Text-to-Image Generation on GenEval (GenEval Metric)
0.96GenEval ScoreUDM-GRPO
Evaluation Results
| Method | Links | |
|---|---|---|
| UDM-GRPO2026.04 | 0.96 | |
| SD 3.5 M + FlowGRPO#Steps=>5K, NFE_pi_theta_old=40, NFE_pi_theta=402026.04 | 0.95 | |
| SD 3.5 M + DiffusionNFT#Steps=1.7K, NFE_pi_theta_old=40 + 40, NFE_pi_theta=402026.04 | 0.94 | |
| SD 3.5 M + V-GRPO#Steps=580, NFE_pi_theta_old=40 + 6.9, NFE_pi_theta=6.92026.04 | 0.91 | |
| UniGRPOThinking=true2026.03 | 0.9 | |
| FlowGRPOThinking=false2026.03 | 0.88 | |
| TextGRPOThinking=true2026.03 | 0.88 | |
| FPOThinking=false2026.03 | 0.87 | |
| ReFL (w/ Thinking) + TextGRPOThinking=true2026.03 | 0.87 | |
| Nucleus-ImageConfiguration=1024 × 10242026.04 | 0.87 | |
| FlowGRPOThinking=true2026.03 | 0.86 | |
| Tar-7B W/Self-ReflectParams=7B, Type=AR, #Training Images=46M, Res.=2562025.03 | 0.85 | |
| Ming-UniVisionParams=16B-A3B, Type=AR-Continuous, Res.=5122025.03 | 0.85 | |
| ReFLThinking=false2026.03 | 0.85 | |
| FPOThinking=true2026.03 | 0.85 | |
| Tar-7BParams=7B, Type=AR, #Training Images=46M, Res.=2562025.03 | 0.84 | |
| ReFLThinking=true2026.03 | 0.84 | |
| SFTThinking=false2026.03 | 0.83 | |
| ReFL (w/ Thinking)Thinking=true2026.03 | 0.83 | |
| BAGEL2026.03 | 0.82 | |
| SFTThinking=true2026.03 | 0.82 | |
| BLIP3o-4B2026.03 | 0.81 | |
| xLARD2026.03 | 0.81 | |
| Janus-Pro-7B2026.03 | 0.8 | |
| OmniGen22026.03 | 0.8 | |
| SANA-1.5AutoEncoders=DC-AE(f32c32p1), Token-nums=32×32, Params (B)=4.8, Throughput (img/s)=0.262026.03 | 0.8 | |
| UniWorld-V1Type=AR+Diffusion, Params=20B2026.03 | 0.8 | |
| Janus-proType=AR, Params=7B2026.03 | 0.8 | |
| BagelThinking=true2026.03 | 0.79 | |
| BAGEL*Type=AR+RAG, Params=14B, Note=Re-generated using official pre-trained models2026.03 | 0.79 | |
| Tar-1.5B W/Self-ReflectParams=3B, Type=AR, #Training Images=46M, Res.=2562025.03 | 0.78 | |
| BagelThinking=false2026.03 | 0.78 | |
| FIRM-SD3.5Base Model=SD3.5-Medium, Training=RL with FIRM-Gen-8B2026.03 | 0.77 | |
| OmniGen2*Type=Diffusion+AR, Params=7B, Note=Re-generated using official pre-trained models2026.03 | 0.77 | |
| Tar-1.5BParams=3B, Type=AR, #Training Images=46M, Res.=2562025.03 | 0.76 | |
| Show-o22026.03 | 0.76 | |
| SD3.5-MediumTraining=RL with Qwen3VL-8B2026.03 | 0.76 | |
| ILLUME+Params=3B, Type=AR, #Training Images=46M, Res.=5122025.03 | 0.72 | |
| SemHiTokParams=7B, Type=AR, #Training Images=15M, Res.=2562025.03 | 0.71 | |
| SD3.5-L2026.04 | 0.71 | |
| SD 3.5 LResolution=1024×10242026.04 | 0.71 | |
| LACON-AModel Scale=Qwen3-1.7B2026.03 | 0.703 | |
| SD3.5-MediumTraining=RL with Qwen3VL-32B2026.03 | 0.7 | |
| LACON-SModel Scale=Qwen3-1.7B2026.03 | 0.697 | |
| URSAClassifier-Free Guidance (CFG)=true2026.04 | 0.69 | |
| OmniGenType=AR+Diffusion, Params=7B2026.03 | 0.68 | |
| Show-OType=AR+Diffusion, Params=1.3B2026.03 | 0.68 | |
| FLUX-devType=Diffusion, Params=12B2026.03 | 0.68 | |
| DALL-E 3Type=Diff, Res.=10242025.03 | 0.67 | |
| DALLE-32026.03 | 0.67 | |
| FLUX-devAutoEncoders=FLUX-VAE(f8c16p2), Token-nums=64×64, Params (B)=12, Throughput (img/s)=0.042026.03 | 0.67 | |
| Baseline-BModel Scale=Qwen3-1.7B2026.03 | 0.664 | |
