Remote Sensing Image Understanding on XLRS-Bench
52.78AccuracyGeoVista
Evaluation Results
| Method | Links | |
|---|---|---|
| GeoVistaCategory=Zoom-In Method2026.05 | 52.78 | |
| GeoEyesCategory=Zoom-In Remote Sensing MLLMs2026.05 | 42.34 | |
| InternVL3.5-8BCategory=Large-Format MLLMs2026.05 | 41.59 | |
| Qwen2.5-VL-7BCategory=Large-Format MLLMs2026.05 | 41.39 | |
| ZoomSearchCategory=Remote Sensing MLLMs2026.05 | 40.68 | |
| DeepSeek-VL2-smallCategory=Open-source MLLMs2026.05 | 40.2 | |
| GLM-4V-9BCategory=Open-source MLLMs2026.05 | 39.83 | |
| Qwen-AgentCategory=Zoom-In Method2026.05 | 38.74 | |
| Claude-Sonnet-4.5Category=Closed-source MLLMs2026.05 | 38.15 | |
| RS-EoTCategory=Zoom-In Remote Sensing MLLMs2026.05 | 37.14 | |
| LLaVA-UHD-v3Category=Open-source MLLMs2026.05 | 36.26 | |
| Coarse-to-fineCategory=Remote Sensing MLLMs2026.05 | 35.65 | |
| GeoLLaVA-8KCategory=Remote Sensing MLLMs2026.05 | 35.5 | |
| ZoomEarthCategory=Zoom-In Remote Sensing MLLMs2026.05 | 30.7 | |
| EarthDialCategory=Remote Sensing MLLMs2026.05 | 30.6 | |
| GPT-4oCategory=Closed-source MLLMs2026.05 | 30.4 | |
| LLaVA1.5-7BCategory=Open-source MLLMs2026.05 | 22.81 | |
| VHMCategory=Remote Sensing MLLMs2026.05 | 22.8 | |
| Gemini-3-flashCategory=Closed-source MLLMs2026.05 | 22.52 | |
| GeoChatCategory=Remote Sensing MLLMs2026.05 | 21.8 |