Image Editing on ImgEdit (Detailed Action & Attribute Evaluation)
4.49Overall ScoreLongCat-Image
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LongCat-ImageParam.=6B2026.03 | 4.49 | 4.66 | 4.68 | 4.75 | 4.64 | 4.35 | 4.81 | 3.9 | 4.83 | 3.8 | — | |
| Gemini-3.1-ProI2I Model=FLUX.2-klein-9B2026.05 | 4.46 | 4.55 | 4.62 | 4.76 | 4.31 | 4.43 | 4.94 | 3.96 | 4.82 | 2.9 | — | |
| Gemini-3.1-ProI2I Model=FLUX.2-klein-4B2026.05 | 4.38 | 4.48 | 4.66 | 4.53 | 4.44 | 4.4 | 4.72 | 3.82 | 4.58 | 3.12 | — | |
| Qwen-Image-EditType=Gen. Only2026.04 | 4.35 | 4.32 | 4.52 | 4.64 | 4.36 | 4.37 | 4.84 | 4.04 | 4.71 | 3.39 | — | |
| MAPE (Qwen3-VL-4B)I2I Model=FLUX.2-klein-9B2026.05 | 4.32 | 4.32 | 4.28 | 4.55 | 4.21 | 4.22 | 4.84 | 4.01 | 4.68 | 3 | — | |
| TunaModel Type=Unified Models2026.04 | 4.31 | 4.43 | 4.55 | 4.65 | 4.48 | 4.52 | 4.69 | 2.46 | 4.76 | 4.22 | — | |
| Z-ImageParam.=6B2026.03 | 4.3 | 4.4 | 4.13 | 4.57 | 4.14 | 4.14 | 4.85 | 4.3 | 4.5 | 3.63 | — | |
| Z-Image-EditType=Gen. Only2026.04 | 4.3 | 4.4 | 4.13 | 4.57 | 4.14 | 4.14 | 4.85 | 4.3 | 4.5 | 3.63 | — | |
| Qwen-ImageModel Category=Diffusion Only Models2026.04 | 4.27 | 4.38 | 4.14 | 4.66 | 4.16 | 4.38 | 4.81 | 3.43 | 4.69 | 3.82 | — | |
| Qwen-ImageModel Type=Generation-only Models2026.04 | 4.27 | 4.38 | 4.14 | 4.66 | 4.16 | 4.38 | 4.81 | 3.43 | 4.69 | 3.82 | — | |
| Qwen3-VL-4B (MSP)I2I Model=FLUX.2-klein-9B2026.05 | 4.25 | 4.39 | 4.26 | 4.39 | 4.24 | 4.26 | 4.91 | 3.61 | 4.48 | 3.19 | — | |
| DuETModel=FLUX2-Klein 9B, Interval=[25, 35]2026.06 | 4.24 | — | — | — | — | — | — | — | — | — | — | |
| GPT Image 1 [High]Model Category=Closed-source Models2026.04 | 4.2 | 4.61 | 3.66 | 4.35 | 4.33 | 4.57 | 4.93 | 2.9 | 4.89 | 3.96 | — | |
| GPT-ImageModel Type=Unified Models2026.04 | 4.2 | 4.61 | 3.66 | 4.35 | 4.33 | 4.57 | 4.93 | 2.9 | 4.89 | 3.96 | — | |
| GPT-4o2026.05 | 4.2 | 4.61 | 3.66 | 4.35 | 4.33 | 4.57 | 4.93 | — | — | — | — | |
| GPT-4o-ImageStatus=Private model2025.09 | 4.2 | — | 3.66 | 4.35 | 4.33 | 4.57 | 4.93 | 2.9 | 4.89 | — | 3.96 | |
| Tuna-RModel Type=Unified Models2026.04 | 4.18 | 4.46 | 4.48 | 4.61 | 4.27 | 4.44 | 4.54 | 2.38 | 4.43 | 4.06 | — | |
| DuETModel=FLUX2-Klein 9B, Interval=[35, 45]2026.06 | 4.18 | — | — | — | — | — | — | — | — | — | — | |