| Emu3Params=8B, Type=AR, Res.=2562025.03 | 0.66 | |
| FLUX.1-Dev2026.03 | 0.66 | |
| FLUX.1-Dev2026.04 | 0.66 | |
| SD 3.5 M + FlowGRPO#Steps=2K, NFE_pi_theta_old=40, NFE_pi_theta=402026.04 | 0.66 | |
| UniFlowModel Size=0.6B, Type=Diffusion, Res.=2562025.10 | 0.65 | |
| SANAModel Size=0.6B, Type=Diffusion, Res.=5122025.10 | 0.64 | |
| DA-VAE (SD3.5-M)AutoEncoders=DA-VAE (f16c32p2), Token-nums=32×32, Params (B)=2.5, Throughput (img/s)=1.032026.03 | 0.64 | |
| TransfusionParams=7.3B, Type=AR, #Training Images=3.5B, Res.=2562025.03 | 0.63 | |
| TokenFlowParams=7B, Type=AR, #Training Images=60M, Res.=2562025.03 | 0.63 | |
| MMaDAParams=8B, Type=Diff, Res.=5122025.03 | 0.63 | |
| JanusFlow2026.03 | 0.63 | |
| Hunyuan-DiTAutoEncoders=—, Token-nums=64×64, Params (B)=1.5, Throughput (img/s)=0.052026.03 | 0.63 | |
| SD3.5-mediumAutoEncoders=SD3-VAE (f8c16p2), Token-nums=64×64, Params (B)=2.5, Throughput (img/s)=0.252026.03 | 0.63 | |
| SD3.5-medium†AutoEncoders=SD3-VAE (f8c16p2), Token-nums=32×32, Params (B)=2.5, Throughput (img/s)=1.032026.03 | 0.63 | |
| SD 3.5 M + CFGCFG=true2026.04 | 0.63 | |
| Ming-Lite-UniParams=8B, Type=AR-Scale, #Training Images=5M, Res.=5122025.03 | 0.62 | |
| SD3-mediumAutoEncoders=SD3-VAE (f8c16p2), Token-nums=64×64, Params (B)=2.0, Throughput (img/s)=0.362026.03 | 0.62 | |
| LACON-SModel Scale=Qwen3-0.6B2026.03 | 0.613 | |
| LACON-AModel Scale=Qwen3-0.6B2026.03 | 0.613 | |
| JanusParams=1.3B, Type=AR, #Training Images=65M, Res.=3842025.03 | 0.61 | |
| SynerGen-VLParams=2.4B, Type=AR, #Training Images=25M, Res.=2562025.03 | 0.61 | |
| ILLUMEParams=7B, Type=AR, #Training Images=15M, Res.=5122025.03 | 0.61 | |
| UniTokParams=7B, Type=AR, #Training Images=30M, Res.=2562025.03 | 0.59 | |
| Baseline-BModel Scale=Qwen3-0.6B2026.03 | 0.589 | |
| MUSE-VLParams=7B, Type=AR, #Training Images=10M, Res.=2562025.03 | 0.57 | |
| SDXLParams=2.6B, Type=Diff, #Training Images=2000M, Res.=10242025.03 | 0.55 | |
| LiquidParams=7B, Type=AR, #Training Images=30M, Res.=5122025.03 | 0.55 | |
| SD XLModel Size=2.6B, Type=Diffusion, Res.=10242025.10 | 0.55 | |
| TokenFlowModel Size=7B, Type=AR, Res.=2562025.10 | 0.55 | |
| SD-XL2026.03 | 0.55 | |
| SDXL2026.04 | 0.55 | |
| SD XLResolution=1024×10242026.04 | 0.55 | |
| EMU3-GenModel Size=8B, Type=AR, Res.=5122025.10 | 0.54 | |
| EMU3-Gen2026.03 | 0.54 | |
| PixArt-ΣAutoEncoders=—, Token-nums=64×64, Params (B)=0.6, Throughput (img/s)=0.402026.03 | 0.54 | |
| Emu3Type=AR, Params=8B2026.03 | 0.54 | |
| SD 3.5 M + FlowGRPO#Steps=4K, NFE_pi_theta_old=40, NFE_pi_theta=402026.04 | 0.54 | |
| Show-oParams=1.5B, Type=Diff, #Training Images=36M, Res.=2562025.03 | 0.53 | |
| Show-oModel Size=1.5B, Type=AR+Diffusion, Res.=2562025.10 | 0.53 | |
| Show-o2026.03 | 0.53 | |
| DALL-E 2Type=Diff, #Training Images=650M, Res.=10242025.03 | 0.52 | |
| SD3.5-Medium2026.03 | 0.52 | |
| LongAlign2026.04 | 0.5075 | |
| SD v2.1Type=Diff, #Training Images=2000M, Res.=10242025.03 | 0.5 | |
| SD v2.1Model Size=866M, Type=Diffusion, Res.=5122025.10 | 0.5 | |
| ELLA2026.04 | 0.4971 | |
| PRISM2026.04 | 0.496 | |
| PixArt-αParams=0.6B, Type=Diff, Res.=10242025.03 | 0.48 |