | 3.43 | 4.66 | 4.14 | 4.38 | 4.81 | 3.82 | 4.69 | 4.27 | |
| FLUX.1 Kontext [Pro]2025.11 | 4.25 | 4.15 | 2.35 | 4.56 | 3.57 | 4.26 | 4.57 | 3.68 | 4.63 | 4 | |
| Step1X-Edit#Param=12B2025.11 | 3.88 | 3.14 | 1.76 | 3.4 | 2.41 | 3.16 | 4.63 | 2.64 | 2.52 | 3.06 | |
| UniWorld-V1#Param=12B2025.11 | 3.82 | 3.64 | 2.27 | 3.47 | 3.24 | 2.99 | 4.21 | 2.96 | 2.74 | 3.26 | |
| ICEdit#Param=0.2B2025.11 | 3.58 | 3.39 | 1.73 | 3.15 | 2.93 | 3.08 | 3.84 | 2.04 | 3.68 | 3.05 | |
| OmniGen2#Param=4B2025.11 | 3.57 | 3.06 | 1.77 | 3.74 | 3.2 | 3.57 | 4.81 | 2.52 | 4.68 | 3.44 | |
| BAGEL#Param=14B2025.11 | 3.56 | 3.31 | 1.7 | 3.3 | 2.62 | 3.24 | 4.49 | 2.38 | 4.17 | 3.2 | |
| OmniGen#Param=3.8B2025.11 | 3.47 | 3.04 | 1.71 | 2.94 | 2.43 | 3.21 | 4.19 | 2.24 | 3.38 | 2.96 | |
| UltraEdit#Param=2.5B2025.11 | 3.44 | 2.81 | 2.13 | 2.96 | 1.45 | 2.83 | 3.76 | 1.91 | 2.98 | 2.7 | |
| AnyEdit#Param=0.86B2025.11 | 3.18 | 2.95 | 1.88 | 2.47 | 2.23 | 2.24 | 2.85 | 1.56 | 2.65 | 2.45 | |
| MagicBrush#Param=0.86B2025.11 | 2.84 | 1.58 | 1.51 | 1.97 | 1.58 | 1.75 | 2.38 | 1.62 | 1.22 | 1.9 | |
| Instruct-Pix2Pix#Param=0.86B2025.11 | 2.45 | 1.83 | 1.44 | 2.01 | 1.5 | 1.44 | 3.55 | 1.2 | 1.46 | 1.88 |