Text-to-Image Generation on Parti-Prompts (test)
88.4Aesthetic ScorePGD
Evaluation Results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PGDBase Model=SPO-SDXL, Inference Strategy=PGD2026.02 | 88.4 | — | — | — | — | — | — | — | — | 91.4 | — | 48 | 87.7 | 93.9 | 77.3 | 80.6 | — | |
| SPO-SDXLBase Model=SPO-SDXL, Inference Strategy=-2026.02 | 88.1 | — | — | — | — | — | — | — | — | 87.8 | — | 31.7 | 85.5 | 92.2 | 74.9 | 76.9 | — | |
| cPGDBase Model=SPO-SDXL, Inference Strategy=cPGD2026.02 | 83.6 | — | — | — | — | — | — | — | — | 92 | — | 50.4 | 90.3 | 93.9 | 81.3 | 82.2 | — | |
| PGDBase Model=MaPO-SDXL, Inference Strategy=PGD2026.02 | 77.8 | — | — | — | — | — | — | — | — | 78.9 | — | 53.6 | 77.8 | 79.6 | 72.7 | 73.6 | — | |
| InPO-SD1.5baseline_comparison=Base-SD1.52025.03 | 74.63 | — | — | — | — | — | — | — | — | 73.16 | 81.86 | 61.89 | — | — | — | — | — | |
| MaPO-SDXLBase Model=MaPO-SDXL, Inference Strategy=-2026.02 | 72.4 | — | — | — | — | — | — | — | — | 52 | — | 48.2 | 64.4 | 58.5 | 65 | 60.8 | — | |
| cPGDBase Model=MaPO-SDXL, Inference Strategy=cPGD2026.02 | 70.1 | — | — | — | — | — | — | — | — | 72.5 | — | 58.2 | 81.1 | 76.9 | 74.4 | 71.9 | — | |
| InPO-SDXLbaseline_comparison=SFT-SDXL2025.03 | 69.7 | — | — | — | — | — | — | — | — | 88.54 | 88.91 | 56.99 | — | — | — | — | — | |
| PGDBase Model=SDXL, Inference Strategy=PGD2026.02 | 68.8 | — | — | — | — | — | — | — | — | 78.7 | — | 54 | 78.4 | 78.2 | 69.1 | 70.3 | — | |
| InPO-SD1.5baseline_comparison=DPO-SD1.52025.03 | 68.01 | — | — | — | — | — | — | — | — | 63.54 | 75.31 | 57.54 | — | — | — | — | — | |
| PGDBase Model=DPO-SDXL, Inference Strategy=PGD2026.02 | 67.6 | — | — | — | — | — | — | — | — | 80.8 | — | 57.5 | 83.9 | 81.7 | 76.1 | 74.8 | — | |
| NPOBase Model=DPO-SDXL, Inference Strategy=NPO2026.02 | 63.4 | — | — | — | — | — | — | — | — | 70.6 | — | 56.3 | 78.4 | 77.5 | 70.8 | 70 | — | |
| InPO-SDXLbaseline_comparison=Base-SDXL2025.03 | 61.7 | — | — | — | — | — | — | — | — | 72.89 | 78.31 | 50.55 | — | — | — | — | — | |
| cPGDBase Model=DPO-SDXL, Inference Strategy=cPGD2026.02 | 59.4 | — | — | — | — | — | — | — | — | 73.9 | — | 64.1 | 79.2 | 72.8 | 74.4 | 71.2 | — | |
| InPO-SD1.5baseline_comparison=KTO-SD1.52025.03 | 59.01 | — | — | — | — | — | — | — | — | 62.25 | 58.76 | 57.6 | — | — | — | — | — | |
| DPO-SDXLBase Model=DPO-SDXL, Inference Strategy=-2026.02 | 57.5 | — | — | — | — | — | — | — | — | 64 | — | 58.5 | 70.3 | 64 | 69.7 | 65.2 | — | |
