Image Generation on Mind-Bench
0.82Knowledge (WK)MemoGen
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MemoGenModel Type=Open-source2026.06 | 0.82 | 0.6 | 0.3 | 0.52 | 0.72 | 0.74 | 0.6 | 0.42 | 0.2 | 0.3 | 0.52 | — | |
| GenClawModel category=agentic generative models2026.05 | 0.64 | 0.64 | 0.44 | 0.66 | 0.32 | 0.78 | 0.9 | 0.38 | 0.32 | 0.6 | 0.57 | — | |
| SCOPE2026.05 | 0.59 | — | — | — | — | — | — | — | — | — | 0.61 | 0.63 | |
| Nano Banana ProAccess Type=Proprietary2026.02 | 0.56 | 0.5 | 0.36 | 0.4 | 0.16 | 0.62 | 0.68 | 0.3 | 0.16 | 0.46 | 0.41 | — | |
| Nano Banana ProModel Type=Proprietary2026.06 | 0.56 | 0.5 | 0.36 | 0.4 | 0.16 | 0.62 | 0.68 | 0.3 | 0.16 | 0.46 | 0.41 | — | |
| Nano Banana Pro2026.06 | 0.56 | 0.5 | 0.36 | 0.4 | 0.16 | 0.62 | 0.68 | 0.3 | 0.16 | 0.46 | 0.41 | — | |
| Nano Banana ProModel category=agentic generative models2026.05 | 0.52 | 0.52 | 0.24 | 0.2 | 0.04 | 0.6 | 0.72 | 0.28 | 0.44 | 0.28 | 0.38 | — | |
| Mind-BrushAccess Type=Open-source2026.02 | 0.4 | 0.54 | 0.16 | 0.62 | 0.18 | 0.26 | 0.54 | 0.1 | 0.16 | 0.14 | 0.31 | — | |
| Nano Banana Pro2026.05 | 0.4 | — | — | — | — | — | — | — | — | — | 0.41 | 0.44 | |
| Mind-BrushModel category=agentic generative models2026.05 | 0.4 | 0.54 | 0.16 | 0.62 | 0.18 | 0.26 | 0.54 | 0.1 | 0.16 | 0.14 | 0.31 | — | |
| Mind-BrushModel Type=Open-source2026.06 | 0.4 | 0.54 | 0.16 | 0.62 | 0.18 | 0.26 | 0.54 | 0.1 | 0.16 | 0.14 | 0.31 | — | |
| FLUX 2 MaxAccess Type=Proprietary2026.02 | 0.38 | 0.44 | 0.12 | 0.1 | 0.04 | 0.4 | 0.5 | 0.2 | 0.02 | 0.06 | 0.23 | — | |
| Mind-Brush2026.05 | 0.38 | — | — | — | — | — | — | — | — | — | 0.31 | 0.24 | |
| FLUX 2 MaxModel Type=Proprietary2026.06 | 0.38 | 0.44 | 0.12 | 0.1 | 0.04 | 0.4 | 0.5 | 0.2 | 0.02 | 0.06 | 0.23 | — | |
| FLUX.2-max2026.06 | 0.38 | 0.44 | 0.12 | 0.1 | 0.04 | 0.4 | 0.5 | 0.2 | 0.02 | 0.06 | 0.23 | — | |
| Nano BananaModel category=conventional generative models2026.05 | 0.36 | 0.24 | 0.2 | 0.12 | 0 | 0.32 | 0.4 | 0.28 | 0.08 | 0.24 | 0.22 | — | |
| FLUX 2 MaxModel category=conventional generative models2026.05 | 0.34 | 0.26 | 0.34 | 0.02 | 0 | 0.32 | 0.52 | 0.2 | 0.18 | 0.1 | 0.23 | — | |
