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ResearchFormerly WizWand

Remote Sensing Image Understanding on RSHR-Bench

43.1AccuracyGeoVista
14.167221.678629.1936.7014May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GeoVistaCategory=Zoom-In Method2026.0543.1
GeoEyesCategory=Zoom-In Remote Sensing MLLMs2026.0539.75
DeepSeek-VL2-smallCategory=Open-source MLLMs2026.0536.66
LLaVA-UHD-v3Category=Open-source MLLMs2026.0535.85
InternVL3.5-8BCategory=Large-Format MLLMs2026.0535.22
ZoomEarthCategory=Zoom-In Remote Sensing MLLMs2026.0535.16
GPT-4oCategory=Closed-source MLLMs2026.0532.95
Claude-Sonnet-4.5Category=Closed-source MLLMs2026.0532.77
GLM-4V-9BCategory=Open-source MLLMs2026.0532.7
Qwen2.5-VL-7BCategory=Large-Format MLLMs2026.0532.7
ZoomSearchCategory=Remote Sensing MLLMs2026.0531.51
Qwen-AgentCategory=Zoom-In Method2026.0531.2
RS-EoTCategory=Zoom-In Remote Sensing MLLMs2026.0531.14
EarthDialCategory=Remote Sensing MLLMs2026.0529.35
LLaVA1.5-7BCategory=Open-source MLLMs2026.0529.19
Coarse-to-fineCategory=Remote Sensing MLLMs2026.0526.79
GeoChatCategory=Remote Sensing MLLMs2026.0526.23
VHMCategory=Remote Sensing MLLMs2026.0525.98
GeoLLaVA-8KCategory=Remote Sensing MLLMs2026.0523.32
Gemini-3-flashCategory=Closed-source MLLMs2026.0515.28