Text-to-Image Generation on DrawBench (HPS v2, AES, Pick, IR)
30.55HPS v2Z2-Sampling
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Z2-SamplingModel=SDXL2026.04 | 30.55 | 5.71 | 22.39 | 80.12 | |
| SEGModel=SDXL2026.04 | 29.6 | 5.66 | 22.15 | 60.42 | |
| CFG++Model=SDXL2026.04 | 28.65 | 5.62 | 22.38 | 62.66 | |
| FKS + StitchVMModel=FLUX, Reward Model=HPSv2 Reward, N=42026.05 | 0.318 | 5.74 | 23.22 | 1.18 | |
| BoNModel=FLUX, Reward Model=HPSv2 Reward, N=42026.05 | 0.314 | 5.78 | 23.13 | 1.15 | |
| FKSModel=FLUX, Reward Model=HPSv2 Reward, N=42026.05 | 0.314 | 5.76 | 23.1 | 1.17 | |
| FKS + StitchVMModel=SD3.5-Large, Reward Model=HPSv2 Reward, N=42026.05 | 0.31 | 5.52 | 23.11 | 1.2 | |
| BoNModel=SD3.5-Large, Reward Model=HPSv2 Reward, N=42026.05 | 0.308 | 5.41 | 22.96 | 1.24 | |
| FKSModel=SD3.5-Large, Reward Model=HPSv2 Reward, N=42026.05 | 0.308 | 5.39 | 22.96 | 1.22 | |
| FKS + StitchVMModel=SD3.5-Medium, Reward Model=HPSv2 Reward, N=42026.05 | 0.303 | 5.41 | 22.86 | 1.1 | |
| FKS + StitchVMModel=FLUX, Reward Model=CLIP Reward, N=42026.05 | 0.303 | 5.75 | 23 | 1.11 | |
| FKSModel=FLUX, Reward Model=CLIP Reward, N=42026.05 | 0.302 | 5.71 | 22.96 | 1.08 | |
| Flow baselineModel=FLUX2026.05 | 0.301 | 5.8 | 22.92 | 1.06 | |
| BoNModel=FLUX, Reward Model=Aesthetic Reward, N=42026.05 | 0.301 | 5.98 | 22.86 | 1.07 | |
| FKS + StitchVMModel=FLUX, Reward Model=Aesthetic Reward, N=42026.05 | 0.301 | 6 | 22.88 | 1.01 | |
| BoNModel=FLUX, Reward Model=CLIP Reward, N=42026.05 | 0.301 | 5.73 | 22.94 | 1.09 | |
| FKSModel=FLUX, Reward Model=Aesthetic Reward, N=42026.05 | 0.299 | 5.94 | 22.82 | 0.99 | |
| FKS + StitchVMModel=SD3.5-Large, Reward Model=Aesthetic Reward, N=42026.05 | 0.298 | 5.68 | 22.87 | 1.03 | |
| FKS + StitchVMModel=SD3.5-Large, Reward Model=CLIP Reward, N=42026.05 | 0.298 | 5.4 | 22.96 | 1.2 | |
| BoNModel=SD3.5-Large, Reward Model=Aesthetic Reward, N=42026.05 | 0.295 | 5.62 | 22.76 | 1.06 | |
| FKSModel=SD3.5-Large, Reward Model=CLIP Reward, N=42026.05 | 0.295 | 5.3 | 22.79 | 1.18 | |
| BoNModel=SD3.5-Large, Reward Model=CLIP Reward, N=42026.05 | 0.294 | 5.32 | 22.75 | 1.16 | |
| Flow baselineModel=SD3.5-Large2026.05 | 0.293 | 5.51 | 22.86 | 1.01 | |
| FKSModel=SD3.5-Large, Reward Model=Aesthetic Reward, N=42026.05 | 0.293 | 5.59 | 22.72 | 1.02 | |
| FKS + StitchVMModel=SD3.5-Medium, Reward Model=Aesthetic Reward, N=42026.05 | 0.289 | 5.58 | 22.65 | 0.99 | |
| BoNModel=SD3.5-Medium, Reward Model=HPSv2 Reward, N=42026.05 | 0.284 | 5.26 | 22.28 | 0.91 | |
| FKSModel=SD3.5-Medium, Reward Model=HPSv2 Reward, N=42026.05 | 0.283 | 5.26 | 22.24 | 0.93 | |
| Flow baselineModel=SD3.5-Medium2026.05 | 0.282 | 5.34 | 22.55 | 0.88 | |
| FKS + StitchVMModel=SD3.5-Medium, Reward Model=CLIP Reward, N=42026.05 | 0.282 | 5.26 | 22.53 | 0.96 | |
| BoNModel=SD3.5-Medium, Reward Model=Aesthetic Reward, N=42026.05 | 0.27 | 5.47 | 22.12 | 0.73 | |
| FKSModel=SD3.5-Medium, Reward Model=Aesthetic Reward, N=42026.05 | 0.268 | 5.46 | 22 | 0.65 | |
| FKSModel=SD3.5-Medium, Reward Model=CLIP Reward, N=42026.05 | 0.267 | 5.11 | 22.03 | 0.79 | |
| BoNModel=SD3.5-Medium, Reward Model=CLIP Reward, N=42026.05 | 0.266 | 5.13 | 22 | 0.73 |