Text-to-Image Generation on GenEval (Compositional Metrics and Latency)
80.48Overall ScoreEmu3.5-Image
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Emu3.5-Imagecfg=5.0, Resolution=512 x 5122026.05 | 80.48 | 100 | 94.95 | 53.75 | 90.96 | 73 | 70.25 | — | — | |
| FlashARcfg=5.0, Resolution=512 x 5122026.05 | 80.29 | 98.75 | 91.92 | 53.75 | 92.55 | 80 | 64 | — | — | |
| BlockDiffusioncfg=5.0, Resolution=512 x 5122026.05 | 73.83 | 96.88 | 88.89 | 47.5 | 85.64 | 68 | 58.44 | — | — | |
| ElasticDiT-GRPOResolution=10242026.05 | 73.62 | 99.69 | 92.17 | 79.06 | 84.04 | 20.75 | 66 | — | — | |
| SD-3.5-mediumResolution=10242026.05 | 69.07 | 99.69 | 85.61 | 65.94 | 82.45 | 24 | 56.75 | — | — | |
| ElasticDiTResolution=10242026.05 | 66.93 | 100 | 80.56 | 63.75 | 83.51 | 18.5 | 55.25 | — | — | |
| FLUX.1-devResolution=10242026.05 | 66.87 | 98.44 | 80.05 | 70.31 | 76.86 | 24.5 | 51 | — | — | |
| SANA1.5-1.6BResolution=10242026.05 | 66.74 | 98.75 | 82.58 | 63.12 | 86.97 | 21.5 | 47.5 | — | — | |
| ElasticDiT-flex-maxResolution=10242026.05 | 64.44 | 99.68 | 83.84 | 67.19 | 77.66 | 13.25 | 45 | — | — | |
| ElasticDiT-flex-liteResolution=10242026.05 | 64.4 | 99.69 | 80.81 | 65.94 | 78.46 | 13 | 48.5 | — | — | |
| Diff.-LAIRBackbone=SDXL2026.05 | 59.16 | 100 | 82.58 | 39.69 | 90.96 | 13.5 | — | — | 28.25 | |
| CRAFTBackbone=SDXL2026.05 | 57.97 | 99.06 | 86.36 | 36.88 | 87.23 | 14.5 | — | — | 23.75 | |
| SmPOBackbone=SDXL2026.05 | 57.86 | 98.75 | 79.55 | 44.69 | 86.7 | 10.5 | — | — | 27 | |
| Diff.-DPOBackbone=SDXL2026.05 | 57.23 | 98.75 | 80.56 | 45.62 | 86.7 | 11 | — | — | 20.75 | |
| SPOBackbone=SDXL2026.05 | 55.43 | 97.81 | 80.05 | 38.44 | 84.04 | 11.75 | — | — | 20.5 | |
| SDXLBackbone=SDXL2026.05 | 55.05 | 97.5 | 70.96 | 42.81 | 88.3 | 11 | — | — | 21 | |
| PixArtResolution=10242026.05 | 53.91 | 98.44 | 61.62 | 45 | 81.38 | 12.5 | 24.5 | — | — | |
| SD-XLResolution=10242026.05 | 53.15 | 99.38 | 67.93 | 38.12 | 83.24 | 11.25 | 19 | — | — | |
| HiDream-O1-Image-Pro#Params=200B+2026.05 | 0.92 | 1 | 0.99 | 0.85 | 0.94 | 0.94 | 0.79 | — | — | |
| HT-GRPOBackbone=Lumina-DiMOO, RL Setting=HT-GRPO2026.05 | 0.92 | 1 | 0.95 | 0.94 | 0.93 | 0.93 | 0.75 | — | — | |
| SenseNova-U1# Params=8BA3B2026.05 | 0.91 | 1 | 0.96 | 0.89 | 0.91 | 0.92 | 0.77 | — | — | |
| SenseNova-U1# Params=8B2026.05 | 0.91 | 1 | 0.96 | 0.92 | 0.92 | 0.91 | 0.76 | — | — | |
| TUNAType=Native Unified, # Params.=7B, LLM rewriters=false2026.05 | 0.9 | 1 | 0.97 | 0.81 | 0.91 | 0.88 | 0.83 | — | — | |
| HiDream-O1-Image#Params=8B2026.05 | 0.9 | 1 | 0.99 | 0.79 | 0.89 | 0.93 | 0.78 | — | — | |
| Tuna# Params=7B2026.05 | 0.9 | 1 | 0.97 | 0.81 | 0.91 | 0.88 | 0.83 | — | — | |
| OneCAT# Params=9BA3B2026.05 | 0.9 | 1 | 0.96 | 0.84 | 0.94 | 0.84 | 0.8 | — | — | |
