Image Editing on ImgEdit-Bench
4.5Overall ScoreLongCat-Image-Edit
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LongCat-Image-Edit2025.12 | 4.5 | 4.51 | 4.57 | 3.93 | 4.76 | 4.6 | 4.49 | 4.85 | 4.01 | 4.74 | — | — | — | — | |
| FineEdit2026.04 | 4.5 | 4.53 | 4.57 | 4.03 | 4.83 | 4.65 | 4.53 | 4.68 | 3.85 | 4.86 | — | — | — | — | |
| UniWorld-V2Fine-tuned=true2025.12 | 4.49 | 4.29 | 4.44 | 4.32 | 4.69 | 4.72 | 4.41 | 4.91 | 3.83 | 4.83 | — | — | — | — | |
| Qwen-Image-Edit + EditThinker-Expert-GPT4.1Framework=Think-while-Edit, Expert Model=EditThinker-Expert-GPT4.1 (Oracle)2025.12 | 4.49 | 4.47 | 4.27 | 4.18 | 4.58 | 4.59 | 4.55 | 4.81 | 3.72 | 4.77 | — | — | — | — | |
| UniWorld-V22026.06 | 4.49 | 4.29 | 4.44 | 4.32 | 4.69 | 4.72 | 4.41 | 4.91 | 3.83 | 4.83 | — | — | — | — | |
| UniWorld-Qwen-Image-Edit2025.11 | 4.48 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Doubao (Seedream 4.0)Version=Seedream 4.0, Release Date=Aug. 20252025.11 | 4.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen-Image-Edit-2509Params=7B + 20B2025.06 | 4.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReasonEdit-S (thinking+reflection)thinking=true, reflection=true2025.11 | 4.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen-Image-Edit + EditThinker-8BFramework=Think-while-Edit, Expert Model=EditThinker-8B2025.12 | 4.4 | 4.23 | 4.43 | 4.24 | 4.2 | 4.21 | 4.44 | 4.76 | 3.91 | 4.68 | — | — | — | — | |
| ReasonEdit-Q (thinking+reflection)thinking=true, reflection=true2025.11 | 4.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen-Image-EditEvaluation Protocol=Without fine-tuning2025.12 | 4.36 | 4.59 | 4.32 | 3.79 | 4.57 | 3.86 | 4.54 | 4.83 | 3.85 | 4.7 | — | — | — | — | |
| UniPic 3.02026.01 | 4.35 | 4.45 | 4.44 | 3.31 | 4.71 | 4.46 | 4.35 | 4.97 | — | 4.69 | 3.77 | — | — | — | |
| Nano Banana2025.12 | 4.35 | 4.5 | 4.47 | 3.75 | 4.64 | 4.51 | 4.44 | 4.14 | 4.03 | 4.65 | — | — | — | — | |
| Qwen-Image-Editcheckpoint=25092025.12 | 4.35 | 4.32 | 4.36 | 4.04 | 4.64 | 4.52 | 4.37 | 4.84 | 3.39 | 4.71 | — | — | — | — | |
| Nano Banana2026.02 | 4.35 | 4.5 | 4.47 | 3.75 | 4.64 | 4.51 | 4.44 | 4.14 | 4.03 | 4.65 | — | — | — | — | |
| Qwen-Image-Edit-25092026.02 | 4.35 | 4.32 | 4.36 | 4.04 | 4.64 | 4.52 | 4.37 | 4.84 | 3.39 | 4.71 | — | — | — | — | |
| Qwen-Image-Edit-25092026.04 | 4.35 | 4.32 | 4.36 | 4.04 | 4.64 | 4.52 | 4.37 | 4.84 | 3.39 | 4.71 | — | — | — | — | |
| STAR-7BModel Type=Unified Models2025.12 | 4.34 | 4.33 | 4.19 | 4.19 | 4.59 | 4.58 | 4.36 | 4.59 | 3.67 | 4.6 | — | — | — | — | |
| HYDRA-XModel Category=Unified Multimodal Models, Parameters=7B2026.06 | 4.34 | — | — | 4.04 | — | 4.38 | — | — | — | — | — | — | — | — | |
| Qwen-Image-Edit-25092026.01 | 4.31 | 4.43 | 4.42 | 3.51 | 4.66 | 4.29 | 4.36 | 4.84 | — | 4.58 | 3.72 | — | — | — | |
| TUNAModel Category=Unified Multimodal Models2026.03 | 4.31 | 4.46 | 4.52 | 2.47 | 4.68 | 4.58 | 4.56 | 4.73 | 4.07 | 4.69 | — | — | — | — | |