| MAPE (Qwen3-VL-4B)I2I Model=FLUX.2-klein-4B2026.05 | 4.15 | 4.46 | 4.19 | 4.02 | 4.25 | 4.12 | 4.81 | 3.58 | 4.57 | 2.77 | — | |
| DreamLiteParam.=0.39B2026.03 | 4.11 | 4.59 | 4.27 | 4.32 | 4.46 | 4.28 | 4.42 | 2.7 | 4.73 | 3.24 | — | |
| Tuna-2Model Type=Unified Models2026.04 | 4.09 | 4.34 | 4.42 | 4.53 | 4.13 | 4.36 | 4.58 | 2.22 | 4.28 | 3.91 | — | |
| MUSE-3B# Params=2B+1.6B2026.05 | 4.08 | 4.35 | 4.15 | 4.5 | 4.02 | 4.22 | 4.85 | — | — | — | — | |
| Gemini-3.1-Pro (MSP)I2I Model=FLUX.2-klein-9B2026.05 | 4.08 | 4.4 | 4.43 | 4.45 | 4.33 | 4.31 | 4.91 | 2.34 | 4.39 | 2.88 | — | |
| E -> E* -> EModel=FLUX2-Klein 9B, Interval=[25, 35]2026.06 | 4.08 | — | — | — | — | — | — | — | — | — | — | |
| FLUX.2-klein-9BPrompt Enhancer=None2026.05 | 4.07 | 4.44 | 4.33 | 4.54 | 4.22 | 4.39 | 4.94 | 2.23 | 4.32 | 3.14 | — | |
| E -> E* -> EModel=FLUX2-Klein 9B, Interval=[35, 45]2026.06 | 4.07 | — | — | — | — | — | — | — | — | — | — | |
| Qwen3-VL-4B (MSP)I2I Model=FLUX.2-klein-4B2026.05 | 4.06 | 4.35 | 3.36 | 3.98 | 4.23 | 4.2 | 4.89 | 3.58 | 4.31 | 2.91 | — | |
| DuETModel=FLUX2-Klein 4B, Interval=[25, 35]2026.06 | 4.04 | — | — | — | — | — | — | — | — | — | — | |
| DeepGen1.0Param.=2B2026.03 | 4.03 | 4.52 | 4.43 | 4.42 | 4.09 | 4.38 | 4.48 | 1.75 | 4.57 | 3.61 | — | |
| Qwen3-VL-4BI2I Model=FLUX.2-klein-9B2026.05 | 4.03 | 4.52 | 4.53 | 4.44 | 4.27 | 4.21 | 4.88 | 1.98 | 4.41 | 2.87 | — | |
| BaselineModel=FLUX2-Klein 9B2026.06 | 4.02 | — | — | — | — | — | — | — | — | — | — | |
| MAPE (Qwen3-VL-4B)I2I Model=Qwen-Image-Edit2026.05 | 4.01 | 4.28 | 3.63 | 4.34 | 3.8 | 3.9 | 4.58 | 3.83 | 4.14 | 2.64 | — | |
| FLUX.1 KontextType=Gen. Only2026.04 | 4 | 4.25 | 3.57 | 4.56 | 4.15 | 4.26 | 4.57 | 2.35 | 4.63 | 3.68 | — | |
| FLUX.1 Kontext [Pro]Model Category=Closed-source Models2026.04 | 4 | 4.25 | 3.57 | 4.56 | 4.15 | 4.26 | 4.57 | 2.35 | 4.63 | 3.68 | — | |
| FLUX.1Model Type=Generation-only Models2026.04 | 4 | 4.25 | 3.57 | 4.56 | 4.15 | 4.26 | 4.57 | 2.35 | 4.63 | 3.68 | — | |
| Gemini-3.1-ProI2I Model=Qwen-Image-Edit2026.05 | 4 | 4.33 | 3.63 | 4.33 | 3.87 | 3.85 | 4.66 | 3.63 | 4.05 | 2.9 | — | |
| Qwen3-VL-4B (MSP)I2I Model=Qwen-Image-Edit2026.05 | 4 | 4.35 | 3.71 | 4.35 | 3.7 | 3.94 | 4.57 | 3.79 | 3.79 | 2.58 | — | |
| Gemini-3.1-Pro (MSP)I2I Model=Qwen-Image-Edit2026.05 | 3.99 | 4.22 | 3.67 | 4.14 | 3.71 | 3.96 | 4.58 | 3.87 | 4.02 | 2.91 | — | |
