Image Captioning on NWPU-Captions
80.93BLEU-4GeoSolver
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GeoSolverModel Category=Ours2026.03 | 80.93 | — | — | — | — | |
| Aware-Trans.Total Params=28M*2025.12 | 75 | 91.5 | 2.147 | — | — | |
| GeoMELTTotal Params=271M2025.12 | 73.1 | 90.7 | 2.155 | — | — | |
| HCNetTotal Params=25M*2025.12 | 71.7 | 89.6 | 2.093 | — | — | |
| BITATotal Params=3B2025.12 | 67.6 | 88.5 | 1.97 | — | — | |
| EarthDialCategory=Open-source Remote Sensing Vision-Language Models2025.12 | 67.14 | — | 123.6 | 46.17 | 28.96 | |
| EarthDialModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | 67.14 | — | — | — | — | |
| RS-CapRetTotal Params=7B2025.12 | 65.6 | 87.1 | 1.929 | — | — | |
| EarthGPTTotal Params=7B2025.12 | 65.5 | 87.1 | 1.926 | — | — | |
| MF-RSVLMCategory=Open-source Remote Sensing Vision-Language Models2025.12 | 57.02 | — | 132.4 | 69.77 | 68.39 | |
| VHMCategory=Open-source Remote Sensing Vision-Language Models2025.12 | 50.69 | — | 54.92 | 25.31 | 22.91 | |
| VHMModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | 50.69 | — | — | — | — | |
| Def. Trans.Total Params=90M*2025.12 | 48.3 | 75.2 | 1.207 | — | — | |
| SkySenseGPTCategory=Open-source Remote Sensing Vision-Language Models2025.12 | 48.03 | — | 49.67 | 22.41 | 18.68 | |
| MLCA-NETTotal Params=138M*2025.12 | 47.8 | 74.5 | 1.164 | — | — | |
| MC-NetTotal Params=138M*2025.12 | 47.8 | 74.1 | 1.159 | — | — | |
| GPT-5Category=Closed-source Commercial Vision-Language Models2025.12 | 39.62 | — | 48.52 | 25.69 | 20.91 | |
| ChatGPT-5Model Category=Closed-source Commercial Vision-Language Models2026.03 | 39.62 | — | — | — | — | |
| Qwen2.5-VLCategory=Open-source Vision-Language Models2025.12 | 38.89 | — | 42.11 | 21.4 | 17.75 | |
| Qwen2.5-VLModel Category=Open-source Vision-Language Models2026.03 | 38.89 | — | — | — | — | |
| MiniGPT-v2Category=Open-source Vision-Language Models2025.12 | 37.75 | — | 35.73 | 19.7 | 15.18 | |
| MiniGPT-v2Model Category=Open-source Vision-Language Models2026.03 | 37.75 | — | — | — | — | |
| RS-EoTModel Category=Open-source Reasoning Vision-Language Models2026.03 | 37.27 | — | — | — | — | |
| Kimi-VL-ThinkingModel Category=Open-source Reasoning Vision-Language Models2026.03 | 34.84 | — | — | — | — | |
| GLM-4.1V-ThinkingModel Category=Open-source Reasoning Vision-Language Models2026.03 | 29.59 | — | — | — | — | |
| Claude-sonnet-4Category=Closed-source Commercial Vision-Language Models2025.12 | 28.32 | — | 32.46 | 21.98 | 13.38 | |
| Claude-sonnet-4Model Category=Closed-source Commercial Vision-Language Models2026.03 | 28.32 | — | — | — | — | |
| SkySenseGPTModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | 23.33 | — | — | — | — | |
| Gemini-2.0Category=Closed-source Commercial Vision-Language Models2025.12 | 20.55 | — | 22.58 | 11.42 | 9.45 | |
| Gemini-2.0-flashModel Category=Closed-source Commercial Vision-Language Models2026.03 | 20.55 | — | — | — | — |