Text-to-Image Generation on GenEval (Overall Score)
0.98Overall Score (GenEval)PRECISE
Evaluation Results
| Method | Links | |
|---|---|---|
| PRECISENFE=10, Iterations=30002026.05 | 0.98 | |
| CPSNFE=10, Iterations=30002026.05 | 0.972 | |
| Flow-GRPONFE=10, Iterations=30002026.05 | 0.969 | |
| CGPOGPU=8, RL Method=CGPO2026.05 | 0.96 | |
| GRPO-GuardGPU=–, RL Method=GRPO2026.05 | 0.95 | |
| Flow-GRPOGPU=24, RL Method=GRPO2026.05 | 0.95 | |
| Flow-GRPOGPU=8, RL Method=GRPO2026.05 | 0.94 | |
| ReCA-HarmonParams=1.5B, LLM rewriter=false2026.05 | 0.9 | |
| UniLIPParams=2B, LLM rewriter=false2026.05 | 0.9 | |
| SGT-BAGELParams=7B+7B‡, LLM rewriter=true2026.05 | 0.9 | |
| AlphaGRPOResolution=1024, Self-Reflective Refinement=true2026.05 | 0.895 | |
| AlphaGRPOResolution=512, Self-Reflective Refinement=true2026.05 | 0.882 | |
| BAGELParams=7B+7B‡, LLM rewriter=true2026.05 | 0.88 | |
| AlphaGRPO (RT2I)Resolution=1024, Reasoning text-to-image generation task=RT2I2026.05 | 0.874 | |
| Qwen-ImageType=DM2026.05 | 0.87 | |
| Nucleus-ImageType=DM2026.05 | 0.87 | |
| Qwen-ImageModel Category=Latent Text-to-Image Model2026.05 | 0.87 | |
| BAGELResolution=10242026.05 | 0.866 | |
| AlphaGRPOResolution=10242026.05 | 0.861 | |
| DecoModel Category=Pixel Text-to-Image Model2026.05 | 0.86 | |
| AlphaGRPO (RT2I)Resolution=512, Reasoning text-to-image generation task=RT2I2026.05 | 0.85 | |
| AlphaGRPOResolution=5122026.05 | 0.842 | |
| Seedream 3.0Type=DM2026.05 | 0.84 | |
| Seedream 3.0Model Category=Latent Text-to-Image Model2026.05 | 0.84 | |
| BAGELResolution=5122026.05 | 0.84 | |
| Visual-CoGGPU=–, RL Method=PPO2026.05 | 0.84 | |
| UniWorld-v1Params=7B+12B‡, LLM rewriter=true2026.05 | 0.84 | |
| HiDream-I1-FullType=DM2026.05 | 0.83 | |
| RAEv2Training Stage=Finetuning2026.05 | 0.827 | |
| Full CacheBudget=100%, Model=Infinity-8B2026.05 | 0.826 | |
| HeatKVBudget=20%, Model=Infinity-8B2026.05 | 0.824 | |
| ScaleKVBudget=20%, Model=Infinity-8B2026.05 | 0.821 | |
| HeatKVBudget=4%, Model=Infinity-8B2026.05 | 0.821 | |
| NTMType=NF, Training Setting=from scratch, Resolution=256 × 2562026.05 | 0.82 | |
| BAGEL2026.05 | 0.82 | |
| BAGEL2026.05 | 0.82 | |
| Z-Image-turboModel Category=Latent Text-to-Image Model2026.05 | 0.82 | |
| FLUX.1 devCategory=Generation Only Models2026.05 | 0.82 | |
| HACKBudget=20%, Model=Infinity-8B2026.05 | 0.82 | |
| ScaleKVBudget=4%, Model=Infinity-8B2026.05 | 0.82 | |
| ScaleKVBudget=10%, Model=Infinity-8B2026.05 | 0.819 | |
| StreamingLLMBudget=4%, Model=Infinity-8B2026.05 | 0.819 | |
| StreamingLLMBudget=10%, Model=Infinity-8B2026.05 | 0.816 | |
| HeatKVBudget=10%, Model=Infinity-8B2026.05 | 0.816 | |
| SnapKVBudget=20%, Model=Infinity-8B2026.05 | 0.815 | |
| RAETraining Stage=Finetuning2026.05 | 0.815 | |
| StreamingLLMBudget=20%, Model=Infinity-8B2026.05 | 0.814 | |
| HACKBudget=4%, Model=Infinity-8B2026.05 | 0.814 | |
| SnapKVBudget=4%, Model=Infinity-8B2026.05 | 0.814 | |
| HACKBudget=10%, Model=Infinity-8B2026.05 | 0.813 | |
