Remote Sensing Visual Question Answering on RSVQA low-resolution
96LR Rural ScoreGeoVLM-R1
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GeoVLM-R1Total Params=3B2025.12 | 96 | 91.81 | 93.2 | 92.66 | |
| RSGPTtype=MLLM2026.02 | 94 | 91.17 | 92.29 | 92.49 | |
| Qwen2-VLtype=MLLM2026.02 | 94 | 91.91 | 92.2 | 92.11 | |
| Qwen2-VL-HFFine-tuned on=RSHalluShield dataset, type=MLLM2026.02 | 94 | 91.81 | 92.33 | 92.71 | |
| RSGPTTotal Params=13B2025.12 | 94 | 91.17 | 91.7 | 92.29 | |
| GeoChatTotal Params=7B2025.12 | 94 | 91.09 | 90.33 | 91.81 | |
| EarthDialTotal Params=4B2025.12 | 92.75 | 94 | 92.58 | 92.7 | |
| GeoChattype=MLLM2026.02 | 91.09 | 90.33 | 94 | 91.81 | |
| LHRS-Bottype=MLLM2026.02 | 89.07 | 88.51 | 90 | 89.19 | |
| LHRS-BotTotal Params=7B2025.12 | 89.07 | 88.51 | 90 | 89.19 | |
| SkyEyeGPTtype=MLLM2026.02 | 88.93 | 88.63 | 75 | 84.19 | |
| VHMtype=MLLM2026.02 | 88 | 90.11 | 89.89 | 89.33 | |
| VHMTotal Params=7B2025.12 | 88 | 90.11 | 89.89 | 89.33 | |
| SkyEyeGPTTotal Params=7B2025.12 | 75 | 88.93 | 88.63 | 84.19 | |
| Gemini-Visiontype=MLLM2026.02 | 63 | 60.95 | 70.32 | 64.76 | |
| Qwen-VL-ChatTotal Params=9.6B2025.12 | 61 | 38.57 | 67.59 | 55.35 | |
| LLaVA-1.5Total Params=7B2025.12 | 59 | 55.46 | 68.2 | 62.77 | |
| MiniGPTv2Total Params=7B2025.12 | 39 | 55.16 | 55.22 | 54.96 | |
| GeoMELTTotal Params=271M2025.12 | 32 | 78.34 | 66.44 | 70.94 |