World Knowledge Image Generation on WISE
89Overall ScoreNano Banana
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Nano BananaAccess=Proprietary2026.02 | 89 | 89 | 87 | 95 | 89 | 89 | 79 | |
| Nano BananaModel Category=Commercial Models2026.03 | 89 | 89 | 87 | 95 | 89 | 89 | 79 | |
| Nano Banana ProAccess=Proprietary2026.02 | 87 | 89 | 80 | 89 | 88 | 86 | 85 | |
| Nano Banana-ProModel Category=Commercial Models2026.03 | 87 | 89 | 80 | 89 | 88 | 86 | 85 | |
| GenEvolve + Qwen-Image-EditSystem Type=Agentic image-generation workflows, Pipeline Mode=agent, Rollout Strategy=Rollout-and-generate pipeline2026.05 | 82 | 84 | 74 | 87 | 83 | 81 | 83 | |
| GPT-Image-1Access=Proprietary2026.02 | 80 | 81 | 71 | 89 | 83 | 79 | 74 | |
| GPT 4oType=proprietary2026.01 | 80 | 81 | 71 | 89 | 83 | 79 | 74 | |
| GPT-4oModel Category=Unified2025.11 | 80 | 81 | 71 | 89 | 83 | 79 | 74 | |
| GPT-Image-1Model Category=Commercial Models2026.03 | 80 | 81 | 71 | 89 | 83 | 79 | 74 | |
| GPT-4oSystem Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 80 | 81 | 71 | 89 | 83 | 79 | 74 | |
| Dual-GRPO (Qwen2.5-VL)Type=diffusion2026.01 | 79 | 80 | 74 | 83 | 81 | 85 | 66 | |
| Mind-BrushAccess=Open-source2026.02 | 78 | 83 | 69 | 84 | 71 | 85 | 68 | |
| Mind-BrushSystem Type=Agentic image-generation workflows, Pipeline Mode=agent2026.05 | 78 | 83 | 69 | 84 | 71 | 85 | 68 | |
| Gen-Searcher-8BBackbone=Qwen-Image2026.03 | 77 | 80 | 71 | 82 | 76 | 74 | 75 | |
| Unify-AgentModel Category=Unified MLLM2026.03 | 77 | 82 | 75 | 74 | 72 | 73 | 70 | |
| Gen-Searcher-8B + Qwen-ImageSystem Type=Agentic image-generation workflows, Pipeline Mode=agent2026.05 | 77 | 80 | 71 | 82 | 76 | 74 | 75 | |
| Uni-CoTType=unified2026.01 | 75 | 76 | 70 | 76 | 73 | 81 | 73 | |
| Qwen2.5-VL (SFT)Type=diffusion2026.01 | 74 | 76 | 66 | 79 | 74 | 84 | 65 | |
| DeepGen1.0System Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 73 | 72 | 81 | 70 | 67 | 82 | 66 | |
| GenAgentAccess=Open-source2026.02 | 72 | 78 | 67 | 78 | 72 | 77 | 55 | |
| Multimodal RWRModality Ablation=Multimodal2026.01 | 72 | 76 | 69 | 77 | 64 | 77 | 66 | |
| GenAgentSystem Type=Agentic image-generation workflows, Pipeline Mode=agent2026.05 | 72 | 78 | 67 | 78 | 72 | 77 | 55 | |
| BAGELAccess=Open-source, CoT=true2026.02 | 70 | 76 | 69 | 75 | 65 | 75 | 58 | |
| Bagel w/CoTType=unified2026.01 | 70 | 76 | 69 | 75 | 65 | 75 | 58 | |
| BAGEL MultimodalModality Ablation=Multimodal, Training Protocol=Base model baseline (†)2026.01 | 70 | 76 | 69 | 75 | 65 | 75 | 58 | |
| Image RWRModality Ablation=Multimodal2026.01 | 70 | 73 | 67 | 74 | 64 | 80 | 65 | |
| Self-RewriteBackbone=Bagel2025.11 | 70 | 76 | 69 | 75 | 65 | 75 | 58 | |
| BAGEL+CoTModel Category=Unified MLLM2026.03 | 70 | 76 | 69 | 75 | 65 | 75 | 58 | |
| Image-Only SFTModality Ablation=Image-Only, Training Protocol=SFT baseline (*)2026.01 | 69 | 75 | 67 | 77 | 61 | 74 | 60 | |
| Text RWRModality Ablation=Multimodal2026.01 | 69 | 73 | 65 | 75 | 60 | 80 | 63 | |