| Qwen-Image-EditPrompt Enhancer=None2026.05 | 3.98 | 4.32 | 3.61 | 4.15 | 3.66 | 3.78 | 4.56 | 4.04 | 3.9 | 2.64 | — | |
| UniLIP-3B# Params=2B+1.6B2026.05 | 3.94 | 4.29 | 4.1 | 4.44 | 3.9 | 4.14 | 4.8 | — | — | — | — | |
| Qwen3-VL-4BI2I Model=Qwen-Image-Edit2026.05 | 3.93 | 4.11 | 3.67 | 4.24 | 3.85 | 3.87 | 4.65 | 3.5 | 3.84 | 2.71 | — | |
| LLaDA2.0-UniType=Unified2026.04 | 3.92 | 3.76 | 3.82 | 4.04 | 4.16 | 4.07 | 4.6 | 2.4 | 4.42 | 3.97 | — | |
| MUSE-1B# Params=1B+0.6B2026.05 | 3.92 | 4.15 | 4.03 | 4.34 | 3.72 | 4.12 | 4.88 | — | — | — | — | |
| DuETModel=FLUX2-Klein 4B, Interval=[35, 45]2026.06 | 3.92 | — | — | — | — | — | — | — | — | — | — | |
| Qwen3-VL-4BI2I Model=FLUX.2-klein-4B2026.05 | 3.87 | 4.36 | 4.26 | 4.11 | 4.17 | 4.12 | 4.67 | 1.91 | 4.41 | 2.91 | — | |
| VIBEParam.=1.6B2026.03 | 3.85 | 3.89 | 4.42 | 4.34 | 4.22 | 4.22 | 4.4 | 2.9 | 2.75 | 3.52 | — | |
| FLUX.2-klein-4BPrompt Enhancer=None2026.05 | 3.85 | 4.28 | 3.52 | 4.19 | 4.24 | 4.2 | 4.91 | 1.94 | 4.69 | 2.71 | — | |
| Gemini-3.1-Pro (MSP)I2I Model=FLUX.2-klein-4B2026.05 | 3.85 | 4.39 | 3.75 | 4.28 | 4.07 | 4.17 | 4.79 | 1.87 | 4.49 | 3.22 | — | |
| Meta-CoT+RL(Ours)Model Category=Unified Models2026.04 | 3.83 | 3.87 | 3.74 | 4.22 | 3.91 | 3.98 | 4.8 | 2.4 | 4.33 | 3.26 | — | |
| UniLIP-1B# Params=1B+0.6B2026.05 | 3.81 | 4.11 | 3.97 | 4.3 | 3.58 | 4 | 4.87 | — | — | — | — | |
| Kontext-DevParam.=12B2026.03 | 3.76 | 4.04 | 2.92 | 4.28 | 3.89 | 4 | 4.43 | 2.71 | 4.52 | 3.08 | — | |
| BAGEL-RECATraining=post-trained with RECA2025.09 | 3.75 | — | 3.75 | 4.28 | 3.86 | 3.85 | 4.73 | 1.68 | 4.56 | — | 2.94 | |
| BaselineModel=FLUX2-Klein 4B2026.06 | 3.74 | — | — | — | — | — | — | — | — | — | — | |
| E -> E* -> EModel=FLUX2-Klein 4B, Interval=[35, 45]2026.06 | 3.73 | — | — | — | — | — | — | — | — | — | — | |
| E -> E* -> EModel=FLUX2-Klein 4B, Interval=[25, 35]2026.06 | 3.69 | — | — | — | — | — | — | — | — | — | — | |
| InternVL-UType=Unified2026.04 | 3.67 | 4.13 | 3.39 | 4.13 | 3.4 | 3.84 | 4.77 | 2.27 | 4.05 | 3.03 | — | |
| BLIP3o-NEXTModel Category=Unified Models2026.04 | 3.62 | 4 | 2.61 | 4.05 | 3.78 | 4.3 | 4.64 | 2.39 | 4.13 | 2.67 | — | |
| FLUX-Kontext2025.09 | 3.6 | — | 2.97 | 4.2 | 3.69 | 3.89 | 4.62 | 1.81 | 4.18 | — | 3 | |
| DuETModel=BAGEL, Interval=[35, 45]2026.06 | 3.57 | — | — | — | — | — | — | — | — | — | — | |