| Gemini 2.5 flash (Sep. 2025)Release Date=Sep. 20252025.11 | 4.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GPT4o (Sep. 2025)Release Date=Sep. 20252025.11 | 4.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniRef-Image-Edit2026.02 | 4.28 | 4.24 | 3.97 | 3.67 | 4.62 | 4.4 | 4.28 | 4.91 | 3.62 | 4.72 | — | — | — | — | |
| Gemini 2.5 Flash ImageParams=-2025.06 | 4.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen-Image-Edit-25092025.11 | 4.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReasonEdit-Q (thinking)thinking=true, reflection=false2025.11 | 4.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen-Image-Edit2025.12 | 4.27 | 4.38 | 4.16 | 3.43 | 4.66 | 4.14 | 4.38 | 4.81 | 3.82 | 4.69 | — | — | — | — | |
| Qwen-Image-Edit2026.02 | 4.27 | 4.38 | 4.16 | 3.43 | 4.66 | 4.14 | 4.38 | 4.81 | 3.82 | 4.69 | — | — | — | — | |
| Qwen-ImageModel Category=Generation-only Models2026.03 | 4.27 | 4.38 | 4.16 | 3.43 | 4.66 | 4.14 | 4.38 | 4.81 | 3.82 | 4.69 | — | — | — | — | |
| Qwen-Image-Edit2026.04 | 4.27 | 4.38 | 4.16 | 3.43 | 4.66 | 4.14 | 4.38 | 4.81 | 3.82 | 4.69 | — | — | — | — | |
| Qwen-ImageModel Category=Generation-only Models2026.06 | 4.27 | — | — | 3.43 | — | 4.14 | — | — | — | — | — | — | — | — | |
| Qwen-Image-EditModel Type=Gen. Only Models2026.06 | 4.27 | 4.38 | 4.16 | 3.43 | 4.66 | 4.14 | 4.38 | 4.81 | 3.82 | 4.69 | — | — | — | — | |
| Qwen-Image-Edit2026.01 | 4.25 | 4.26 | 4.45 | 3.47 | 4.58 | 3.87 | 4.32 | 4.8 | — | 4.59 | 3.91 | — | — | — | |
| ReasonEdit-Q (base)thinking=false, reflection=false2025.11 | 4.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReasonEdit-S (base)thinking=false, reflection=false2025.11 | 4.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Nano Banana2026.01 | 4.22 | 4.33 | 4.36 | 3.89 | 4.55 | 4.39 | 4.32 | 4.2 | — | 4.48 | 3.42 | — | — | — | |
| UniComModel Category=Unified Multimodal Models2026.03 | 4.22 | 4.36 | 4.04 | 3.3 | 4.63 | 4.4 | 4.24 | 4.79 | 3.54 | 4.69 | — | — | — | — | |
| GPT-4o-Image2025.06 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| GPT-4o-Imagestatus=Closed-Source Commercial Models and Concurrent works2025.12 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| GPT-4oModel Type=Unified Models2025.12 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| GPT Image 1variant=High2025.12 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| GPT-4oModel Source=Proprietary2025.12 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| GPT Image 1Setting=High2026.02 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| GPT-4otrained_on_extra_image_text_data=false2025.09 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| GPT-4oType=Private2025.11 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| GPT-4o-Image2026.04 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| GPT-4o-Image2025.09 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| GPT-Image-12026.06 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| GPT-Image-1 [High]Model Type=Unified Models2026.06 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| GPT-4o2025.10 | 4.2 | 4.61 | 4.33 | 2.9 | 4.35 | 3.66 | 4.57 | 4.93 | 3.96 | 4.89 | — | — | — | — | |
