Detailed Caption on KVBench Detailed Caption, zh
61.17Overall Scoregemini-3-pro-image
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| gemini-3-pro-imageSource Category=Close-source Models2026.04 | 61.17 | 82.38 | 82.95 | 74.29 | 11.5 | 47.8 | 68.18 | |
| GPT-ImageSource Category=Close-source Models2026.04 | 45.74 | 52.57 | 54.09 | 43 | 25.86 | 49.4 | 49.52 | |
| Seedream-4.0Source Category=Close-source Models2026.04 | 44.17 | 56.97 | 50.32 | 36.93 | 28.67 | 44.01 | 47.15 | |
| gemini-2.5-flashSource Category=Close-source Models2026.04 | 27.37 | 23.93 | 39.01 | 21.77 | 9.37 | 31.6 | 38.55 | |
| Qwen-ImageSource Category=Open-source Models2026.04 | 25.28 | 21.81 | 31.01 | 23.11 | 17.13 | 8.59 | 30.03 | |
| Z-ImageSource Category=Open-source Models2026.04 | 25.01 | 29.72 | 30.04 | 18.59 | 16.55 | 38.13 | 49.03 | |
| FLUX.2-devSource Category=Open-source Models2026.04 | 24.55 | 21.27 | 33.06 | 21.47 | 10.25 | 26.87 | 34.32 | |
| FLUX.2-maxSource Category=Close-source Models2026.04 | 14.88 | 11.91 | 24.76 | 13.59 | 1.34 | 17.17 | 20.5 | |
| HiDreamSource Category=Close-source Models2026.04 | 9.47 | 6.93 | 11.08 | 7.84 | 2.87 | 14.79 | 13.28 | |
| BAGEL-7B-MoTSource Category=Open-source Models2026.04 | 6.87 | 4.72 | 10.59 | 4.57 | 1.18 | 10.88 | 9.29 | |
| OmniGen2Source Category=Open-source Models2026.04 | 6.55 | 5.91 | 12.31 | 5.64 | 2.27 | 2.75 | 10.41 | |
| FLUX.1-Krea-devSource Category=Open-source Models2026.04 | 5.76 | 6.79 | 8.67 | 5.33 | 1.35 | 9.99 | 2.4 | |
| Janus-ProSource Category=Open-source Models2026.04 | 5.75 | 3.6 | 9.86 | 6.88 | 0.67 | 10.57 | 2.9 | |
| SD3.5-LargeSource Category=Open-source Models2026.04 | 5.71 | 5.79 | 7.86 | 5.52 | 1.86 | 9.44 | 1.8 | |
| FLUX.1-devSource Category=Open-source Models2026.04 | 4.75 | 4.56 | 6.21 | 5.29 | 2.87 | 8.12 | 1.37 | |
| Show-o2Source Category=Open-source Models2026.04 | 4.1 | 4.21 | 5.01 | 2.56 | 3.69 | 9.16 | 0.54 |