Text-to-Image Generation on DrawBench (HPSv2.1, CLIP, Aes, IR, Pick)
6.89Aes.LoTTS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LoTTSModel=FLUX2025.11 | 6.89 | 33.9 | — | 1.623 | 23.21 | — | — | |
| Particle SamplingModel=FLUX2025.11 | 6.523 | 32.28 | — | 1.445 | 22.9 | — | — | |
| LoTTSModel=SDXL2025.11 | 6.321 | 28.9 | — | 1.111 | 22.38 | — | — | |
| Best-of-NModel=FLUX2025.11 | 6.29 | 30.46 | — | 1.221 | 22.33 | — | — | |
| Best-of-NModel=SDXL2025.11 | 6.238 | 25.27 | — | 0.756 | 22.23 | — | — | |
| Particle SamplingModel=SDXL2025.11 | 6.233 | 26.46 | — | 0.844 | 22.31 | — | — | |
| ResamplingModel=FLUX2025.11 | 6.223 | 29.28 | — | 1.1 | 22.05 | — | — | |
| FlowAWR#Iter=1.5k2026.06 | 6.04 | — | 0.296 | 1.51 | 23.91 | — | 0.341 | |
| ResamplingModel=SDXL2025.11 | 6.034 | 23.84 | — | 0.657 | 21.09 | — | — | |
| SD3.5-M + DiffusionNFT#Iter=1.7k2026.06 | 5.99 | — | 0.293 | 1.48 | 23.79 | — | 0.33 | |
| LoTTSModel=SD2.12025.11 | 5.911 | 23.29 | — | 0.698 | 21.47 | — | — | |
| SD3.5-M + FlowGRPO#Iter=4k2026.06 | 5.9 | — | 0.28 | 1.29 | 23.5 | — | 0.316 | |
| Pro-GRPOReward=HPS+CLIP2025.12 | 5.897 | — | 0.596 | 0.974 | 22.073 | 0.339 | — | |
| Pro-GRPOReward=HPS2025.12 | 5.894 | 0.391 | — | 0.933 | 21.896 | 0.339 | — | |
| DanceGRPOReward=HPS+CLIP2025.12 | 5.821 | — | 0.575 | 0.835 | 21.875 | 0.323 | — | |
| Particle SamplingModel=SD2.12025.11 | 5.79 | 22.19 | — | 0.52 | 21.23 | — | — | |
| TIDEResolution=2048 × 20482026.03 | 5.77 | — | 27.34 | 0.83 | — | — | — | |
| DanceGRPOReward=HPS2025.12 | 5.766 | 0.369 | — | 0.884 | 21.903 | 0.325 | — | |
| YaRNResolution=2048 × 20482026.03 | 5.76 | — | 26.76 | 0.66 | — | — | — | |
| Dy-YaRNResolution=2048 × 20482026.03 | 5.74 | — | 26.52 | 0.72 | — | — | — | |
| FLUX.1-Dev2026.06 | 5.71 | — | 0.295 | 0.96 | 22.84 | — | 0.274 | |
| SD-XLResolution=1024 x 10242026.06 | 5.6 | — | 0.287 | 0.76 | 22.42 | — | 0.28 | |
| Best-of-NModel=SD2.12025.11 | 5.589 | 22.45 | — | 0.446 | 20.59 | — | — | |
| FLUXResolution=2048 × 20482026.03 | 5.53 | — | 26.63 | 0.46 | — | — | — | |
| SD3.5-LResolution=1024 x 10242026.06 | 5.5 | — | 0.289 | 0.96 | 22.91 | — | 0.288 | |
| ResamplingModel=SD2.12025.11 | 5.456 | 21.34 | — | 0.244 | 20.23 | — | — | |
| SD3.5-M + CFGCFG=true2026.06 | 5.36 | — | 0.285 | 0.85 | 22.34 | — | 0.279 | |
| TIDEResolution=4096 × 40962026.03 | 5.34 | — | 26.13 | 0.18 | — | — | — | |
| SD3.5-M + FlowGRPO#Iter=>5k2026.06 | 5.32 | — | 0.293 | 1.06 | 22.37 | — | 0.274 | |
| SD3.5-M + FlowGRPO#Iter=2k2026.06 | 5.32 | — | 0.29 | 0.95 | 22.44 | — | 0.28 | |
| SD v1.4Model Version=Base2025.12 | 5.207 | — | — | -0.029 | 21.084 | 0.2445 | — | |
| SD3.5-M (w/o CFG)CFG=false2026.06 | 5.13 | — | 0.237 | -0.58 | 20.51 | — | 0.204 | |
| YaRNResolution=4096 × 40962026.03 | 4.39 | — | 23.25 | -0.83 | — | — | — | |
| Dy-YaRNResolution=4096 × 40962026.03 | 4.39 | — | 23.21 | -0.84 | — | — | — | |
| FLUXResolution=4096 × 40962026.03 | 2.92 | — | 15.16 | -2.19 | — | — | — |