| GPT-Image-1.5Access Type=Proprietary2026.02 | 0.3 | 0.36 | 0.18 | 0.22 | 0.04 | 0.34 | 0.08 | 0.34 | 0.1 | 0.02 | 0.21 | — | |
| Nano BananaAccess Type=Proprietary2026.02 | 0.3 | 0.3 | 0.1 | 0.12 | 0 | 0.32 | 0.36 | 0.2 | 0.04 | 0.08 | 0.18 | — | |
| GPT-Image-1.5Model category=conventional generative models2026.05 | 0.3 | 0.36 | 0.18 | 0.22 | 0.04 | 0.34 | 0.08 | 0.34 | 0.1 | 0.02 | 0.21 | — | |
| GPT-Image-1.5Model Type=Proprietary2026.06 | 0.3 | 0.36 | 0.18 | 0.22 | 0.04 | 0.34 | 0.08 | 0.34 | 0.1 | 0.02 | 0.21 | — | |
| Nano BananaModel Type=Proprietary2026.06 | 0.3 | 0.3 | 0.1 | 0.12 | 0 | 0.32 | 0.36 | 0.2 | 0.04 | 0.08 | 0.18 | — | |
| GPT-Image-1.52026.06 | 0.3 | 0.36 | 0.18 | 0.22 | 0.04 | 0.34 | 0.08 | 0.34 | 0.1 | 0.02 | 0.21 | — | |
| Nano Banana2026.06 | 0.3 | 0.3 | 0.1 | 0.12 | 0 | 0.32 | 0.36 | 0.2 | 0.04 | 0.08 | 0.18 | — | |
| Qwen-Image-Agent2026.06 | 0.28 | 0.6 | 0.28 | 0.7 | 0.16 | 0.58 | 0.82 | 0.24 | 0.2 | 0.34 | 0.42 | — | |
| GPT-Image-1.52026.05 | 0.22 | — | — | — | — | — | — | — | — | — | 0.21 | 0.18 | |
| FLUX 2 ProAccess Type=Proprietary2026.02 | 0.2 | 0.38 | 0.12 | 0.08 | 0 | 0.44 | 0.64 | 0.18 | 0.04 | 0.02 | 0.21 | — | |
| FLUX 2 ProModel category=agentic generative models2026.05 | 0.2 | 0.28 | 0.32 | 0.02 | 0 | 0.36 | 0.58 | 0.2 | 0.16 | 0.12 | 0.22 | — | |
| FLUX 2 ProModel Type=Proprietary2026.06 | 0.2 | 0.38 | 0.12 | 0.08 | 0 | 0.44 | 0.64 | 0.18 | 0.04 | 0.02 | 0.21 | — | |
| FLUX.2-pro2026.06 | 0.2 | 0.38 | 0.12 | 0.08 | 0 | 0.44 | 0.64 | 0.18 | 0.04 | 0.02 | 0.21 | — | |
| GPT-Image-1Access Type=Proprietary2026.02 | 0.16 | 0.32 | 0.06 | 0.22 | 0.02 | 0.32 | 0.1 | 0.24 | 0.1 | 0.12 | 0.17 | — | |
| GPT-Image-1Model category=conventional generative models2026.05 | 0.16 | 0.32 | 0.06 | 0.22 | 0.02 | 0.32 | 0.1 | 0.24 | 0.1 | 0.12 | 0.17 | — | |
| GPT-Image-1Model Type=Proprietary2026.06 | 0.16 | 0.32 | 0.06 | 0.22 | 0.02 | 0.32 | 0.1 | 0.24 | 0.1 | 0.12 | 0.17 | — | |
| GPT-Image-12026.06 | 0.16 | 0.32 | 0.06 | 0.22 | 0.02 | 0.32 | 0.1 | 0.24 | 0.1 | 0.12 | 0.17 | — | |
| Qwen-Image-2.02026.06 | 0.12 | 0.19 | 0.24 | 0.23 | 0.04 | 0.42 | 0.58 | 0.12 | 0.02 | 0.28 | 0.23 | — | |
| SD-3.5 MAccess Type=Open-source2026.02 | 0.02 | 0.02 | 0 | 0 | 0 | 0 | 0 | — | — | — | 0.01 | — | |
