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Automated road surface classification in OpenStreetMap using MaskCNN and aerial imagery

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Introduction: OpenStreetMap (OSM) road surface data is critical for navigation, infrastructure monitoring, and urban planning but is often incomplete or inconsistent. This study addresses the need for automated validation and cla... ...