Dense prompt following on DPG-Bench v1.0 (test)
93.08Entity ScoreNucleus-Image
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Nucleus-Image2026.04 | 93.08 | 85.1 | 92.2 | 93.56 | 93.62 | 88.79 | |
| Seedream 3.02026.04 | 92.65 | 94.31 | 91.36 | 92.78 | 88.24 | 88.27 | |
| Lumina-Image 2.02026.04 | 91.97 | — | 90.2 | 94.85 | — | 87.2 | |
| Qwen-Image2026.04 | 91.56 | 91.32 | 92.02 | 94.31 | 92.73 | 88.32 | |
| SD3 Medium2026.04 | 91.01 | 87.9 | 88.83 | 80.7 | 88.68 | 84.08 | |
| HiDream-I1-Full2026.04 | 90.22 | 76.44 | 89.48 | 93.74 | 91.83 | 85.89 | |
| FLUX.1 Dev2026.04 | 90 | 74.35 | 88.96 | 90.87 | 88.33 | 83.84 | |
| DALL-E 32026.04 | 89.61 | 90.97 | 88.39 | 90.58 | 89.83 | 83.5 | |
| GPT Image 1 High2026.04 | 88.94 | 88.89 | 89.84 | 92.63 | 90.96 | 85.15 | |
| Janus-Pro-7B2026.04 | 88.9 | 86.9 | 89.4 | 89.32 | 89.48 | 84.19 | |
| Lumina-Next2026.04 | 88.65 | 82.82 | 86.44 | 80.53 | 81.82 | 74.63 | |
| Janus-Pro-1B2026.04 | 88.63 | 87.58 | 88.17 | 88.98 | 88.3 | 82.63 | |
| Janus2026.04 | 87.38 | 82.33 | 87.7 | 55.46 | 86.41 | 79.68 | |
| Emu3-Gen2026.04 | 86.68 | 85.21 | 86.84 | 90.22 | 83.15 | 80.6 | |
| PixArt-Σ2026.04 | 82.89 | 86.89 | 88.94 | 86.59 | 87.68 | 80.54 | |
| Playground v2.52026.04 | 82.59 | 83.06 | 81.2 | 84.08 | 83.5 | 75.47 | |
| SDXL2026.04 | 82.43 | 83.27 | 80.91 | 86.76 | 80.41 | 74.65 | |
| HunyuanDiT2026.04 | 80.59 | 84.59 | 88.01 | 74.36 | 86.41 | 78.87 | |
| PixArt-α2026.04 | 79.32 | 74.97 | 78.6 | 82.57 | 76.96 | 71.11 | |
| SD v1.52026.04 | 74.23 | 74.63 | 75.39 | 73.49 | 67.81 | 63.18 |