Text-to-Image Generation on Stable Diffusion "Two dogs in the park." 1.5
1.33RewardAdjoint Matching
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Adjoint MatchingGPU hrs (training)=4 (A100)2025.09 | 1.33 | 13 | |
| DPOKGPU hrs (training)=28 (A100)2025.09 | 1.01 | 14 | |
| Importance Fine-tuningGPU hrs (training)=7 (RTX 4090)2025.09 | 1.01 | 12 | |
| Best-100-of-600Efficiency=1/6 efficiency2025.09 | 1 | 15 | |
| Best-1-of-6, 100 timesEfficiency=1/6 efficiency2025.09 | 0.91 | 15 | |
| Grid in U^1 (2 seeds)Efficiency=1/6 efficiency, Number of seeds=22025.09 | 0.84 | 9 | |
| Grid in U^1 (2 seeds)Efficiency=1/2 efficiency, Number of seeds=22025.09 | 0.83 | 9 | |
| Grid in U^3 (4 seeds)Efficiency=1/2 efficiency, Number of seeds=42025.09 | 0.74 | 13 | |
| Best-100-of-200Efficiency=1/2 efficiency2025.09 | 0.73 | 15 | |
| Grid in U^3 (4 seeds)Efficiency=1/6 efficiency, Number of seeds=42025.09 | 0.69 | 13 | |
| Grid in U^5 (6 seeds)Efficiency=1/2 efficiency, Number of seeds=62025.09 | 0.68 | 13 | |
| Grid in U^5 (6 seeds)Efficiency=1/6 efficiency, Number of seeds=62025.09 | 0.68 | 14 | |
| Best-1-of-2, 100 timesEfficiency=1/2 efficiency2025.09 | 0.63 | 16 | |
| Standard model samplingEfficiency=standard2025.09 | 0.36 | 16 |