Remote Sensing Visual Question Answering on MME-RealWorld-RS
58.15Position ScoreRADAR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RADARbackbone=GeoZero, inference procedure=training-free2026.03 | 58.15 | 50.52 | 20.47 | 43.05 | |
| GeoZero2026.03 | 57.04 | 44.3 | 15.74 | 39.03 | |
| Qwen3-VL-4B2026.03 | 55.53 | 40.24 | 7.59 | 34.45 | |
| Qwen3-VL-8B2026.03 | 54.97 | 46.06 | 14.44 | 38.49 | |
| Qwen2.5-VL-7B2026.03 | 46.22 | 29.16 | 11.26 | 28.88 | |
| GLM-4.6v2026.03 | 44.92 | 28.19 | 7.53 | 26.88 | |
| GPT-4o2026.03 | 36.37 | 32.43 | 15.89 | 28.23 | |
| LLaVA-1.5-7B2026.03 | 33.73 | 35.78 | 18.52 | 29.34 | |
| Claude-haiku-4-52026.03 | 31.73 | 28.04 | 18.35 | 26.04 | |
| Llama-4-scout2026.03 | 26.7 | 23.72 | 15.64 | 22.02 | |
| GeoChat2026.03 | 25.06 | 23.11 | 15.66 | 21.28 |