| SD-3.5 LAccess Type=Open-source2026.02 | 0.02 | 0.04 | 0 | 0.02 | 0 | 0 | 0.06 | — | — | — | 0.01 | — | |
| FLUX 1 devAccess Type=Open-source2026.02 | 0.02 | 0.04 | 0 | 0 | 0 | 0.02 | 0.04 | — | — | — | 0.02 | — | |
| FLUX 1 KontextAccess Type=Open-source2026.02 | 0.02 | 0.02 | 0 | 0 | 0 | 0 | 0 | — | — | — | 0.01 | — | |
| FLUX 1 KreaAccess Type=Open-source2026.02 | 0.02 | 0.04 | 0 | 0.04 | 0 | 0 | 0.02 | — | — | — | 0.02 | — | |
| Qwen-Image2026.05 | 0.02 | — | — | — | — | — | — | — | — | — | 0.02 | 0.02 | |
| Z-Image2026.05 | 0.02 | — | — | — | — | — | — | — | — | — | 0.02 | 0 | |
| SD-3.5-large2026.05 | 0.02 | — | — | — | — | — | — | — | — | — | 0.01 | 0.03 | |
| SDXL2026.05 | 0.02 | — | — | — | — | — | — | — | — | — | 0.01 | 0.01 | |
| FLUX 1 devModel category=conventional generative models2026.05 | 0.02 | 0.04 | 0 | 0 | 0 | 0.02 | 0.04 | — | — | — | 0.02 | — | |
| FLUX 1 KontextModel category=conventional generative models2026.05 | 0.02 | 0.02 | 0 | 0 | 0 | 0 | 0 | — | — | — | 0.01 | — | |
| SD-3.5 MModel Type=Open-source2026.06 | 0.02 | 0.02 | 0 | 0 | 0 | 0 | 0 | — | — | — | 0.01 | — | |
| SD-3.5 LModel Type=Open-source2026.06 | 0.02 | 0.04 | 0 | 0.02 | 0 | 0 | 0.06 | — | — | — | 0.01 | — | |
| FLUX 1 devModel Type=Open-source2026.06 | 0.02 | 0.04 | 0 | 0 | 0 | 0.02 | 0.04 | — | — | — | 0.02 | — | |
| FLUX 1 KontextModel Type=Open-source2026.06 | 0.02 | 0.02 | 0 | 0 | 0 | 0 | 0 | — | — | — | 0.01 | — | |
| FLUX 1 KreaModel Type=Open-source2026.06 | 0.02 | 0.04 | 0 | 0.04 | 0 | 0 | 0.02 | — | — | — | 0.02 | — | |
| SD-3.5-medium2026.06 | 0.02 | 0.02 | 0 | 0 | 0 | 0 | 0 | — | — | — | 0.01 | — | |
| SD-3.5-large2026.06 | 0.02 | 0.04 | 0 | 0.02 | 0 | 0 | 0.06 | — | — | — | 0.01 | — | |
| FLUX.1-dev2026.06 | 0.02 | 0.04 | 0 | 0 | 0 | 0.02 | 0.04 | — | — | — | 0.02 | — | |
| FLUX.1-kontext2026.06 | 0.02 | 0.02 | 0 | 0 | 0 | 0 | 0 | — | — | — | 0.01 | — | |
| FLUX.1-krea2026.06 | 0.02 | 0.04 | 0 | 0.04 | 0 | 0 | 0.02 | — | — | — | 0.02 | — | |
| FLUX.1-dev2026.05 | 0.01 | — | — | — | — | — | — | — | — | — | 0.02 | 0.03 | |
| SD-3.5-medium2026.05 | 0.01 | — | — | — | — | — | — | — | — | — | 0.01 | 0 | |
| SDXLAccess Type=Open-source2026.02 | 0 | 0.04 | 0 | 0.04 | 0 | 0 | 0 | — | — | — | 0.01 | — | |