| NEO-unify# Params=8B2026.05 | 0.9 | 1 | 0.96 | 0.9 | 0.91 | 0.91 | 0.77 | — | — | |
| ELDiffBackbone=Qwen-Image, Fine-tuning=ELDiff2026.06 | 0.9 | 1 | 0.96 | 0.9 | 0.92 | 0.8 | — | — | 0.79 | |
| MogaoType=Native Unified, # Params.=7B, LLM rewriters=false2026.05 | 0.89 | 1 | 0.97 | 0.83 | 0.93 | 0.84 | 0.8 | — | — | |
| GPT Image 2#Params=-2026.05 | 0.89 | 0.99 | 0.98 | 0.85 | 0.93 | 0.85 | 0.77 | — | — | |
| Mogao# Params=7B2026.05 | 0.89 | 1 | 0.97 | 0.83 | 0.93 | 0.84 | 0.8 | — | — | |
| ERNIE-ImageOpen Weights=true, Prompt Enhancement (PE)=false2026.05 | 0.89 | 1 | 0.96 | 0.78 | 0.93 | 0.86 | — | — | 0.79 | |
| BAGELType=Native Unified, # Params.=14B, LLM rewriters=true2026.05 | 0.88 | 0.98 | 0.95 | 0.84 | 0.95 | 0.78 | 0.77 | — | — | |
| Lumina-DiMOO# Params=8B2026.05 | 0.88 | 1 | 0.94 | 0.85 | 0.89 | 0.85 | 0.76 | — | — | |
| CLVRParameters=9B2026.05 | 0.88 | 1 | 0.96 | 0.89 | 0.91 | 0.8 | 0.7 | — | — | |
| MaskGRPOBackbone=Lumina-DiMOO, RL Setting=MaskGRPO2026.05 | 0.88 | 1 | 0.9 | 0.88 | 0.89 | 0.85 | 0.77 | — | — | |
| BAGELModel Category=Unified Models, LLM rewriter=true, Resolution=10242026.05 | 0.88 | 0.98 | 0.95 | 0.84 | 0.95 | 0.78 | 0.77 | — | — | |
| RF-PixelModel Category=Unified Models, LLM rewriter=true, Resolution=10242026.05 | 0.88 | 0.98 | 0.95 | 0.88 | 0.87 | 0.92 | 0.7 | — | — | |
| BAGEL-7BCategory=Unified Models, Prompt Rewriting=true2026.06 | 0.88 | 0.98 | 0.95 | 0.84 | 0.95 | 0.78 | 0.77 | — | — | |
| BAGELModel Category=Unified Models, Prompt Rewriting=true2026.06 | 0.88 | 0.98 | 0.95 | 0.84 | 0.95 | 0.78 | 0.77 | — | — | |
| TokenComposeBackbone=Qwen-Image, Fine-tuning=TokenCompose2026.06 | 0.88 | 1 | 0.93 | 0.89 | 0.89 | 0.77 | — | — | 0.79 | |
| Qwen-ImageType=Gen. Only, # Params.=20B, LLM rewriters=false2026.05 | 0.87 | 0.99 | 0.92 | 0.89 | 0.88 | 0.76 | 0.77 | — | — | |
| FLUX.2 [Dev]#Params=24B + 32B2026.05 | 0.87 | 1 | 0.99 | 0.79 | 0.93 | 0.73 | 0.78 | — | — | |
| Qwen-Image#Params=7B + 20B2026.05 | 0.87 | 0.99 | 0.92 | 0.89 | 0.88 | 0.76 | 0.77 | — | — | |
| Qwen-Image# Params=20B2026.05 | 0.87 | 0.99 | 0.92 | 0.89 | 0.88 | 0.76 | 0.77 | — | — | |
| NEO-unify# Params=2B2026.05 | 0.87 | 0.99 | 0.92 | 0.89 | 0.86 | 0.77 | 0.76 | — | — | |
| Tuna-2# Params=7B2026.05 | 0.87 | 0.99 | 0.96 | 0.8 | 0.91 | 0.84 | 0.76 | — | — | |
| Qwen-Image2026.05 | 0.87 | 0.99 | 0.92 | 0.89 | 0.88 | 0.76 | 0.77 | — | — | |
| CLVRParameters=4B2026.05 | 0.87 | 0.99 | 0.92 | 0.85 | 0.89 | 0.85 | 0.71 | — | — | |
| TraceGRPOBackbone=Lumina-DiMOO, RL Setting=TraceGRPO2026.05 | 0.87 | 1 | 0.9 | 0.85 | 0.9 | 0.88 | 0.73 | — | — | |
| Qwen-ImageOpen Weights=true2026.05 | 0.87 | 0.99 | 0.92 | 0.89 | 0.88 | 0.76 | — | — | 0.77 | |