| SnapKVBudget=10%, Model=Infinity-8B2026.05 | 0.813 | |
| BLIP3o-4B2026.05 | 0.81 | |
| Janus-Pro-7BType=DM2026.05 | 0.8 | |
| OmniGen22026.05 | 0.8 | |
| w/ RPO-Gemini 3.1 Pro-ARRBase Generator=FLUX.1-Dev2026.05 | 0.8 | |
| Janus-Pro-7B2026.05 | 0.8 | |
| OmniGen22026.05 | 0.8 | |
| ARR-RPOVariant=w/ RPO-Gemini 3.1 Pro-ARR2026.05 | 0.8 | |
| JanusProCategory=Unified Multimodal Models2026.05 | 0.8 | |
| Janus-ProParams=7B, LLM rewriter=false2026.05 | 0.8 | |
| PixelGenModel Category=Pixel Text-to-Image Model2026.05 | 0.79 | |
| SGT-Gen2Params=3B+4B‡, LLM rewriter=false2026.05 | 0.789 | |
| Flux-VAETraining Stage=Finetuning2026.05 | 0.783 | |
| w/ RPO-GPT-5-ARRBase Generator=FLUX.1-Dev2026.05 | 0.78 | |
| ARR-RPOVariant=w/ RPO-GPT-5-ARR2026.05 | 0.78 | |
| ARR-RPOVariant=w/ RPO-Gemini 3.1 Pro2026.05 | 0.77 | |
| OmniGen2Params=3B+4B‡, LLM rewriter=false2026.05 | 0.766 | |
| NTMType=NF, Training Setting=finetune, Resolution=512 × 5122026.05 | 0.76 | |
| Show-o22026.05 | 0.76 | |
| Show-o22026.05 | 0.76 | |
| ARR-RPOVariant=w/ RPO-GPT-52026.05 | 0.76 | |
| L2PModel Category=Pixel Text-to-Image Model2026.05 | 0.76 | |
| w/ RPO-Qwen3vl-8B-ARRBase Generator=FLUX.1-Dev2026.05 | 0.74 | |
| ARR-RPOVariant=w/ RPO-Qwen3vl-8B-ARR2026.05 | 0.74 | |
| PixelDiTModel Category=Pixel Text-to-Image Model2026.05 | 0.74 | |
| SD3 MediumCategory=Generation Only Models2026.05 | 0.74 | |
| PixNerdModel Category=Pixel Text-to-Image Model2026.05 | 0.73 | |
| HarmonParams=1.5B, LLM rewriter=false2026.05 | 0.73 | |
| ARR-RPOVariant=w/ RPO-Qwen3vl-8B2026.05 | 0.72 | |
| FKS + StitchVMModel=SD3.5-Large, Reward Model=CLIP Reward, N=42026.05 | 0.71 | |
| FKS + StitchVMModel=SD3.5-Large, Reward Model=HPSv2 Reward, N=42026.05 | 0.7 | |
| Show-oCategory=Unified Multimodal Models2026.05 | 0.69 | |
| DanceGRPOGPU=32, RL Method=GRPO2026.05 | 0.69 | |
| FKS + StitchVMModel=SD3.5-Medium, Reward Model=HPSv2 Reward, N=42026.05 | 0.69 | |
| HeatKVBudget=20%, Model=Infinity-2B2026.05 | 0.684 | |
| HeatKVBudget=10%, Model=Infinity-2B2026.05 | 0.684 | |
| HeatKVBudget=4%, Model=Infinity-2B2026.05 | 0.683 | |
| SnapKVBudget=4%, Model=Infinity-2B2026.05 | 0.682 | |
| Full CacheBudget=100%, Model=Infinity-2B2026.05 | 0.68 | |
| Show-o512Params=1.3B, LLM rewriter=false2026.05 | 0.68 | |
| BoNModel=SD3.5-Large, Reward Model=HPSv2 Reward, N=42026.05 | 0.68 | |
| FKSModel=SD3.5-Large, Reward Model=HPSv2 Reward, N=42026.05 | 0.68 | |
| FKS + StitchVMModel=FLUX, Reward Model=HPSv2 Reward, N=42026.05 | 0.68 | |
| FKS + StitchVMModel=SD3.5-Large, Reward Model=Aesthetic Reward, N=42026.05 | 0.68 | |
| FKS + StitchVMModel=SD3.5-Medium, Reward Model=CLIP Reward, N=42026.05 | 0.68 | |
| FKSModel=SD3.5-Large, Reward Model=CLIP Reward, N=42026.05 | 0.68 | |
| StreamingLLMBudget=20%, Model=Infinity-2B2026.05 | 0.679 | |
| ScaleKVBudget=20%, Model=Infinity-2B2026.05 | 0.678 | |
| HACKBudget=20%, Model=Infinity-2B2026.05 | 0.677 | |
| SnapKVBudget=20%, Model=Infinity-2B2026.05 | 0.677 |