Instruction-based Image Editing on ImgEdit-Bench
4.63AddJoyAI-Image-Edit
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| JoyAI-Image-Edit2026.06 | 4.63 | 4.52 | 4.32 | 4.71 | 4.76 | 4.53 | 4.88 | 4.09 | 4.69 | 4.57 | |
| AnchorEditinference_steps=4, CFG=disabled, backbone=WAN2.1-T2V-14B2026.06 | 4.41 | 4.42 | 3.08 | 4.14 | 3.92 | 4.49 | 4.31 | 3.6 | 4.78 | 4.13 | |
| ChronoEdit-turbo2026.06 | 4.36 | 4.38 | 3.28 | 4.11 | 4 | 4.31 | 4.31 | 3.67 | 4.78 | 4.13 | |
| SpatialFusionModel Category=Unified Generative Model2026.04 | 4.17 | 3.89 | 1.8 | 4.63 | 4.41 | 4.11 | 4.65 | 3.71 | 4.7 | 4.01 | |
| Step1X-EditModel Category=Expertise Generative Model2026.04 | 3.88 | 3.14 | 1.76 | 3.4 | 2.41 | 3.16 | 4.63 | 2.64 | 2.52 | 3.06 | |
| UniWorld-V1Model Category=Unified Generative Model2026.04 | 3.82 | 3.64 | 2.27 | 3.47 | 3.24 | 2.99 | 4.21 | 2.96 | 2.74 | 3.26 | |
| ICEditModel Category=Expertise Generative Model2026.04 | 3.58 | 3.39 | 1.73 | 3.15 | 2.93 | 3.08 | 3.84 | 2.04 | 3.68 | 3.05 | |
| OmniGen2Model Category=Unified Generative Model2026.04 | 3.57 | 3.06 | 1.77 | 3.74 | 3.2 | 3.57 | 4.81 | 2.52 | 4.68 | 3.44 | |
| BAGELModel Category=Unified Generative Model2026.04 | 3.56 | 3.31 | 1.7 | 3.3 | 2.62 | 3.24 | 4.49 | 2.38 | 4.17 | 3.2 | |
| OmniGenModel Category=Unified Generative Model2026.04 | 3.47 | 3.04 | 1.71 | 2.94 | 2.43 | 3.21 | 4.19 | 2.24 | 3.38 | 2.96 | |
| UltraEditModel Category=Expertise Generative Model2026.04 | 3.44 | 2.81 | 2.13 | 2.96 | 1.45 | 2.83 | 3.76 | 1.91 | 2.98 | 2.7 | |
| AnyEditModel Category=Expertise Generative Model2026.04 | 3.18 | 2.95 | 1.88 | 2.47 | 2.23 | 2.24 | 2.85 | 1.56 | 2.65 | 2.45 | |
| MagicBrushModel Category=Expertise Generative Model2026.04 | 2.84 | 1.58 | 1.51 | 1.97 | 1.58 | 1.75 | 2.38 | 1.62 | 1.22 | 1.9 | |
| Instruct-P2PModel Category=Expertise Generative Model2026.04 | 2.45 | 1.83 | 1.44 | 2.01 | 1.5 | 1.44 | 3.55 | 1.2 | 1.46 | 1.88 |