Knowledge Visualization on KVBench Brief Caption
51.36Overall Score (zh)gemini-3-pro-image
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| gemini-3-pro-imageAccess=Close-source, Prompt Type=Brief Caption2026.04 | 51.36 | 34.4 | 69.35 | 57.24 | 70.67 | 50.4 | 63.29 | 14 | 10.17 | 32.87 | 41.29 | 37.07 | 51.58 | 37.2 | |
| Qwen-Image + KE-CheckAccess=Open-source, Prompt Type=Brief Caption2026.04 | 47.67 | 30.24 | 54.73 | 36.05 | 55.47 | 34.93 | 55.87 | 27.82 | 38.75 | 18 | 34.89 | 33.15 | 46.33 | 31.47 | |
| Seedream-4.0Access=Close-source, Prompt Type=Brief Caption2026.04 | 44.74 | 39.61 | 44.98 | 44.44 | 54.35 | 49 | 52.29 | 37.87 | 35.92 | 26.47 | 35.6 | 40.38 | 40.27 | 39.53 | |
| GPT-ImageAccess=Close-source, Prompt Type=Brief Caption2026.04 | 40.9 | 41.6 | 38 | 46 | 50.5 | 51.6 | 44.31 | 45.96 | 23.65 | 25.73 | 29.33 | 38.04 | 39.1 | 42.2 | |
| FLUX.2-devAccess=Open-source, Prompt Type=Brief Caption2026.04 | 40.51 | 36.88 | 42.82 | 31.64 | 37 | 38.73 | 49.62 | 41.56 | 39.92 | 35.8 | 28.27 | 35.42 | 36.4 | 39.13 | |
| OmniGen2Access=Open-source, Prompt Type=Brief Caption2026.04 | 23.79 | 18.47 | 17.76 | 15.16 | 18.25 | 21.8 | 27.13 | 18.53 | 16.42 | 9.67 | 36.31 | 24.62 | 26.87 | 26.07 | |
| FLUX.2-maxAccess=Close-source, Prompt Type=Brief Caption2026.04 | 21.97 | 34.98 | 22.8 | 43.29 | 33.42 | 45.2 | 31.96 | 18.71 | 10.75 | 33.07 | 24.89 | 34.6 | 27.97 | 35.07 | |
| FLUX.1-devAccess=Open-source, Prompt Type=Brief Caption2026.04 | 21.47 | 33.93 | 10.91 | 28 | 21.82 | 41.13 | 25.51 | 22.49 | 22.83 | 26.33 | 20.93 | 34.22 | 26.8 | 50.4 | |
| Qwen-ImageAccess=Open-source, Prompt Type=Brief Caption2026.04 | 20.09 | 25.74 | 14.76 | 20.56 | 15.17 | 23.53 | 29 | 27.87 | 21.97 | 27.33 | 19.16 | 27.16 | 20.53 | 28 | |
| Z-ImageAccess=Open-source, Prompt Type=Brief Caption2026.04 | 19.15 | 19.14 | 13.11 | 16.49 | 21.25 | 23.67 | 27.33 | 16.04 | 19.97 | 13 | 19.82 | 25.64 | 13.43 | 20 | |
| BAGEL-7B-MoTAccess=Open-source, Prompt Type=Brief Caption2026.04 | 18.75 | 22.2 | 14.13 | 28.64 | 18.73 | 23.73 | 27.91 | 19.07 | 14.83 | 10.13 | 14.09 | 21.98 | 22.78 | 29.67 | |
| show-o2Access=Open-source, Prompt Type=Brief Caption2026.04 | 14.12 | 19.05 | 5.93 | 17.87 | 15.62 | 26.67 | 22.71 | 15.11 | 6.67 | 4.67 | 23.56 | 26.22 | 13.33 | 23.73 | |
| SD3.5-LargeAccess=Open-source, Prompt Type=Brief Caption2026.04 | 12.18 | 31.07 | 10.09 | 29.8 | 14.22 | 36.53 | 17.78 | 38.44 | 4.5 | 24.07 | 20.49 | 28.84 | 6 | 28.73 | |
| FLUX.1-Krea-devAccess=Open-source, Prompt Type=Brief Caption2026.04 | 11.45 | 18.19 | 7.93 | 18.13 | 17.3 | 18.4 | 10.67 | 18.58 | 1.17 | 7.67 | 21.02 | 27.58 | 10.57 | 18.73 | |
| Janus-ProAccess=Open-source, Prompt Type=Brief Caption2026.04 | 8.81 | 21.61 | 6.64 | 27.71 | 13.35 | 27.07 | 12.53 | 18.49 | 4.83 | 6.67 | 10.49 | 23.38 | 5.08 | 26.33 |