| ReasonEdit-S (thinking)thinking=true, reflection=false2025.11 | 4.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Seedream4.02025.12 | 4.18 | 4.52 | 4.41 | 2.93 | 4.56 | 4.44 | 4.3 | 4.76 | 3.33 | 4.36 | — | — | — | — | |
| SeedreamVersion=4.02026.02 | 4.18 | 4.52 | 4.41 | 2.93 | 4.56 | 4.44 | 4.3 | 4.76 | 3.33 | 4.36 | — | — | — | — | |
| GPT Image 1.5public=×2026.03 | 4.16 | 4.77 | 4.49 | 4.44 | 3.54 | 4.37 | 4.37 | 3.3 | 3.5 | 3.94 | — | — | — | — | |
| STAR-3BModel Type=Unified Models2025.12 | 4.14 | 4.26 | 4.06 | 3.78 | 4.46 | 4.34 | 4.19 | 4.53 | 3.29 | 4.38 | — | — | — | — | |
| MT-EditFlow-NFTBackbone=FLUX.2-Klein-base-9B2026.06 | 4.14 | 4.42 | 4.23 | 2.33 | 4.5 | 4.04 | 4.39 | 4.94 | 3.62 | 4.81 | — | — | — | — | |
| Flux-Kontext-dev + EditThinker-Expert-GPT4.1Framework=Think-while-Edit, Expert Model=EditThinker-Expert-GPT4.1 (Oracle)2025.12 | 4.13 | 4.08 | 4.01 | 3.45 | 4.44 | 3.75 | 4.19 | 4.59 | 3.73 | 4.57 | — | — | — | — | |
| Seedream 4.02026.01 | 4.11 | 4.47 | 4.31 | 2.96 | 4.42 | 4.25 | 4.22 | 4.76 | — | 4.45 | 3.11 | — | — | — | |
| LongCat-Image-Editpublic=✓2026.03 | 4.07 | 4.72 | 4.22 | 4.44 | 3.41 | 4.31 | 4.38 | 3.14 | 3.19 | 3.99 | — | — | — | — | |
| UniPic 2.02026.01 | 4.06 | 4.48 | 4.18 | 1.86 | 4.73 | 4 | 4.73 | 4.53 | — | 4.22 | 3.82 | — | — | — | |
| FLUX.2-Klein-base-9B2026.06 | 4.06 | 4.42 | 4.23 | 2.3 | 4.42 | 3.86 | 4.23 | 4.94 | 3.43 | 4.72 | — | — | — | — | |
| HY-WUpublic=✓2026.03 | 4.05 | 4.67 | 4.38 | 4.12 | 3.37 | 4.34 | 4.45 | 3.28 | 3.56 | 4.02 | — | — | — | — | |
| UniWorld-FLUX.1-Kontext-Dev2025.11 | 4.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Nano Banana Propublic=×2026.03 | 4.02 | 4.81 | 4.37 | 4.06 | 3.41 | 4.19 | 4.29 | 3.19 | 3.55 | 4.11 | — | — | — | — | |
| Ovis-U1Model Type=Unified Models2025.12 | 4 | 4.13 | 3.62 | 2.98 | 4.45 | 4.06 | 4.22 | 4.69 | 3.45 | 4.61 | — | — | — | — | |
| FLUX.1 Kontextvariant=Pro2025.12 | 4 | 4.25 | 4.15 | 2.35 | 4.56 | 3.57 | 4.26 | 4.57 | 3.68 | 4.63 | — | — | — | — | |
| Ovis-U1Fine-tuned=true2025.12 | 4 | 4.13 | 3.62 | 2.98 | 4.45 | 4.06 | 4.22 | 4.69 | 3.45 | 4.61 | — | — | — | — | |
| FLUX.1 KontextVersion=Pro2026.02 | 4 | 4.25 | 4.15 | 2.35 | 4.56 | 3.57 | 4.26 | 4.57 | 3.68 | 4.63 | — | — | — | — | |
| FLUX.1 Kontext [Pro]Model Category=Generation-only Models2026.03 | 4 | 4.25 | 4.15 | 2.35 | 4.56 | 3.57 | 4.26 | 4.57 | 3.68 | 4.63 | — | — | — | — | |
| Kontext-pro2026.04 | 4 | 4.25 | 4.15 | 2.35 | 4.56 | 3.57 | 4.26 | 4.57 | 3.68 | 4.63 | — | — | — | — | |
| FLUX.1 Kontext [Pro]Model Category=Generation-only Models2026.06 | 4 | — | — | 2.35 | — | 3.57 | — | — | — | — | — | — | — | — | |
| Flux-Kontext-dev + EditThinker-8BFramework=Think-while-Edit, Expert Model=EditThinker-8B2025.12 | 3.98 | 3.82 | 3.8 | 3.52 | 4.09 | 3.88 | 4.09 | 4.52 | 3.21 | 4.44 | — | — | — | — | |
