Reflective Visual Generation on R3-Bench
0.86Color (Sref)Qwen2.5-VL-7B + R3-Refiner
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Qwen2.5-VL-7B + R3-RefinerEditor=Qwen-Image-Edit-2511, Evaluator=Qwen3-VL-235B2026.05 | 0.86 | 0.67 | 0.81 | 0.24 | 0.94 | 0.71 | 0.85 | 0.37 | 0.86 | 0.68 | 0.82 | 0.43 | 0.88 | 0.38 | 0.8 | 0.51 | 0.84 | 0.47 | |
| Gemini-3-ProEditor=Qwen-Image-Edit-2511, Evaluator=Qwen3-VL-235B2026.05 | 0.85 | 0.73 | 0.81 | 0.56 | 0.69 | 0.43 | 0.95 | 0.39 | 0.96 | 0.94 | 0.83 | 0.5 | 0.93 | 0.56 | 0.86 | 0.6 | 0.87 | 0.6 | |
| BananaEditor=Qwen-Image-Edit-2511, Evaluator=Qwen3-VL-235B2026.05 | 0.84 | 0.67 | 0.78 | 0.31 | 0.78 | 0.07 | 0.9 | 0.49 | 0.92 | 0.78 | 0.83 | 0.39 | 0.88 | 0.48 | 0.8 | 0.55 | 0.84 | 0.5 | |
| GPT-Image-1Editor=Qwen-Image-Edit-2511, Evaluator=Qwen3-VL-235B2026.05 | 0.82 | 0.68 | 0.8 | 0.39 | 0.78 | 0.33 | 0.74 | 0.52 | 0.96 | 1 | 0.74 | 0.46 | 0.84 | 0.63 | 0.76 | 0.58 | 0.79 | 0.57 | |
| GPT-5.2Editor=Qwen-Image-Edit-2511, Evaluator=Qwen3-VL-235B2026.05 | 0.82 | 0.71 | 0.63 | 0.57 | 0.61 | 0.86 | 0.91 | 0.61 | 0.92 | 0.96 | 0.71 | 0.56 | 0.89 | 0.55 | 0.84 | 0.63 | 0.8 | 0.65 | |
| Qwen3-VL-8B + R3-RefinerEditor=Qwen-Image-Edit-2511, Evaluator=Qwen3-VL-235B2026.05 | 0.81 | 0.72 | 0.82 | 0.33 | 0.92 | 1 | 0.86 | 0.52 | 0.92 | 0.94 | 0.86 | 0.56 | 0.92 | 0.62 | 0.83 | 0.56 | 0.87 | 0.62 | |
| OmniVerifierEditor=Qwen-Image-Edit-2511, Evaluator=Qwen3-VL-235B2026.05 | 0.8 | 0.28 | 0.71 | -0.18 | 0.92 | 0.62 | 0.84 | 0.24 | 0.87 | 0.14 | 0.8 | 0.08 | 0.76 | 0.17 | 0.76 | 0.31 | 0.8 | 0.17 | |
| ThinkGenNative editing module=true, Evaluator=Qwen3-VL-235B2026.05 | 0.78 | 0.47 | 0.84 | 0.07 | 0.9 | 0.14 | 0.92 | 0.32 | 0.93 | 0.65 | 0.86 | 0.25 | 0.89 | 0.38 | 0.89 | 0.43 | 0.87 | 0.37 | |
| GPT-4oEditor=Qwen-Image-Edit-2511, Evaluator=Qwen3-VL-235B2026.05 | 0.77 | 0.64 | 0.72 | 0.3 | 0.8 | 0.48 | 0.78 | 0.41 | 0.87 | 0.87 | 0.74 | 0.54 | 0.72 | 0.41 | 0.71 | 0.53 | 0.76 | 0.53 | |
| Qwen3-VL-8BEditor=Qwen-Image-Edit-2511, Evaluator=Qwen3-VL-235B2026.05 | 0.77 | 0.64 | 0.71 | 0.46 | 0.63 | 0.57 | 0.83 | 0.45 | 0.88 | 0.95 | 0.86 | 0.43 | 0.83 | 0.4 | 0.77 | 0.55 | 0.8 | 0.54 | |
| Reflect-DiTNative editing module=true, Evaluator=Qwen3-VL-235B2026.05 | 0.73 | 0.25 | 0.53 | 0.25 | 0.92 | 0.57 | 0.51 | 0.37 | 0.82 | 0.76 | 0.64 | 0.08 | 0.75 | 0.39 | 0.64 | 0.53 | 0.68 | 0.37 | |
| Qwen2.5-VL-7BEditor=Qwen-Image-Edit-2511, Evaluator=Qwen3-VL-235B2026.05 | 0.7 | 0.56 | 0.68 | 0.2 | 0.76 | 0.86 | 0.74 | 0.23 | 0.8 | 0.71 | 0.71 | 0.31 | 0.67 | 0.24 | 0.76 | 0.45 | 0.72 | 0.38 | |
| UniCotNative editing module=true, Evaluator=Qwen3-VL-235B2026.05 | 0.67 | 0.38 | 0.66 | 0.27 | 0.88 | 0.29 | 0.74 | 0.29 | 0.68 | 0.51 | 0.62 | 0.23 | 0.63 | 0.21 | 0.69 | 0.38 | 0.68 | 0.32 | |
| ReflectionFlowNative editing module=true, Evaluator=Qwen3-VL-235B2026.05 | 0.67 | 0.18 | 0.77 | -0.03 | 0.8 | -0.07 | 0.77 | 0.28 | 0.85 | 0.61 | 0.8 | 0.06 | 0.79 | 0.32 | 0.8 | 0.45 | 0.78 | 0.26 | |
| OmniGen2Native editing module=true, Evaluator=Qwen3-VL-235B2026.05 | 0.58 | -0.09 | 0.43 | -0.44 | 0.41 | 0.14 | 0.55 | -0.39 | 0.49 | 0.08 | 0.53 | -0.27 | 0.53 | -0.18 | 0.5 | -0.09 | 0.51 | -0.19 | |
| BagelNative editing module=true, Evaluator=Qwen3-VL-235B2026.05 | 0.57 | 0.33 | 0.57 | 0.07 | 0.9 | 0 | 0.46 | 0.05 | 0.63 | 0.46 | 0.45 | 0.19 | 0.45 | 0.12 | 0.66 | 0.34 | 0.56 | 0.21 | |
| ReasonEditNative editing module=true, Evaluator=Qwen3-VL-235B2026.05 | 0.49 | 0.19 | 0.41 | -0.02 | 0.76 | 0 | 0.6 | 0.1 | 0.56 | 0.14 | 0.5 | 0.09 | 0.55 | -0.03 | 0.54 | 0.11 | 0.54 | 0.08 | |
| SLDEditor=Qwen-Image-Edit-2511, Evaluator=Qwen3-VL-235B2026.05 | 0.44 | 0.17 | 0.21 | 0.16 | 0.14 | -0.24 | 0.51 | 0.34 | 0.28 | 0.16 | 0.24 | 0.18 | 0.57 | 0.52 | 0.39 | 0.41 | 0.37 | 0.28 |