Image Editing on GEdit-Bench English
7.943G_O (Overall Quality)FireRed-Image-Edit
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FireRed-Image-Edit2026.02 | 7.943 | 8.363 | 8.245 | |
| Qwen-Image-Edit + EditThinker-Expert-GPT4.1Framework=Think-while-Edit, Expert Model=EditThinker-Expert-GPT4.1 (Oracle)2025.12 | 7.9 | 8.57 | 7.86 | |
| Qwen-Image-Edit-25112026.02 | 7.877 | 8.297 | 8.202 | |
| UniWorld-V2Fine-tuned=true2025.12 | 7.83 | 8.39 | 8.02 | |
| Seedream4.52026.02 | 7.82 | 8.268 | 8.167 | |
| Longcat-Image-Edit2026.02 | 7.748 | 8.128 | 8.177 | |
| Nano-Banana-Pro2026.02 | 7.738 | 8.102 | 8.344 | |
| Qwen-Image-Edit + EditThinker-8BFramework=Think-while-Edit, Expert Model=EditThinker-8B2025.12 | 7.73 | 8.3 | 7.86 | |
| Seedream4.02026.02 | 7.701 | 8.143 | 8.124 | |
| Seedream 4.02026.02 | 7.68 | 8.24 | 8.08 | |
| Seedream 4.02025.12 | 7.68 | 8.24 | 8.08 | |
| LongCat-Image-Edit2025.12 | 7.64 | 8.18 | 8 | |
| LongCat-Image-EditType=Gen. Only, Arch.=Diff.2026.04 | 7.64 | 8.18 | 8 | |
| Z-Image-EditType=Gen. Only, Arch.=Diff.2026.04 | 7.57 | 8.11 | 7.72 | |
| Qwen-Image-EditReasoning Protocol=w/o Reasoning2026.02 | 7.56 | 8 | 7.86 | |
| Qwen-Image-Edit2025.12 | 7.56 | 8 | 7.86 | |
| Qwen-Image-EditType=Gen. Only, Arch.=Diff.2026.04 | 7.56 | 8 | 7.86 | |
| Nano Banana2025.12 | 7.54 | 7.86 | 8.33 | |
| Qwen-Image-EditVersion=25092025.12 | 7.54 | 8.15 | 7.86 | |
| GPT-4o2025.06 | 7.53 | 7.85 | 7.62 | |
| GPT-4oType=Private2025.05 | 7.53 | 7.85 | 7.62 | |
| GPT-4o2026.02 | 7.53 | 7.85 | 7.62 | |
| GPT Image 1Quality=High2025.12 | 7.53 | 7.85 | 7.62 | |
| GPT-4oTypes=Private2025.11 | 7.53 | 7.85 | 7.62 | |
| GPT-4oModel Source=Proprietary2025.12 | 7.49 | — | — | |
| Qwen-Image-EditEvaluation Protocol=Without fine-tuning2025.12 | 7.49 | 8.01 | 7.87 | |
| Qwen-Image-Edit-25092026.02 | 7.48 | 7.974 | 7.714 | |
| Step1X-Edit-v1.22026.02 | 7.48 | 7.974 | 7.714 | |
| FLUX.2Version=Dev2026.02 | 7.413 | 7.835 | 8.064 | |
| Nano-Banana2026.02 | 7.291 | 7.396 | 8.454 | |
| Flux-Kontext-dev + EditThinker-Expert-GPT4.1Framework=Think-while-Edit, Expert Model=EditThinker-Expert-GPT4.1 (Oracle)2025.12 | 7.19 | 7.83 | 7.66 | |
| Flux-Kontext-dev + EditThinker-8BFramework=Think-while-Edit, Expert Model=EditThinker-8B2025.12 | 7.02 | 7.59 | 7.63 | |
| Step1X-Edit2025.12 | 6.97 | 7.66 | 7.35 | |
| Step1X-EditFine-tuned=true2025.12 | 6.97 | 7.66 | 7.35 | |
| Step1X-EditType=Gen. Only, Arch.=Diff.2026.04 | 6.97 | 7.66 | 7.35 | |
| UniReasonReasoning Protocol=w Reasoning2026.02 | 6.94 | 7.46 | 7.66 | |
| ImAgentTypes=Bagel2025.11 | 6.88 | 7.85 | 6.61 | |
| OmniGen2 + EditThinker-Expert-GPT4.1Framework=Think-while-Edit, Expert Model=EditThinker-Expert-GPT4.1 (Oracle)2025.12 | 6.78 | 7.34 | 7.24 | |
| DoubaoTypes=Private2025.11 | 6.75 | 6.92 | 7.19 | |
| UniCoTReasoning Protocol=w Reasoning2026.02 | 6.74 | 7.91 | 6.24 | |
| Step1X-Edit2025.06 | 6.7 | 7.09 | 6.76 | |
| Step1X-EditType=Open-source2025.05 | 6.7 | 7.09 | 6.76 | |
| Step1X-EditTypes=Open2025.11 | 6.7 | 7.09 | 6.76 | |
