Text-to-Image Generation on DrawBench (ImageReward, CLIPScore, Aesthetic, PickScore, HPSv2)
1.3712ImageRewardFLUX.2 4B w/ RTDMD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FLUX.2 4B w/ RTDMDNFE=42026.05 | 1.3712 | 0.3219 | 5.7746 | 23.9642 | 0.3516 | |
| FlowAWR#Iter=1.2k2026.06 | 1.36 | 0.275 | 6.28 | 24.29 | 0.315 | |
| DiffusionNFT#Iter=2.0k2026.06 | 1.31 | 0.272 | 6.19 | 24.09 | 0.316 | |
| RTDMDNFE=4, Resolution=1024^22026.05 | 1.3024 | 0.3161 | 5.9642 | 22.8593 | 0.3211 | |
| RdmNFE=4, Resolution=1024^22026.05 | 1.2897 | 0.2936 | 5.8769 | 22.5783 | 0.2957 | |
| GDMDNFE=4, Resolution=1024^22026.05 | 1.2702 | 0.293 | 5.8728 | 22.4614 | 0.3076 | |
| FLUX.2 9BNFE=42026.05 | 1.1998 | 0.2919 | 5.373 | 23.0178 | 0.2991 | |
| DMD2NFE=4, Resolution=1024^22026.05 | 1.1689 | 0.2914 | 5.7704 | 22.1442 | 0.2951 | |
| Z-Image 6B w/ TDM-R1NFE=42026.05 | 1.1543 | 0.2836 | 5.245 | 22.8202 | 0.3064 | |
| TDMNFE=4, Resolution=1024^22026.05 | 1.0932 | 0.2848 | 5.707 | 22.1806 | 0.294 | |
| SD3-MNFE=100, Resolution=1024^2, CFG=true2026.05 | 1.0759 | 0.2936 | 5.5711 | 22.3236 | 0.281 | |
| FLUX.2 4BNFE=42026.05 | 1.0506 | 0.2864 | 5.2658 | 22.737 | 0.289 | |
| DMDRNFE=4, Resolution=1024^22026.05 | 1.012 | 0.2901 | 5.5123 | 21.6528 | 0.2931 | |
| FLUX.2 9B2026.05 | 1.0021 | 0.2962 | 5.203 | 22.6382 | 0.28 | |
| DMDNFE=4, Resolution=1024^22026.05 | 0.9704 | 0.2861 | 5.5598 | 21.6216 | 0.2891 | |
| Z-Image-Turbo 6BNFE=42026.05 | 0.9696 | 0.2764 | 5.2894 | 22.7994 | 0.2954 | |
| Flash DiffusionNFE=4, Resolution=1024^22026.05 | 0.8752 | 0.2864 | 5.5236 | 22.0558 | 0.2636 | |
| FLUX.2 4B2026.05 | 0.8538 | 0.2834 | 5.3333 | 22.3938 | 0.2771 | |
| SD3.5-M + CFG#Iter=—2026.06 | 0.85 | 0.285 | 5.36 | 22.34 | 0.279 | |
| Z-Image 6B2026.05 | 0.7841 | 0.2841 | 5.2488 | 22.2118 | 0.2714 | |
| Hyper-SDNFE=8, Resolution=1024^2, CFG=true2026.05 | 0.6562 | 0.2827 | 5.5715 | 21.2576 | 0.2608 | |
| FlowAWR#Iter=0.5k2026.06 | 0.43 | 0.274 | 5.09 | 21.92 | 0.252 | |
| DiffusionNFT#Iter=1k2026.06 | 0.4 | 0.274 | 4.99 | 21.78 | 0.24 | |
| SD3-MNFE=50, Resolution=1024^2, CFG=false2026.05 | 0.3762 | 0.2535 | 5.284 | 20.566 | 0.201 | |
| FlowAWR#Iter=0.26k2026.06 | -0.78 | 0.246 | 5 | 20.51 | 0.193 | |
| DiffusionNFT#Iter=0.52k2026.06 | -0.92 | 0.24 | 4.9 | 20.27 | 0.183 |