Quantity-aware generation on T2I-Count (test)
16.365T2I-Count ScoreBase
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BaseNFE=252026.06 | 16.365 | 16.7 | 5 | 57.9 | 26.2 | 92.8 | |
| FreeDoMNFE=1045, Augmentation=Best-of-N [65]2026.06 | 5.21 | 7.925 | 20 | 30.3 | 25.9 | 93.1 | |
| BoNNFE=10002026.06 | 2.668 | 4.925 | 22.5 | 64.2 | 26.9 | 90.4 | |
| DPSNFE=1000, Augmentation=Best-of-N [65]2026.06 | 2.565 | 4.9 | 15 | 71.6 | 26.8 | 92.5 | |
| DASNFE=10002026.06 | 2.061 | 3.875 | 27.5 | 78.9 | 27.1 | 95 | |
| RBFNFE=10002026.06 | 1.796 | 4.025 | 30 | 64.6 | 27.1 | 93.6 | |
| SVDDNFE=10002026.06 | 1.53 | 3.1 | 17.5 | 72.9 | 27.1 | 95.3 | |
| Ψ-SamplerNFE=10002026.06 | 1.426 | 3.215 | 30 | 85.4 | 27.3 | 95.1 | |
| NTRKNFE=1000, Augmentation=Ψ-Sampler [75]2026.06 | 0.045 | 2.325 | 37.5 | 68.1 | 26.6 | 91.5 |