| ERNIE-Image-TurboOpen Weights=true, Prompt Enhancement (PE)=false2026.05 | 0.87 | 1 | 0.96 | 0.79 | 0.92 | 0.8 | — | — | 0.73 | |
| ERNIE-ImageOpen Weights=true, Prompt Enhancement (PE)=true2026.05 | 0.87 | 0.99 | 0.96 | 0.82 | 0.88 | 0.86 | — | — | 0.72 | |
| Qwen-ImageModel Category=Generation Only, LLM rewriter=false, Resolution=10242026.05 | 0.87 | 0.99 | 0.92 | 0.89 | 0.88 | 0.76 | 0.77 | — | — | |
| VLM-UniDDTCategory=Unified Models, Resolution=512 × 5122026.06 | 0.87 | 0.99 | 0.93 | 0.71 | 0.92 | 0.85 | 0.8 | — | — | |
| Qwen-ImageBackbone=Qwen-Image2026.06 | 0.87 | 0.99 | 0.92 | 0.89 | 0.88 | 0.76 | — | — | 0.77 | |
| BF16Model=Z-Image-Turbo, Steps=8, Quantization=BF162026.05 | 0.86 | 1 | 0.97 | 0.71 | 1 | 0.63 | 0.83 | — | — | |
| OmniGen2Model Category=Unified Models, LLM rewriter=true, Resolution=10242026.05 | 0.86 | 0.99 | 0.96 | 0.74 | 0.98 | 0.71 | 0.75 | — | — | |
| OmniGen2Model Category=Unified Models, Prompt Rewriting=true2026.06 | 0.86 | 0.99 | 0.96 | 0.74 | 0.98 | 0.72 | 0.75 | — | — | |
| Emu3.5Model Category=Unified Models, Prompt Rewriting=false2026.06 | 0.86 | — | — | — | — | — | — | — | — | |
| UniARModel Category=Unified Models, Prompt Rewriting=true2026.06 | 0.86 | 0.99 | 0.96 | 0.7 | 0.93 | 0.77 | 0.83 | — | — | |
| InternVL-U# Params=1.7B2026.05 | 0.85 | 0.99 | 0.94 | 0.74 | 0.91 | 0.77 | 0.74 | — | — | |
| SIPOBase Model=FLUX.1-dev2025.05 | 0.85 | 0.98 | 0.95 | 0.79 | 0.95 | 0.73 | 0.69 | — | — | |
| FLUX.2-klein-9BOpen Weights=true2026.05 | 0.85 | 0.93 | 0.96 | 0.83 | 0.91 | 0.72 | — | — | 0.74 | |
| ERNIE-Image-TurboOpen Weights=true, Prompt Enhancement (PE)=true2026.05 | 0.85 | 0.99 | 0.94 | 0.84 | 0.84 | 0.8 | — | — | 0.7 | |
| UniARModel Category=Unified Models, Prompt Rewriting=false2026.06 | 0.85 | 1 | 0.95 | 0.75 | 0.94 | 0.77 | 0.67 | — | — | |
| BLIP3-oType=Composite Unified, # Params.=8B, LLM rewriters=false2026.05 | 0.84 | — | — | — | — | — | — | — | — | |
| UniWorld-V1Type=Composite Unified, # Params.=12B, LLM rewriters=true2026.05 | 0.84 | 0.98 | 0.93 | 0.81 | 0.89 | 0.74 | 0.71 | — | — | |
| Seedream-4.0#Params=-2026.05 | 0.84 | 1 | 0.92 | 0.71 | 0.93 | 0.78 | 0.68 | — | — | |
| GPT Image 1 [High]#Params=-2026.05 | 0.84 | 0.99 | 0.92 | 0.85 | 0.92 | 0.75 | 0.61 | — | — | |
| GPT-Image-1# Params=-2026.05 | 0.84 | 0.99 | 0.92 | 0.85 | 0.92 | 0.75 | 0.61 | — | — | |
| Seedream 4.0# Params=-2026.05 | 0.84 | 0.99 | 0.92 | 0.72 | 0.91 | 0.76 | 0.74 | — | — | |
| Seedream 3.0# Params=-2026.05 | 0.84 | 0.99 | 0.96 | 0.91 | 0.93 | 0.47 | 0.8 | — | — | |
| LongCat-Next# Params=68BA3B2026.05 | 0.84 | — | — | — | — | — | — | — | — | |
| Z-Image# Params=6B2026.05 | 0.84 | 1 | 0.94 | 0.78 | 0.93 | 0.62 | 0.77 | — | — | |