| BagelAccess Type=Open-source2026.02 | 0 | 0.02 | 0 | 0 | 0 | 0.02 | 0.02 | 0.02 | 0 | 0.08 | 0.02 | — | |
| Echo-4oAccess Type=Open-source2026.02 | 0 | 0.04 | 0 | 0 | 0 | 0.02 | 0.06 | 0.02 | 0.02 | 0.02 | 0.02 | — | |
| DraCoAccess Type=Open-source2026.02 | 0 | 0.02 | 0 | 0.02 | 0 | 0.02 | 0.02 | 0.04 | 0.02 | 0.06 | 0.02 | — | |
| Z-ImageAccess Type=Open-source2026.02 | 0 | 0.02 | 0 | 0.08 | 0.02 | 0 | 0 | — | — | — | 0.02 | — | |
| Qwen-ImageAccess Type=Open-source2026.02 | 0 | 0.08 | 0 | 0.04 | 0 | 0.04 | 0 | 0.04 | 0 | 0 | 0.02 | — | |
| BagelChain-of-Thought=false2026.05 | 0 | — | — | — | — | — | — | — | — | — | 0.02 | 0.03 | |
| BAGELModel category=conventional generative models2026.05 | 0 | 0.02 | 0 | 0 | 0 | 0.02 | 0.02 | 0.02 | 0 | 0.08 | 0.02 | — | |
| Z-ImageModel category=conventional generative models2026.05 | 0 | 0.02 | 0 | 0.08 | 0.02 | 0 | 0 | — | — | — | 0.02 | — | |
| Qwen-ImageModel category=conventional generative models2026.05 | 0 | 0.08 | 0 | 0.04 | 0 | 0.04 | 0 | 0.04 | 0 | 0 | 0.02 | — | |
| SDXLModel Type=Open-source2026.06 | 0 | 0.04 | 0 | 0.04 | 0 | 0 | 0 | — | — | — | 0.01 | — | |
| BAGELModel Type=Open-source2026.06 | 0 | 0.02 | 0 | 0 | 0 | 0.02 | 0.02 | 0.02 | 0 | 0.08 | 0.02 | — | |
| Echo-4oModel Type=Open-source2026.06 | 0 | 0.04 | 0 | 0 | 0 | 0.02 | 0.06 | 0.02 | 0.02 | 0.02 | 0.02 | — | |
| DraCoModel Type=Open-source2026.06 | 0 | 0.02 | 0 | 0.02 | 0 | 0.02 | 0.02 | 0.04 | 0.02 | 0.06 | 0.02 | — | |
| Z-ImageModel Type=Open-source2026.06 | 0 | 0.02 | 0 | 0.08 | 0.02 | 0 | 0 | — | — | — | 0.02 | — | |
| Qwen-ImageModel Type=Open-source2026.06 | 0 | 0.08 | 0 | 0.04 | 0 | 0.04 | 0 | 0.04 | 0 | 0 | 0.02 | — | |
| SDXL2026.06 | 0 | 0.04 | 0 | 0.04 | 0 | 0 | 0 | — | — | — | 0.01 | — | |
| Bagel2026.06 | 0 | 0.02 | 0 | 0 | 0 | 0.02 | 0.02 | 0.02 | 0 | 0.08 | 0.02 | — | |
| Echo-4o2026.06 | 0 | 0.04 | 0 | 0 | 0 | 0.02 | 0.06 | 0.02 | 0.02 | 0.02 | 0.02 | — | |
| DraCo2026.06 | 0 | 0.02 | 0 | 0.02 | 0 | 0.02 | 0.02 | 0.04 | 0.02 | 0.06 | 0.02 | — | |
| Z-Image2026.06 | 0 | 0.02 | 0 | 0.08 | 0.02 | 0 | 0 | — | — | — | 0.02 | — | |
| Qwen-Image2026.06 | 0 | 0.08 | 0 | 0.04 | 0 | 0.04 | 0 | 0.04 | 0 | 0 | 0.02 | — |