| Hidream-E1.12025.11 | 3.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Flux-Kontext-dev2025.11 | 3.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ovis-U1status=Closed-Source Commercial Models and Concurrent works2025.12 | 3.97 | 3.99 | 3.73 | 2.66 | 4.38 | 4.15 | 4.05 | 4.86 | 3.43 | 4.68 | — | — | — | — | |
| Ovis-U12025.09 | 3.97 | 3.99 | 3.73 | 2.66 | 4.38 | 4.15 | 4.05 | 4.86 | 3.43 | 4.68 | — | — | — | — | |
| EasyV2V2025.12 | 3.96 | 4.46 | 4.18 | 1.8 | 3.86 | 3.7 | 4.33 | 4.57 | 4.04 | 4.68 | — | — | — | — | |
| FLUX.2 [Dev]public=✓2026.03 | 3.92 | 4.64 | 3.9 | 4.18 | 3.54 | 3.99 | 4.34 | 3.03 | 3.21 | 4.01 | — | — | — | — | |
| Step1X-Edit v1.12025.11 | 3.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Seedream 4.5public=×2026.03 | 3.87 | 4.63 | 3.92 | 4.29 | 3.1 | 3.93 | 4.03 | 3.2 | 3.25 | 3.94 | — | — | — | — | |
| UniVideo2025.10 | 3.83 | 4.22 | 3.9 | 1.66 | 3.96 | 3.73 | 4.11 | 4.54 | 3.55 | 4.81 | — | — | — | — | |
| OmniGen2 + EditThinker-Expert-GPT4.1Framework=Think-while-Edit, Expert Model=EditThinker-Expert-GPT4.1 (Oracle)2025.12 | 3.81 | 4.21 | 3.28 | 3.04 | 3.8 | 3.39 | 4.16 | 4.61 | 2.97 | 3.39 | — | — | — | — | |
| GPT-Image-12026.02 | 3.8 | 3.81 | 3.86 | — | 3.78 | 4.32 | 3.85 | — | — | 3.87 | 3.1 | 12.209 | 0.308 | — | |
| CoCoEditBase Model=Qwen-Image-Edit2026.02 | 3.79 | 3.85 | 3.96 | — | 3.76 | 4.47 | 3.74 | — | — | 3.85 | 2.87 | 19.125 | 0.555 | 1.7 | |
| CoCoEditBackbone=Qwen-Image-Edit2026.02 | 3.79 | 3.85 | 3.96 | — | 3.76 | 4.47 | 3.74 | — | — | 3.85 | 2.87 | 19.125 | 0.555 | 1.7 | |
| Qwen-Image-Edit-2511public=✓2026.03 | 3.77 | 4.69 | 4.24 | 4.05 | 3.28 | 3.02 | 4.33 | 2.94 | 3.5 | 3.8 | — | — | — | — | |
| Nano-Banana2026.02 | 3.76 | 3.79 | 3.9 | — | 3.68 | 4.42 | 3.75 | — | — | 3.82 | 2.97 | 16.926 | 0.449 | — | |
| UniAR (ours)Model Type=Unified Models2026.06 | 3.73 | 3.91 | 3.48 | 2.75 | 3.94 | 3.64 | 3.74 | 4.27 | 3.06 | 4.7 | — | — | — | — | |
| Edit-R1Backbone=Qwen-Image-Edit2026.02 | 3.72 | 3.74 | 3.7 | — | 3.73 | 4.39 | 3.71 | — | — | 3.79 | 3.01 | 16.13 | 0.482 | 3.1 | |
| Kontext-dev2025.12 | 3.71 | 3.83 | 3.65 | 2.27 | 4.45 | 3.17 | 3.98 | 4.55 | 3.35 | 4.29 | — | — | — | — | |
| FLUX.1 Kontextvariant=Dev2025.12 | 3.71 | 4.12 | 3.8 | 2.04 | 4.22 | 3.09 | 3.97 | 4.51 | 3.35 | 4.25 | — | — | — | — | |
| MotionNFTBackbone=Qwen-Image-Edit2026.02 | 3.71 | 3.83 | 3.75 | — | 3.67 | 4.29 | 3.7 | — | — | 3.81 | 2.95 | 17.072 | 0.514 | 2.8 | |
| FLUX.1 KontextVersion=Dev2026.02 | 3.71 | 4.12 | 3.8 | 2.04 | 4.22 | 3.09 | 3.97 | 4.51 | 3.35 | 4.25 | — | — | — | — | |
| Kontext-dev2026.04 | 3.71 | 4.12 | 3.8 | 2.04 | 4.22 | 3.09 | 3.97 | 4.51 | 3.35 | 4.25 | — | — | — | — | |
| Kontext-dev2025.09 | 3.71 | 3.83 | 3.65 | 2.27 | 4.45 | 3.17 | 3.98 | 4.55 | 3.35 | 4.29 | — | — | — | — | |
| FLUX.1 Kontext [Dev]Model Type=Gen. Only Models2026.06 | 3.71 | 4.12 | 3.8 | 2.04 | 4.22 | 3.09 | 3.97 | 4.51 | 3.35 | 4.25 | — | — | — | — | |
| Qwen-Image-Edit2026.02 | 3.7 | 3.8 | 3.77 | — | 3.66 | 4.33 | 3.63 | — | — | 3.78 | 2.92 | 17.635 | 0.526 | 2.7 | |
| Qwen-Image-Edit2026.02 | 3.7 | 3.8 | 3.77 | — | 3.66 | 4.33 | 3.63 | — | — | 3.78 | 2.92 | 17.635 | 0.526 | 2.7 |