| BLIP3-o# Params=1.4B2026.05 | 0.84 | — | — | — | — | — | — | — | — | |
| Z-Image2026.05 | 0.84 | 1 | 0.94 | 0.78 | 0.93 | 0.62 | 0.77 | — | — | |
| Seedream 3.0Version=3.02026.05 | 0.84 | 0.99 | 0.96 | 0.91 | 0.93 | 0.47 | 0.8 | — | — | |
| GPT-4o2026.05 | 0.84 | 0.99 | 0.92 | 0.85 | 0.92 | 0.75 | 0.61 | — | — | |
| Seedream 3.0Open Weights=false2026.05 | 0.84 | 0.99 | 0.96 | 0.91 | 0.93 | 0.47 | — | — | 0.8 | |
| Z-ImageOpen Weights=true2026.05 | 0.84 | 1 | 0.94 | 0.78 | 0.93 | 0.62 | — | — | 0.77 | |
| GPT Image 1Open Weights=false2026.05 | 0.84 | 0.99 | 0.92 | 0.85 | 0.92 | 0.75 | — | — | 0.61 | |
| Seedream 3.0Model Category=Generation Only, LLM rewriter=false, Resolution=10242026.05 | 0.84 | 0.99 | 0.96 | 0.91 | 0.93 | 0.47 | 0.8 | — | — | |
| BLIP3-oModel Category=Unified Models, LLM rewriter=false, Resolution=10242026.05 | 0.84 | — | — | — | — | — | — | — | — | |
| UniWorld-V1Model Category=Unified Models, LLM rewriter=true, Resolution=10242026.05 | 0.84 | 0.98 | 0.93 | 0.81 | 0.89 | 0.74 | 0.71 | — | — | |
| RF-PixelModel Category=Unified Models, LLM rewriter=false, Resolution=10242026.05 | 0.84 | 0.99 | 0.93 | 0.84 | 0.89 | 0.74 | 0.66 | — | — | |
| BLIP3-o-8B*Category=Unified Models2026.06 | 0.84 | — | — | — | — | — | — | — | — | |
| UniWorld-V1Model Category=Unified Models, Prompt Rewriting=true2026.06 | 0.84 | 0.98 | 0.93 | 0.81 | 0.89 | 0.74 | 0.71 | — | — | |
| NextFlowModel Category=Unified Models, Prompt Rewriting=true2026.06 | 0.84 | 1 | 0.92 | 0.75 | 0.9 | 0.76 | 0.7 | — | — | |
| GPT-4oModel Category=Unified Models, Prompt Rewriting=false, Results Source=[64]2026.06 | 0.84 | 0.99 | 0.92 | 0.85 | 0.92 | 0.75 | 0.61 | — | — | |
| PermuQuant-HModel=Z-Image-Turbo, Steps=8, Quantization=W3A3, Hadamard=true2026.05 | 0.83 | 0.96 | 0.97 | 0.64 | 1 | 0.63 | 0.75 | — | — | |
| Nano Banana 2.0#Params=-2026.05 | 0.83 | 1 | 0.96 | 0.71 | 0.84 | 0.86 | 0.65 | — | — | |
| X-Omni# Params=12B2026.05 | 0.83 | 0.98 | 0.95 | 0.75 | 0.91 | 0.71 | 0.68 | — | — | |
| Uni-CoT2026.05 | 0.83 | 0.99 | 0.96 | 0.84 | 0.92 | 0.57 | 0.71 | — | — | |
| Process-Driven2026.05 | 0.83 | 0.99 | 0.95 | 0.75 | 0.87 | 0.72 | 0.69 | — | — | |
| HT-GRPOBackbone=MMaDA, RL Setting=HT-GRPO2026.05 | 0.83 | 1 | 0.92 | 0.77 | 0.9 | 0.73 | 0.66 | — | — | |
| Lumina-DiMOOBackbone=Lumina-DiMOO, RL Setting=None2026.05 | 0.83 | 0.99 | 0.94 | 0.7 | 0.85 | 0.81 | 0.71 | — | — | |
| SFTBase Model=FLUX.1-dev2025.05 | 0.83 | 0.96 | 0.95 | 0.77 | 0.94 | 0.66 | 0.67 | — | — | |
| HiDream-l1-FullOpen Weights=true2026.05 | 0.83 | 1 | 0.98 | 0.79 | 0.91 | 0.6 | — | — | 0.72 | |
| X-OmniModel Category=Unified Models, Prompt Rewriting=true2026.06 | 0.83 | 0.98 | 0.95 | 0.75 | 0.91 | 0.71 | 0.68 | — | — |