| Multimodal SFTModality Ablation=Multimodal, Training Protocol=SFT baseline (*)2026.01 | 68 | 70 | 64 | 72 | 60 | 77 | 65 | |
| T2G (w/o SFT+GRPO)Type=diffusion2026.01 | 65 | 68 | 58 | 77 | 62 | 76 | 41 | |
| LongCat-Image2026.03 | 65 | 66 | 61 | 72 | 66 | 72 | 49 | |
| LongCat-ImageSystem Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 65 | 66 | 61 | 72 | 66 | 72 | 49 | |
| ImAgentBackbone=Bagel2025.11 | 63 | 63 | 63 | 72 | 59 | 69 | 53 | |
| Qwen-ImageAccess=Open-source2026.02 | 62 | 62 | 63 | 77 | 57 | 75 | 40 | |
| BLIP3-oModality Ablation=Multimodal2026.01 | 62 | — | — | — | — | — | — | |
| Qwen-Image2026.03 | 62 | 62 | 63 | 77 | 57 | 75 | 40 | |
| Qwen-ImageModel Category=Generation Only2026.03 | 62 | 62 | 63 | 77 | 57 | 75 | 40 | |
| Qwen-ImageSystem Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 62 | 62 | 63 | 77 | 57 | 75 | 40 | |
| NextFlow-RLSystem Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 62 | 63 | 63 | 77 | 58 | 67 | 39 | |
| Qwen-ImageType=diffusion2026.01 | 61 | 62 | 63 | 78 | 55 | 67 | 35 | |
| HunyuanImage-3.0Type=unified2026.01 | 58 | 58 | 57 | 72 | 56 | 68 | 35 | |
| UniWorld-V2System Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 58 | 60 | 61 | 70 | 53 | 64 | 32 | |
| HunyuanImage-3.02026.03 | 57 | 58 | 57 | 70 | 56 | 63 | 31 | |
| Hunyuan-Image-3.0Model Category=Unified MLLM2026.03 | 57 | 58 | 57 | 70 | 56 | 63 | 31 | |
| Hunyuan-Image 3.0System Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 57 | 58 | 57 | 70 | 56 | 63 | 31 | |
| MetaQuery-XLModel Category=Unified2025.11 | 55 | 56 | 55 | 62 | 49 | 63 | 41 | |
| MetaQuery-XLModel Category=Unified MLLM2026.03 | 55 | 56 | 55 | 62 | 49 | 63 | 41 | |
| UniWorld-V1Model Category=Unified MLLM2026.03 | 55 | 53 | 55 | 73 | 45 | 59 | 41 | |
| T2I-R1Type=unified2026.01 | 54 | 56 | 55 | 63 | 54 | 55 | 30 | |
| T2I-R1Modality Ablation=Multimodal2026.01 | 54 | 56 | 55 | 63 | 54 | 55 | 30 | |
| BAGELAccess=Open-source, CoT=false2026.02 | 52 | 44 | 55 | 68 | 44 | 60 | 39 | |
| BAGEL Image-OnlyModality Ablation=Image-Only, Training Protocol=Base model baseline (†)2026.01 | 52 | 44 | 55 | 68 | 44 | 60 | 39 | |
| VanillaBackbone=Bagel2025.11 | 52 | 44 | 55 | 68 | 44 | 60 | 39 | |
| BLIP3o-8BModel Category=Unified MLLM2026.03 | 52 | 49 | 51 | 63 | 54 | 63 | 37 | |
| BAGELModel Category=Unified MLLM2026.03 | 52 | 44 | 55 | 68 | 44 | 60 | 39 | |
| FLUX.1-devAccess=Open-source2026.02 | 50 | 48 | 58 | 62 | 42 | 51 | 35 | |
| FLUX.1-devType=diffusion2026.01 | 50 | 48 | 58 | 62 | 42 | 51 | 35 | |
| FLUX.1[dev]Modality Ablation=Image-Only2026.01 | 50 | 48 | 58 | 62 | 42 | 51 | 35 | |
| FLUX.1-devModel Category=Gen2025.11 | 50 | 48 | 58 | 62 | 42 | 51 | 35 | |
| FLUX.1-dev2026.03 | 50 | 48 | 58 | 62 | 42 | 51 | 35 | |
| FLUX.1-devModel Category=Generation Only2026.03 | 50 | 48 | 58 | 62 | 42 | 51 | 35 | |
| FLUX.1-devSystem Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 50 | 48 | 58 | 62 | 42 | 51 | 35 | |