| DuETModel=BAGEL, Interval=[25, 35]2026.06 | 3.51 | — | — | — | — | — | — | — | — | — | — | |
| BAGEL-NHR2025.09 | 3.48 | — | 3.17 | 3.98 | 3.62 | 3.56 | 4.43 | 1.57 | 3.85 | — | 2.88 | |
| OmniGen2Param.=4B2026.03 | 3.44 | 3.57 | 3.2 | 3.74 | 3.06 | 3.57 | 4.81 | 1.77 | 4.68 | 2.52 | — | |
| OmniGen2Type=Unified2026.04 | 3.44 | 3.57 | 3.2 | 3.74 | 3.06 | 3.57 | 4.81 | 1.77 | 4.68 | 2.52 | — | |
| OmniGen2Model Category=Unified Models2026.04 | 3.44 | 3.57 | 3.2 | 3.74 | 3.06 | 3.57 | 4.81 | 1.77 | 4.68 | 2.52 | — | |
| OmniGen2Model Type=Unified Models2026.04 | 3.44 | 3.57 | 3.2 | 3.74 | 3.06 | 3.57 | 4.81 | 1.77 | 4.68 | 2.52 | — | |
| OmniGen2# Params=3B+4B2026.05 | 3.44 | 3.57 | 3.2 | 3.74 | 3.06 | 3.57 | 4.81 | — | — | — | — | |
| BAGELParam.=7B2026.03 | 3.42 | 3.81 | 3.16 | 3.85 | 3.59 | 3.39 | 4.51 | 1.58 | 4.25 | 2.67 | — | |
| BAGEL(think)Model Category=Unified Models2026.04 | 3.39 | 3.65 | 3.03 | 3.6 | 3.53 | 3.45 | 4.43 | 2.03 | 4.22 | 2.59 | — | |
| BAGEL2025.09 | 3.38 | — | 3.15 | 3.82 | 3.58 | 3.38 | 4.53 | 1.49 | 4.21 | — | 2.64 | |
| E -> E* -> EModel=BAGEL, Interval=[25, 35]2026.06 | 3.33 | — | — | — | — | — | — | — | — | — | — | |
| BaselineModel=BAGEL2026.06 | 3.32 | — | — | — | — | — | — | — | — | — | — | |
| E -> E* -> EModel=BAGEL, Interval=[35, 45]2026.06 | 3.3 | — | — | — | — | — | — | — | — | — | — | |
| UniWorld-V1Model Category=Unified Models2026.04 | 3.26 | 3.82 | 3.24 | 3.47 | 3.64 | 2.99 | 4.21 | 2.27 | 2.74 | 2.96 | — | |
| UniWorldModel Type=Unified Models2026.04 | 3.26 | 3.82 | 3.24 | 3.47 | 3.64 | 2.99 | 4.21 | 2.27 | 2.74 | 2.96 | — | |
| UniWorld-V1# Params=7B+12B2026.05 | 3.26 | 3.82 | 3.24 | 3.47 | 3.64 | 2.99 | 4.21 | — | — | — | — | |
| Janus-4o# Params=7B2026.05 | 3.26 | 3.6 | 2.28 | 3.27 | 3.25 | 3.32 | 4.47 | — | — | — | — | |
| BAGELType=Unified2026.04 | 3.2 | 3.56 | 2.62 | 3.3 | 3.31 | 3.24 | 4.49 | 1.7 | 4.17 | 2.38 | — | |
| BAGEL(w/o think)Model Category=Unified Models2026.04 | 3.2 | 3.56 | 2.62 | 3.38 | 3.31 | 3.24 | 4.49 | 1.7 | 4.17 | 2.38 | — | |
| BAGELModel Type=Unified Models2026.04 | 3.2 | 3.56 | 2.62 | 3.3 | 3.31 | 3.24 | 4.49 | 1.7 | 4.17 | 2.38 | — | |
| BAGEL# Params=7B+7B2026.05 | 3.2 | 3.56 | 2.62 | 3.3 | 3.31 | 3.24 | 4.49 | — | — | — | — | |
