Visual Question Answering on RSVQA-HR
86.36Average ScoreEarth-OneVision
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Earth-OneVisionParameters=2B2026.06 | 86.36 | 84.7 | 88.02 | — | |
| SkyEyeGPTParameters=7B2026.06 | 81.89 | 83.5 | 80.28 | — | |
| SkyEyeGPT2025.12 | 80.07 | 80 | 80.13 | — | |
| GeoVLM-R1Total Params=3B2025.12 | 75.27 | 66.38 | 82.26 | — | |
| TEOChatParameters=7B2026.06 | 74.3 | 67.5 | 81.1 | — | |
| VHMTotal Params=7B2025.12 | 73.75 | 64 | 83.5 | — | |
| RSThinkerParameters=9B2026.06 | 72.97 | 66.95 | 78.98 | — | |
| OSMDA-VLMsplit=fine-tuning-split2026.03 | 72.5 | — | — | — | |
| EarthDialTotal Params=4B2025.12 | 72.45 | 58.89 | 83.11 | — | |
| GeoChatTotal Params=7B2025.12 | 72.3 | 58.45 | 83.19 | — | |
| InternVL22025.12 | 72.13 | 67.35 | 76.91 | — | |
| EarthGPTTotal Params=7B2025.12 | 71.15 | 62.77 | 79.53 | — | |
| EarthGPT2025.12 | 71.15 | 62.77 | 79.53 | — | |
| EarthDialParameters=4B2026.06 | 71 | 58.89 | 83.11 | — | |
| Kimi-VL-ThinkingParameters=16B2026.06 | 70.93 | 63.94 | 77.91 | — | |
| GeoChat2025.12 | 70.82 | 58.45 | 83.19 | — | |
| LRS-VQA2026.03 | 68.7 | — | — | — | |
| LLaVA-1.5Total Params=7B2025.12 | 68.56 | 69.83 | 67.29 | — | |
| GeoMELTTotal Params=271M2025.12 | 68.19 | 70.16 | 66.61 | — | |
| InternLM-XCompose2025.12 | 67.21 | 67.79 | 66.62 | — | |
| MiniGPT-v22025.12 | 66.53 | 68.34 | 64.71 | — | |
| MF-RSVLM2025.12 | 65.05 | 54.3 | 75.8 | — | |
| Qwen-VL2025.12 | 63.87 | 61.75 | 65.98 | — | |
| Qwen-VL-Chat2025.12 | 63.87 | 61.75 | 65.98 | — | |
| SkySenseGPTParameters=7B2026.06 | 63.44 | 47.95 | 78.93 | — | |
| Qwen-VL-ChatTotal Params=9.6B2025.12 | 63.06 | 66.44 | 60.41 | — | |
| LHRS-Bot-nova2026.03 | 60 | — | — | — | |
| LLaVA-1.52025.12 | 53.99 | 48.96 | 59.02 | — | |
| EarthDial2026.03 | 52.2 | — | — | — | |
| MiniGPT-v2Parameters=7B2026.06 | 50.95 | 48.95 | 52.95 | — | |
| Gemini-2.0-Flash2026.06 | 49.95 | 56.94 | 42.96 | — | |
| Intern-S1-mini2026.03 | 49.3 | — | — | — | |
| SkySenseGPT2026.03 | 47.7 | — | — | — | |
| MiniGPTv2Total Params=7B2025.12 | 46.46 | 40.79 | 50.91 | — | |
| VHM2026.03 | 46 | — | — | — | |
| GeoChat2026.03 | 41.2 | — | — | — | |
| GeoPix2026.03 | 32.2 | — | — | — | |
| SkyEyeGPT2026.03 | 20.9 | — | — | — | |
| ChatGPT-5Model Category=Closed-source Commercial Vision-Language Models2026.03 | — | — | — | 65.94 | |
| Claude-42026.05 | — | — | — | 25 | |
| Claude-sonnet-4Model Category=Closed-source Commercial Vision-Language Models2026.03 | — | — | — | 55.94 | |
| EarthDialModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | — | — | — | 72.43 | |
| EarthDialParams.=4B2026.05 | — | — | — | 42 | |
| EVEv2Params.=7B2026.05 | — | — | — | 34.25 | |
| Gemini-2.02026.05 | — | — | — | 17 | |
| Gemini-2.0-flashModel Category=Closed-source Commercial Vision-Language Models2026.03 | — | — | — | 49.95 | |
| GeoChat2025.11 | — | 58.45 | 83.19 | — | |
| GeoSolverModel Category=Ours2026.03 | — | — | — | 73.19 | |
| GeoZero2025.11 | — | 74.46 | 83.59 | — | |
| GLM-4.1V-ThinkingModel Category=Open-source Reasoning Vision-Language Models2026.03 | — | — | — | 55.94 | |
| Kimi-VL-ThinkingModel Category=Open-source Reasoning Vision-Language Models2026.03 | — | — | — | 70.93 | |
| MiniGPT-v2Model Category=Open-source Vision-Language Models2026.03 | — | — | — | 50.95 | |
| MiniGPT-v2Params.=7B2026.05 | — | — | — | 23.5 | |
| Qwen2.5-VLModel Category=Open-source Vision-Language Models2026.03 | — | — | — | 57.43 | |
| Qwen2.5-VLParams.=7B2026.05 | — | — | — | 22.75 | |
| Qwen3-VL-8B-Instruct2025.11 | — | 66.04 | 75.39 | — | |
| RS-EoTModel Category=Open-source Reasoning Vision-Language Models2026.03 | — | — | — | 70.05 | |
| SkyNativeParams.=8B2026.05 | — | — | — | 40.25 | |
| SkySenseGPTModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | — | — | — | 63.44 | |
| SkySenseGPTParams.=7B2026.05 | — | — | — | 36.25 | |
| TinyRS-R12025.11 | — | 68.6 | 73.5 | — | |
| VHM2025.11 | — | 64 | 83.5 | — | |
| VHMModel Category=Open-source Remote Sensing Vision-Language Models2026.03 | — | — | — | 69.43 | |
| VHMParams.=7B2026.05 | — | — | — | 36.5 | |
| VoCoTParams.=7B2026.05 | — | — | — | 40.25 |