Text-to-Image Generation on Dataset D1 (test)
0.7703Text AlignmentCurriculum DPO
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Curriculum DPOModel=SD, Fine-Tuning Strategy=Curriculum DPO2024.05 | 0.7703 | 5.8232 | 28.56 | — | — | — | — | — | — | |
| SDFine-Tuning Strategy=DDPO2024.05 | 0.7629 | 5.8183 | 28.54 | — | — | — | — | — | — | |
| SDFine-Tuning Strategy=DPO2024.05 | 0.7614 | 5.7146 | 28.27 | — | — | — | — | — | — | |
| Curriculum DPOModel=LCM, Fine-Tuning Strategy=Curriculum DPO2024.05 | 0.7548 | 6.6417 | 32.37 | — | — | — | — | — | — | |
| LCMFine-Tuning Strategy=DPO2024.05 | 0.7502 | 6.4741 | 29.9 | — | — | — | — | — | — | |
| LCMFine-Tuning Strategy=DDPO2024.05 | 0.749 | 6.373 | 29.52 | — | — | — | — | — | — | |
| Curriculum-DPO++Model=SD2026.02 | 0.7472 | — | 29.47 | — | — | — | — | — | — | |
| Curriculum-DPOModel=SD2026.02 | 0.7455 | — | 28.94 | — | — | — | — | — | — | |
| Curriculum-DPO++Model=LCM2026.02 | 0.7264 | — | 30.03 | — | — | — | — | — | — | |
| LCMFine-Tuning Strategy=Baseline (None)2024.05 | 0.7243 | 6.049 | 29.12 | — | — | — | — | — | — | |
| LCMFine-Tuning Strategy=Pre-trained (baseline)2026.02 | 0.7243 | — | 29.12 | — | — | — | — | — | — | |
| Curriculum-DPOModel=LCM2026.02 | 0.7224 | — | 29.36 | — | — | — | — | — | — | |
| SDFine-Tuning Strategy=Baseline (None)2024.05 | 0.6804 | 5.5152 | 27.84 | — | — | — | — | — | — | |
| SDFine-Tuning Strategy=Pre-trained (baseline)2026.02 | 0.6804 | — | 27.84 | — | — | — | — | — | — | |
| BaselineFine-Tuning Strategy=None2026.02 | — | — | — | 0.7243 | 6.049 | 29.12 | 0.6804 | 5.5152 | 27.84 | |
| Curriculum-DPOFine-Tuning Strategy=Curriculum-DPO2026.02 | — | — | — | 0.7548 | 6.6417 | 32.37 | 0.7703 | 5.8232 | 28.56 | |
| Curriculum-DPO++Fine-Tuning Strategy=Curriculum-DPO++2026.02 | — | — | — | 0.7603 | 6.7065 | 32.41 | 0.7744 | 5.8342 | 33.25 | |
| DDPOFine-Tuning Strategy=DDPO2026.02 | — | — | — | 0.749 | 6.373 | 29.52 | 0.7629 | 5.8183 | 28.54 | |
| DPOFine-Tuning Strategy=DPO2026.02 | — | — | — | 0.7502 | 6.4741 | 29.9 | 0.7614 | 5.7146 | 28.27 |