| playground-v2.5Model Category=Gen2025.11 | 49 | 49 | 58 | 55 | 43 | 48 | 33 | |
| playground-v2.5Model Category=Generation Only2026.03 | 49 | 49 | 58 | 55 | 43 | 48 | 33 | |
| PixArt-AlphaModel Category=Gen2025.11 | 47 | 45 | 50 | 48 | 49 | 56 | 34 | |
| PixArt-AlphaModel Category=Generation Only2026.03 | 47 | 45 | 50 | 48 | 49 | 56 | 34 | |
| SD-3.5-largeAccess=Open-source2026.02 | 46 | 44 | 50 | 58 | 44 | 52 | 31 | |
| SD-3.5-largeType=diffusion2026.01 | 46 | 44 | 50 | 58 | 44 | 52 | 31 | |
| SD3.5 LargeModality Ablation=Image-Only2026.01 | 46 | 44 | 50 | 58 | 44 | 52 | 31 | |
| SD3.5-largeModel Category=Gen2025.11 | 46 | 44 | 50 | 58 | 44 | 52 | 31 | |
| SD-3.5-Large2026.03 | 46 | 44 | 50 | 58 | 44 | 52 | 31 | |
| SD-3.5-largeModel Category=Generation Only2026.03 | 46 | 44 | 50 | 58 | 44 | 52 | 31 | |
| SD-3.5-LargeSystem Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 46 | 44 | 50 | 58 | 44 | 52 | 31 | |
| SD-3.5-mediumAccess=Open-source2026.02 | 45 | 43 | 50 | 52 | 41 | 53 | 33 | |
| SD-3.5-mediumType=diffusion2026.01 | 45 | 43 | 50 | 52 | 41 | 53 | 33 | |
| SD-3.5-Medium2026.03 | 45 | 43 | 50 | 52 | 41 | 53 | 33 | |
| SD-3.5-mediumModel Category=Generation Only2026.03 | 45 | 43 | 50 | 52 | 41 | 53 | 33 | |
| SD-3.5-MediumSystem Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 45 | 43 | 50 | 52 | 41 | 53 | 33 | |
| ImAgentBackbone=Janus-Pro-7B2025.11 | 44 | 44 | 46 | 55 | 45 | 50 | 27 | |
| SD-XL-baseAccess=Open-source2026.02 | 43 | 43 | 48 | 47 | 44 | 45 | 27 | |
| SD XLModality Ablation=Image-Only2026.01 | 43 | 43 | 48 | 47 | 44 | 45 | 27 | |
| SDXLModel Category=Gen2025.11 | 43 | 43 | 48 | 47 | 44 | 45 | 27 | |
| SD-XL-base-0.9Model Category=Generation Only2026.03 | 43 | 43 | 48 | 47 | 44 | 45 | 27 | |
| SD-3-Medium2026.03 | 42 | 42 | 44 | 48 | 39 | 47 | 29 | |
| SD-3-mediumModel Category=Generation Only2026.03 | 42 | 42 | 44 | 48 | 39 | 47 | 29 | |
| SD-3-MediumSystem Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 42 | 42 | 44 | 48 | 39 | 47 | 29 | |
| FLUX.1-schnell2026.03 | 40 | 39 | 44 | 50 | 31 | 44 | 26 | |
| FLUX.1-schnellModel Category=Generation Only2026.03 | 40 | 39 | 44 | 50 | 31 | 44 | 26 | |
| FLUX.1-schnellSystem Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 40 | 39 | 44 | 50 | 31 | 44 | 26 | |
| Emu3Model Category=Unified2025.11 | 39 | 34 | 45 | 48 | 41 | 45 | 27 | |
| Emu32026.03 | 39 | 34 | 45 | 48 | 41 | 45 | 27 | |
| Emu3Model Category=Unified MLLM2026.03 | 39 | 34 | 45 | 48 | 41 | 45 | 27 | |
| Emu3System Type=Direct generator baselines, Pipeline Mode=raw2026.05 | 39 | 34 | 45 | 48 | 41 | 45 | 27 | |
| Janus-Pro-7BType=unified2026.01 | 35 | 30 | 37 | 49 | 36 | 42 | 26 | |
| Show-oModality Ablation=Multimodal2026.01 | 35 | 28 | 40 | 48 | 30 | 46 | 30 | |
| Janus-Pro-7BModality Ablation=Multimodal2026.01 | 35 | 30 | 37 | 49 | 36 | 42 | 26 | |
| Show-oModel Category=Unified2025.11 | 35 | 28 | 40 | 48 | 30 | 46 | 30 | |
| VanillaBackbone=Janus-Pro-7B2025.11 | 35 | 30 | 37 | 49 | 36 | 42 | 26 |