Detailed Caption on KVBench Detailed Caption en
62.3Overall ScoreGPT-Image
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GPT-ImageSource Category=Close-source Models2026.04 | 62.3 | 68.77 | 66.36 | 54.76 | 48.5 | 66.21 | 73.18 | |
| gemini-2.5-flashSource Category=Close-source Models2026.04 | 61.23 | 75.15 | 74.54 | 38.95 | 62.24 | 67.96 | 73.54 | |
| Seedream-4.0Source Category=Close-source Models2026.04 | 59.67 | 67.03 | 69.1 | 49.92 | 45.08 | 66.05 | 70.82 | |
| gemini-3-pro-imageSource Category=Close-source Models2026.04 | 57.55 | 77 | 79.47 | 15.11 | 60.41 | 53.11 | 76.2 | |
| FLUX.2-devSource Category=Open-source Models2026.04 | 56.64 | 53.15 | 62.78 | 46.84 | 52.94 | 58.56 | 65.54 | |
| FLUX.2-maxSource Category=Close-source Models2026.04 | 50.18 | 54.68 | 55.74 | 29.37 | 43.62 | 52.91 | 64.74 | |
| SD3.5-LargeSource Category=Open-source Models2026.04 | 39.35 | 31.15 | 45.6 | 34.32 | 37.04 | 39.97 | 48.96 | |
| Qwen-ImageSource Category=Open-source Models2026.04 | 37.24 | 33.47 | 50.47 | 33.38 | 34.4 | 23.13 | 48.67 | |
| FLUX.1-Krea-devSource Category=Open-source Models2026.04 | 36.65 | 29.77 | 43.62 | 29.32 | 25.38 | 44.48 | 47.74 | |
| HiDreamSource Category=Close-source Models2026.04 | 35.84 | 33 | 45.62 | 28.68 | 28.04 | 35.04 | 45.28 | |
| Z-ImageSource Category=Open-source Models2026.04 | 28.9 | 25.67 | 45.4 | 21.61 | 23.78 | 15.32 | 41.4 | |
| FLUX.1-devSource Category=Open-source Models2026.04 | 24.32 | 15.25 | 31.98 | 12.35 | 18.38 | 30.17 | 37.78 | |
| BAGEL-7B-MoTSource Category=Open-source Models2026.04 | 20.31 | 11.8 | 32.36 | 12.04 | 10.7 | 25.59 | 29.38 | |
| Show-o2Source Category=Open-source Models2026.04 | 15.14 | 18.59 | 22.34 | 15.21 | 14.38 | 5.63 | 14.7 | |
| OmniGen2Source Category=Open-source Models2026.04 | 14.27 | 8.27 | 23.84 | 11.84 | 11.06 | 6.6 | 23.02 | |
| Janus-ProSource Category=Open-source Models2026.04 | 9.96 | 5.59 | 19.76 | 9.6 | 5.04 | 4.36 | 10.38 |