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ResearchFormerly WizWand

Remote Sensing Image Understanding on XLRS-Bench

52.78AccuracyGeoVista
20.560828.925437.2945.6546May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GeoVistaCategory=Zoom-In Method2026.0552.78
GeoEyesCategory=Zoom-In Remote Sensing MLLMs2026.0542.34
InternVL3.5-8BCategory=Large-Format MLLMs2026.0541.59
Qwen2.5-VL-7BCategory=Large-Format MLLMs2026.0541.39
ZoomSearchCategory=Remote Sensing MLLMs2026.0540.68
DeepSeek-VL2-smallCategory=Open-source MLLMs2026.0540.2
GLM-4V-9BCategory=Open-source MLLMs2026.0539.83
Qwen-AgentCategory=Zoom-In Method2026.0538.74
Claude-Sonnet-4.5Category=Closed-source MLLMs2026.0538.15
RS-EoTCategory=Zoom-In Remote Sensing MLLMs2026.0537.14
LLaVA-UHD-v3Category=Open-source MLLMs2026.0536.26
Coarse-to-fineCategory=Remote Sensing MLLMs2026.0535.65
GeoLLaVA-8KCategory=Remote Sensing MLLMs2026.0535.5
ZoomEarthCategory=Zoom-In Remote Sensing MLLMs2026.0530.7
EarthDialCategory=Remote Sensing MLLMs2026.0530.6
GPT-4oCategory=Closed-source MLLMs2026.0530.4
LLaVA1.5-7BCategory=Open-source MLLMs2026.0522.81
VHMCategory=Remote Sensing MLLMs2026.0522.8
Gemini-3-flashCategory=Closed-source MLLMs2026.0522.52
GeoChatCategory=Remote Sensing MLLMs2026.0521.8