Image Editing on GEdit-Bench
9.17Semantic ConsistencyDoubao (Seedream 4.0)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Doubao (Seedream 4.0)Version=Seedream 4.0, Release Date=Aug. 20252025.11 | 9.17 | 7.95 | 8.4 | — | |
| GPT4o (Sep. 2025)Release Date=Sep. 20252025.11 | 8.74 | 7.67 | 8.01 | — | |
| MoS-Image-L#param=5B2025.11 | 8.54 | 7.64 | 7.86 | — | |
| NextFlow-RL2026.01 | 8.37 | 8.1 | 7.87 | — | |
| UniWorld-Qwen-Image-Edit2025.11 | 8.36 | 7.87 | 7.76 | — | |
| UniWorld-Qwen-Image-Edit2026.03 | 8.36 | 7.87 | 7.76 | — | |
| ReasonEdit-Q (thinking+reflection)thinking=true, reflection=true2025.11 | 8.34 | 7.97 | 7.77 | — | |
| Gemini 2.5 flash (Sep. 2025)Release Date=Sep. 20252025.11 | 8.25 | 8.29 | 7.89 | — | |
| FIRM-Qwen-EditRL Reward=FIRM-Edit-8B2026.03 | 8.25 | 8.2 | 7.84 | — | |
| Seedream 4.02026.01 | 8.24 | 7.86 | 7.66 | — | |
| ReasonEdit-Q (thinking)thinking=true, reflection=false2025.11 | 8.2 | 7.96 | 7.61 | — | |
| ReasonEdit-S (thinking+reflection)thinking=true, reflection=true2025.11 | 8.18 | 7.85 | 7.58 | — | |
| Qwen-Image-Edit2026.01 | 8.18 | 7.87 | 7.68 | — | |
| NextFlow2026.01 | 8.16 | 7.9 | 7.6 | — | |
| Qwen-Image-Edit-25092026.03 | 8.15 | 7.86 | 7.54 | — | |
| ReasonEdit-Q (base)thinking=false, reflection=false2025.11 | 8.12 | 7.94 | 7.51 | — | |
| Qwen-Image-Edit-25092026.01 | 8.12 | 8.01 | 7.61 | — | |
| UniPic 3.02026.01 | 8.12 | 7.79 | 7.55 | — | |
| EMU3.52026.01 | 8.11 | 7.7 | 7.59 | — | |
| UniComModel Category=Unified Multimodal Models2026.03 | 8.06 | 7.33 | 7.32 | — | |
| Qwen-Image-Edit-2509RL Reward=Qwen3VL-8B2026.03 | 8.04 | 8.22 | 7.69 | — | |
| ReasonEdit-S (thinking)thinking=true, reflection=false2025.11 | 8.02 | 7.64 | 7.36 | — | |
| Qwen-Image-Edit-25092025.11 | 8 | 7.86 | 7.56 | — | |
| Qwen-Image2026.01 | 8 | 7.86 | 7.56 | — | |
| Qwen-ImageModel Category=Generation-only Models2026.03 | 8 | 7.86 | 7.56 | — | |
| Qwen-Image#param=20B2025.11 | 8 | 7.86 | 7.56 | — | |
| MoS-Image-S#param=3B2025.11 | 8 | 7.34 | 7.41 | — | |
| Qwen-Image-Edit-2509RL Reward=Qwen3VL-32B2026.03 | 7.94 | 8.16 | 7.65 | — | |
| Qwen-Image-Edit#Param=20B, #Step=502025.10 | 7.94 | — | 7.36 | 7.5 | |
| GPT Image 12026.01 | 7.85 | 7.62 | 7.53 | — | |
| GPT-Image2026.03 | 7.85 | 7.62 | 7.53 | — | |
| GPT Image 1 [High]#param=-2025.11 | 7.85 | 7.62 | 7.53 | — | |
| TUNAModel Category=Unified Multimodal Models2026.03 | 7.79 | 7.48 | 7.29 | — | |
| ReasonEdit-S (base)thinking=false, reflection=false2025.11 | 7.77 | 7.65 | 7.24 | — | |
| GPT4o (Apr. 2025)Release Date=Apr. 20252025.11 | 7.74 | 8.13 | 7.49 | — | |
| BAGEL-thinkingthinking=true2025.11 | 7.7 | 6.51 | 6.66 | — | |
| Step1X-Edit v1.12025.11 | 7.66 | 7.35 | 6.97 | — | |
| Step1X-Edit2026.01 | 7.66 | 7.35 | 6.97 | — | |
| Step1X-Edit2026.03 | 7.66 | 7.35 | 6.97 | — | |
| Step1X-Edit2026.03 | 7.66 | 7.35 | 6.97 | — | |
| Step1X-Edit#param=12B2025.11 | 7.66 | 7.35 | 6.97 | — | |
| UniPic 2.02026.01 | 7.63 | 7.17 | 7.1 | — | |
| VisionCreator-R1backbone=Qwen3VL32B, plan reward (N)=62026.03 | 7.6 | 7.33 | 7.23 | — | |
| BAGELthinking=false2025.11 | 7.48 | 6.8 | 6.6 | — | |
| Nano Banana2026.01 | 7.43 | 8.14 | 7.2 | — | |
| BAGEL2026.01 | 7.36 | 6.83 | 6.52 | — | |
| BAGEL2026.03 | 7.36 | 6.83 | 6.52 | — | |
| BAGELModel Category=Unified Multimodal Models2026.03 | 7.36 | 6.83 | 6.52 | — | |
| BAGEL#param=14B2025.11 | 7.36 | 6.83 | 6.52 | — | |
