Image Captioning on RSITMD
52.5BLEU-4GeoSolver
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GeoSolverModel Category=Ours2026.03 | 52.5 | — | — | — | |
| EarthDialCategory=Open-source Remote Sensing Vision-Language Models2025.12 | 42.09 | 23.92 | 42.56 | 18.35 | |
| EarthDialModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | 42.09 | — | — | — | |
| VHMCategory=Open-source Remote Sensing Vision-Language Models2025.12 | 38.93 | 21.99 | 40.29 | 18.43 | |
| VHMModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | 38.93 | — | — | — | |
| SkySenseGPTCategory=Open-source Remote Sensing Vision-Language Models2025.12 | 37.76 | 19.06 | 34.98 | 15 | |
| SkySenseGPTModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | 37.76 | — | — | — | |
| Qwen2.5-VLCategory=Open-source Vision-Language Models2025.12 | 27.92 | 17.24 | 24.9 | 12.2 | |
| Qwen2.5-VLModel Category=Open-source Vision-Language Models2026.03 | 27.92 | — | — | — | |
| GPT-5Category=Closed-source Commercial Vision-Language Models2025.12 | 27.27 | 21.1 | 29.48 | 14.02 | |
| ChatGPT-5Model Category=Closed-source Commercial Vision-Language Models2026.03 | 27.27 | — | — | — | |
| MiniGPT-v2Category=Open-source Vision-Language Models2025.12 | 25.45 | 16.83 | 25.89 | 11.55 | |
| MiniGPT-v2Model Category=Open-source Vision-Language Models2026.03 | 25.45 | — | — | — | |
| RS-EoTModel Category=Open-source Reasoning Vision-Language Models2026.03 | 25.16 | — | — | — | |
| Kimi-VL-ThinkingModel Category=Open-source Reasoning Vision-Language Models2026.03 | 24.82 | — | — | — | |
| GLM-4.1V-ThinkingModel Category=Open-source Reasoning Vision-Language Models2026.03 | 20.57 | — | — | — | |
| Claude-sonnet-4Category=Closed-source Commercial Vision-Language Models2025.12 | 20.14 | 17.15 | 19.31 | 9.13 | |
| Claude-sonnet-4Model Category=Closed-source Commercial Vision-Language Models2026.03 | 20.14 | — | — | — | |
| Gemini-2.0Category=Closed-source Commercial Vision-Language Models2025.12 | 15.73 | 9.27 | 17.11 | 7.92 | |
| Gemini-2.0-flashModel Category=Closed-source Commercial Vision-Language Models2026.03 | 15.73 | — | — | — | |
| MF-RSVLMCategory=Open-source Remote Sensing Vision-Language Models2025.12 | 13.68 | 31.81 | 42.36 | 37.45 |