| InternVL-UType=Unified, Arch.=AR + Diff.2026.04 | 6.66 | — | — | |
| Self-RewriteTypes=Bagel2025.11 | 6.61 | 7.66 | 6.57 | |
| LLaDA2.0-UniType=Unified, Arch.=D-Diff. + Diff.2026.04 | 6.61 | 6.68 | 7.52 | |
| LightFusion-WorldReasoning Protocol=w/o Reasoning2026.02 | 6.58 | 7 | 7.29 | |
| FLUX.1 KontextVersion=Pro2025.12 | 6.56 | 7.02 | 7.6 | |
| BAGEL2025.06 | 6.52 | 7.36 | 6.83 | |
| BAGELType=Open-source2025.05 | 6.52 | 7.36 | 6.83 | |
| BAGELReasoning Protocol=w Reasoning2026.02 | 6.52 | 7.36 | 6.83 | |
| BAGEL2025.12 | 6.52 | 7.36 | 6.83 | |
| BAGELFine-tuned=true2025.12 | 6.52 | 7.36 | 6.83 | |
| VanillaTypes=Bagel2025.11 | 6.52 | 7.36 | 6.83 | |
| BAGELType=Unified, Arch.=AR + Diff.2026.04 | 6.52 | 7.36 | 6.83 | |
| Ovis-U1Fine-tuned=true2025.12 | 6.42 | — | — | |
| OmniGen2Reasoning Protocol=w/o Reasoning2026.02 | 6.41 | 7.16 | 6.77 | |
| OmniGen22025.12 | 6.41 | 7.16 | 6.77 | |
| OmniGen2Fine-tuned=true2025.12 | 6.41 | 7.16 | 6.77 | |
| OmniGen2Type=Unified, Arch.=AR + Diff.2026.04 | 6.41 | 7.16 | 6.77 | |
| Gemini 2.02025.06 | 6.32 | 6.73 | 6.61 | |
| Gemini 2.0Type=Private2025.05 | 6.32 | 6.73 | 6.61 | |
| Gemini 2.02026.02 | 6.32 | 6.73 | 6.61 | |
| Gemini 2.02025.12 | 6.32 | 6.73 | 6.61 | |
| Gemini-2.0Types=Private2025.11 | 6.32 | 6.73 | 6.61 | |
| OmniGen2 + EditThinker-8BFramework=Think-while-Edit, Expert Model=EditThinker-8B2025.12 | 6.28 | 6.59 | 7.16 | |
| Flux-Kontext-devEvaluation Protocol=Without fine-tuning2025.12 | 6.18 | 6.62 | 7.61 | |
| OmniGen2Evaluation Protocol=Without fine-tuning2025.12 | 6.03 | 6.47 | 7.04 | |
| FLUX.1 KontextVersion=Dev2025.12 | 6 | 6.52 | 7.38 | |
| FluxKontext devFine-tuned=true2025.12 | 6 | 6.52 | 7.38 | |
| FLUX.1 KontextType=Gen. Only, Arch.=Diff.2026.04 | 6 | 6.52 | 7.38 | |
| OmniGen2025.06 | 5.06 | 5.96 | 5.89 | |
| OmniGenType=Open-source2025.05 | 5.06 | 5.96 | 5.89 | |
| OmniGen2025.12 | 5.06 | 5.96 | 5.89 | |
| OmniGenFine-tuned=true2025.12 | 5.06 | 5.96 | 5.89 | |
| OmniGenTypes=Open2025.11 | 5.06 | 5.96 | 5.89 | |
| UniWorld-V12025.06 | 4.85 | 4.93 | 7.43 | |
| UniWorld-V1Reasoning Protocol=w/o Reasoning2026.02 | 4.85 | 4.93 | 7.43 | |
| UniWorld-v12025.12 | 4.85 | 4.93 | 7.43 | |
| MagicBrush2025.06 | 4.52 | 4.68 | 5.66 | |
| MagicBrushType=Open-source2025.05 | 4.52 | 4.68 | 5.66 | |
| MagicBrush2025.12 | 4.52 | 4.68 | 5.66 | |
| MagicBrushTypes=Open2025.11 | 4.52 | 4.68 | 5.66 | |
| Lumina-DiMOOType=Unified, Arch.=D-Diff.2026.04 | 3.91 | — | — | |
| Instruct-P2P2025.06 | 3.68 | 3.58 | 5.49 | |
| Instruct-Pix2PixType=Open-source2025.05 | 3.68 | 3.58 | 5.49 | |
| IP2PFine-tuned=true2025.12 | 3.68 | 3.58 | 5.49 | |
| Instruct-Pix2PixTypes=Open2025.11 | 3.68 | 3.58 | 5.5 | |
| InstructPix2Pix2025.12 | 3.6 | 3.58 | 5.49 | |
| AnyEdit2025.06 | 3.21 | 3.18 | 5.82 | |
| AnyEditType=Open-source2025.05 | 3.21 | 3.18 | 5.82 | |
| AnyEdit2025.12 | 3.21 | 3.18 | 5.82 | |
| AnyEditFine-tuned=true2025.12 | 3.21 | 3.18 | 5.82 | |
| AnyEditTypes=Open2025.11 | 3.21 | 3.18 | 5.82 |