Text-to-Image Generation on SDXL 200 prompts (val)
6.85ImageRewardTTSnap
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TTSnapMetric Type=Relative gain over BoN, Reward Setting=Combined-reward (All)2025.11 | 6.85 | 9.52 | 5.99 | 6.85 | |
| TTSnapMetric Type=Relative gain over BoN, Reward Setting=Single-reward2025.11 | 5.75 | 7.16 | 2.42 | 5.75 | |
| TTSpMetric Type=Relative gain over BoN, Reward Setting=Combined-reward (All)2025.11 | 4.15 | 1.67 | 2.42 | 4.15 | |
| TTSpMetric Type=Relative gain over BoN, Reward Setting=Single-reward2025.11 | 3 | 4.24 | 0.19 | 3 | |
| TTSnapCompute Budget=4k TFLOPs, Reward Setting=Single-reward2025.11 | 1.515 | 0.2194 | 0.2941 | — | |
| TTSpCompute Budget=4k TFLOPs, Reward Setting=Single-reward2025.11 | 1.503 | 0.2189 | 0.2939 | — | |
| BoNCompute Budget=4k TFLOPs, Reward Setting=Single-reward2025.11 | 1.49 | 0.2189 | 0.2938 | — | |
| TTSnapCompute Budget=2k TFLOPs, Reward Setting=Single-reward2025.11 | 1.47 | 0.2184 | 0.2925 | — | |
| TTSpCompute Budget=2k TFLOPs, Reward Setting=Single-reward2025.11 | 1.45 | 0.2179 | 0.2921 | — | |
| BoNCompute Budget=2k TFLOPs, Reward Setting=Single-reward2025.11 | 1.435 | 0.2178 | 0.2921 | — | |
| TTSnapCompute Budget=1k TFLOPs, Reward Setting=Single-reward2025.11 | 1.396 | 0.217 | 0.2903 | — | |
| TTSpCompute Budget=1k TFLOPs, Reward Setting=Single-reward2025.11 | 1.37 | 0.2164 | 0.2898 | — | |
| BoNCompute Budget=1k TFLOPs, Reward Setting=Single-reward2025.11 | 1.354 | 0.2162 | 0.2898 | — | |
| TTSnapCompute Budget=4k TFLOPs, Reward Setting=Combined-reward (All)2025.11 | 1.348 | 0.2167 | 0.2901 | — | |
| TTSpCompute Budget=4k TFLOPs, Reward Setting=Combined-reward (All)2025.11 | 1.34 | 0.2163 | 0.2898 | — | |
| BoNCompute Budget=4k TFLOPs, Reward Setting=Combined-reward (All)2025.11 | 1.327 | 0.2162 | 0.2897 | — | |
| TTSnapCompute Budget=2k TFLOPs, Reward Setting=Combined-reward (All)2025.11 | 1.306 | 0.216 | 0.2891 | — | |
| TTSpCompute Budget=2k TFLOPs, Reward Setting=Combined-reward (All)2025.11 | 1.297 | 0.2155 | 0.2887 | — | |
| BoNCompute Budget=2k TFLOPs, Reward Setting=Combined-reward (All)2025.11 | 1.282 | 0.2154 | 0.2886 | — | |
| TTSnapCompute Budget=1k TFLOPs, Reward Setting=Combined-reward (All)2025.11 | 1.254 | 0.215 | 0.2877 | — | |
| TTSpCompute Budget=1k TFLOPs, Reward Setting=Combined-reward (All)2025.11 | 1.232 | 0.2144 | 0.2872 | — | |
| BoNCompute Budget=1k TFLOPs, Reward Setting=Combined-reward (All)2025.11 | 1.219 | 0.2143 | 0.2871 | — | |
| Random SamplingCompute Budget=0 (r(B → 0)), Reward Setting=Single-reward2025.11 | 0.821 | 0.2086 | 0.2798 | — | |
| Random SamplingCompute Budget=0 (r(B → 0)), Reward Setting=Combined-reward (All)2025.11 | 0.819 | 0.2085 | 0.2797 | — |