| Step-1X Edit v1.1#Param=12B, #Step=282025.10 | 7.3 | — | 6.79 | 7.37 | |
| UniWorld-FLUX.1-Kontext-Dev2025.11 | 7.28 | 7.49 | 6.74 | — | |
| UniWorld-FLUX.1-Kontext2026.03 | 7.28 | 7.49 | 6.74 | — | |
| Qwen-Image-FastOriginal Name=Qwen-Image-Edit-2509-Lightning-4steps-V1.02026.03 | 7.26 | 7.34 | 7.03 | — | |
| Doubao (seed edit 1.6)Version=seed edit 1.6, Release Date=Apr. 20252025.11 | 7.22 | 7.89 | 6.98 | — | |
| Omnigen 22025.11 | 7.16 | 6.77 | 6.41 | — | |
| Flux-Kontext-dev2025.11 | 7.16 | 7.37 | 6.51 | — | |
| OmniGen22026.01 | 7.16 | 6.77 | 6.41 | — | |
| OmniGen2Model Category=Unified Multimodal Models2026.03 | 7.16 | 6.77 | 6.41 | — | |
| OmniGen22026.03 | 7.16 | 6.77 | 6.41 | — | |
| OmniGen2#param=4B2025.11 | 7.16 | 6.77 | 6.41 | — | |
| Hidream-E1.12025.11 | 7.15 | 6.65 | 6.42 | — | |
| Step1X-EditModel Category=Specialized Editing Models2026.03 | 7.09 | 6.76 | 6.7 | — | |
| FLUX.1 KontextModel version=Pro2026.01 | 7.02 | 7.6 | 6.56 | — | |
| FLUX.1 Kontext Pro2026.03 | 7.02 | 7.6 | 6.56 | — | |
| FLUX.1 Kontext [Pro]Model Category=Generation-only Models2026.03 | 7.02 | 7.6 | 6.56 | — | |
| FLUX.1-Kontext[Pro]2026.03 | 7.02 | 7.6 | 6.56 | — | |
| FLUX.1 Kontext [Pro]2025.11 | 7.02 | 7.6 | 6.56 | — | |
| BAGEL#Param=7B, #Step=502025.10 | 7.02 | — | 6.14 | 6.26 | |
| Gemini 2 flash (Apr. 2025)Release Date=Apr. 20252025.11 | 6.87 | 7.44 | 6.51 | — | |
| Qwen-Image-Edit#Param=20B, #Step=42025.10 | 6.82 | — | 6.06 | 6.21 | |
| Gemini 2.02026.01 | 6.73 | 6.61 | 6.32 | — | |
| Gemini 2.02026.03 | 6.73 | 6.61 | 6.32 | — | |
| Gemini 2.0#param=-2025.11 | 6.73 | 6.61 | 6.32 | — | |
| Step-1X Edit v1.1#Param=12B, #Step=42025.10 | 6.61 | — | 6.01 | 6.43 | |
| FLUX.1-Kontext[Dev]2026.03 | 6.52 | 7.38 | 6 | — | |
| FLUX.1-Kontext#Param=12B, #Step=282025.10 | 6.29 | — | 5.65 | 6.65 | |
| NP-Edit#Param=2B, #Step=42025.10 | 6.16 | — | 6.1 | 7.69 | |
| Ming-UnivisionModel Category=Unified Multimodal Models2026.03 | 6.04 | 6.86 | 5.54 | — | |
| OmniGen2026.01 | 5.96 | 5.89 | 5.06 | — | |
| OmniGenModel Category=Unified Multimodal Models2026.03 | 5.96 | 5.89 | 5.06 | — | |
| OmniGen#param=3.8B2025.11 | 5.96 | 5.89 | 5.06 | — | |
| Omnigen2025.11 | 5.88 | 5.87 | 5.01 | — | |
| FLUX.1-Kontext#Param=12B, #Step=42025.10 | 5.8 | — | 5.04 | 5.74 | |
| Hidream-I1 (E1)2025.11 | 5.66 | 6.06 | 5.01 | — | |
| Omni-Gen#Param=4B, #Step=502025.10 | 5.52 | — | 4.97 | 6.14 | |
| ICEdit2025.11 | 4.94 | 7.39 | 4.87 | — | |
| Uniworld-V12025.11 | 4.93 | 7.43 | 4.85 | — | |
| UniWorld-v12026.01 | 4.93 | 7.43 | 4.85 | — | |
| UniWorld-V1Model Category=Unified Multimodal Models2026.03 | 4.93 | 7.43 | 4.85 | — | |
| UniWorld-V1#param=12B2025.11 | 4.93 | 7.43 | 4.85 | — | |
| MagicBrush2026.01 | 4.68 | 5.66 | 4.52 | — | |
| MagicBrushModel Category=Specialized Editing Models2026.03 | 4.68 | 5.66 | 4.52 | — | |
| MagicBrush#param=0.86B2025.11 | 4.68 | 5.66 | 4.52 | — | |
| Turbo-Edit#Param=1B, #Step=42025.10 | 3.84 | — | 3.84 | 6.67 | |
| Instruct-Pix2Pix2026.01 | 3.58 | 5.49 | 3.68 | — | |
| Instruct-Pix2PixModel Category=Specialized Editing Models2026.03 | 3.58 | 5.49 | 3.68 | — | |
| Instruct-Pix2Pix2026.03 | 3.58 | 5.49 | 3.68 | — | |
| Instruct-Pix2Pix#param=0.86B2025.11 | 3.58 | 5.49 | 3.68 | — | |
| AnyEdit2026.01 | 3.18 | 5.82 | 3.21 | — | |
| AnyEditModel Category=Specialized Editing Models2026.03 | 3.18 | 5.82 | 3.21 | — |