| cPGDBase Model=SDXL, Inference Strategy=cPGD2026.02 | 57.2 | — | — | — | — | — | — | — | — | 75.8 | — | 62 | 80.3 | 77.8 | 74 | 70.8 | — | |
| InPO-SDXLbaseline_comparison=DPO-SDXL2025.03 | 57.17 | — | — | — | — | — | — | — | — | 56.92 | 60.11 | 42.28 | — | — | — | — | — | |
| NPOBase Model=SDXL, Inference Strategy=NPO2026.02 | 55.1 | — | — | — | — | — | — | — | — | 55 | — | 39 | 56.4 | 62.1 | 51.5 | 54.1 | — | |
| InPO-SD1.5baseline_comparison=SFT-SD1.52025.03 | 52.27 | — | — | — | — | — | — | — | — | 62.5 | 58.03 | 57.54 | — | — | — | — | — | |
| SDXLBase Model=SDXL, Inference Strategy=-2026.02 | 50 | — | — | — | — | — | — | — | — | 50 | — | 50 | 50 | 50 | 50 | 50 | — | |
| TGOBackbone=SD v1.52026.05 | 5.51 | — | — | — | — | — | — | — | — | 21.55 | — | 27.15 | — | — | 0.6574 | — | 0.279 | |
| SFTBackbone=SD v1.52026.05 | 5.48 | — | — | — | — | — | — | — | — | 21.31 | — | 26.73 | — | — | 0.4383 | — | 0.2673 | |
| Diffusion-KTOBackbone=SD v1.52026.05 | 5.47 | — | — | — | — | — | — | — | — | 21.5 | — | 27.06 | — | — | 0.6269 | — | 0.2757 | |
| CSFTBackbone=SD v1.52026.05 | 5.45 | — | — | — | — | — | — | — | — | 21.2 | — | 26.63 | — | — | 0.3197 | — | 0.2617 | |
| Diffusion-DPOBackbone=SD v1.52026.05 | 5.32 | — | — | — | — | — | — | — | — | 21.41 | — | 27.02 | — | — | 0.3547 | — | 0.2561 | |
| SD v1.5Backbone=SD v1.52026.05 | 5.25 | — | — | — | — | — | — | — | — | 21.15 | — | 26.59 | — | — | 0.2426 | — | 0.2475 | |
| AlignPropBackbone=SD v1.52026.05 | 5.25 | — | — | — | — | — | — | — | — | 21.15 | — | 26.59 | — | — | 0.2426 | — | 0.2475 | |
| DSPOBackbone=SD v1.52026.05 | 5.25 | — | — | — | — | — | — | — | — | 21.15 | — | 26.59 | — | — | 0.2426 | — | 0.2475 | |
| Base-SDXLBase Model=SDXL, Alignment Strategy=None2025.03 | — | 5.7519 | 5.7681 | 22.648 | 22.628 | 28.447 | 28.424 | 35.55 | 35.531 | — | — | — | — | — | — | — | — | |
| DPO-SDXLBase Model=SDXL, Alignment Strategy=Direct Preference Optimization2025.03 | — | 5.8181 | 5.7942 | 22.914 | 22.928 | 28.885 | 28.906 | 36.401 | 36.457 | — | — | — | — | — | — | — | — | |
| InPO-SDXLBase Model=SDXL, Alignment Strategy=In-place Preference Optimization2025.03 | — | 5.8493 | 5.8566 | 23.039 | 23.005 | 29.123 | 29.143 | 35.914 | 35.903 | — | — | — | — | — | — | — | — | |
| SFT-SDXLBase Model=SDXL, Alignment Strategy=Supervised Fine-Tuning2025.03 | — | 5.5373 | 5.5403 | 21.666 | 21.554 | 27.213 | 27.085 | 34.827 | 34.696 | — | — | — | — | — | — | — | — |