| Step1X-EditType=Gen. Only2026.04 | 3.06 | 3.88 | 2.41 | 3.4 | 3.14 | 3.16 | 4.63 | 1.76 | 2.52 | 2.64 | — | |
| Step1X-EditModel Category=Diffusion Only Models2026.04 | 3.06 | 3.88 | 2.41 | 3.4 | 3.14 | 3.16 | 4.63 | 1.76 | 2.52 | 2.64 | — | |
| Ming-UniVisionModel Category=Unified Models2026.04 | 3.06 | 3.55 | 3.29 | 3.25 | 3.14 | 2.77 | 3.99 | 1.52 | 3.91 | 2.74 | — | |
| Step1X-Edit# Params=7B+12B2026.05 | 3.06 | 3.88 | 2.41 | 3.4 | 3.14 | 3.16 | 4.63 | — | — | — | — | |
| ICEditModel Category=Diffusion Only Models2026.04 | 3.05 | 3.58 | 2.93 | 3.15 | 3.39 | 3.08 | 3.84 | 1.73 | 3.68 | 2.04 | — | |
| ICEdit# Params=12B2026.05 | 3.05 | 3.58 | 2.93 | 3.15 | 3.39 | 3.08 | 3.84 | — | — | — | — | |
| OmniGenModel Category=Diffusion Only Models2026.04 | 2.96 | 3.47 | 2.43 | 2.94 | 3.04 | 3.21 | 4.19 | 1.71 | 3.38 | 2.24 | — | |
| OmniGenModel Type=Unified Models2026.04 | 2.96 | 3.47 | 2.43 | 2.94 | 3.04 | 3.21 | 4.19 | 1.71 | 3.38 | 2.24 | — | |
| OmniGen# Params=3.8B2026.05 | 2.96 | 3.47 | 2.43 | 2.94 | 3.04 | 3.21 | 4.19 | — | — | — | — | |
| EditMGTParam.=0.96B2026.03 | 2.89 | 2.78 | 2.89 | 3.34 | 3.29 | 3.05 | 4.17 | 1.56 | 2.94 | 2.01 | — | |
| Lumina-DiMOOType=Unified2026.04 | 2.77 | 3.41 | 2.21 | 3.26 | 2.38 | 2.11 | 4.19 | 1.9 | 3.17 | 2.26 | — | |
| IEAPModel Category=Multi-round Editing Models2026.04 | 2.77 | 2.34 | 3.45 | 3.62 | 3.08 | 1.81 | 3.19 | 2.03 | 2.76 | 2.68 | — | |
| UltraEditModel Category=Diffusion Only Models2026.04 | 2.7 | 3.44 | 1.45 | 2.96 | 2.81 | 2.83 | 3.76 | 2.13 | 2.98 | 1.91 | — | |
| UltraEdit# Params=2.0B2026.05 | 2.7 | 3.44 | 1.45 | 2.96 | 2.81 | 2.83 | 3.76 | — | — | — | — | |
| GoTModel Category=Unified Models2026.04 | 2.61 | 3.61 | 2.57 | 2.78 | 2.94 | 2.29 | 3.51 | 1.35 | 2.66 | 1.75 | — | |
| AnyEditModel Category=Diffusion Only Models2026.04 | 2.45 | 3.18 | 2.23 | 2.47 | 2.95 | 2.24 | 2.85 | 1.88 | 2.65 | 1.56 | — | |
| AnyEdit# Params=1.3B2026.05 | 2.45 | 3.18 | 2.23 | 2.47 | 2.95 | 2.24 | 2.85 | — | — | — | — | |
| MagicBrushModel Category=Diffusion Only Models2026.04 | 1.9 | 2.84 | 1.58 | 1.97 | 1.58 | 1.75 | 2.38 | 1.51 | 1.22 | 1.62 | — | |
| MagicBrush# Params=0.9B2026.05 | 1.9 | 2.84 | 1.58 | 1.97 | 1.58 | 1.75 | 2.38 | — | — | — | — | |
| Instruct-Pix2PixModel Category=Diffusion Only Models2026.04 | 1.88 | 2.45 | 1.5 | 2.01 | 1.83 | 1.44 | 3.55 | 1.44 | 1.46 | 1.2 | — |