Automated road surface classification in OpenStreetMap using MaskCNN and aerial imagery

IntroductionOpenStreetMap (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 classification of road surfaces by leveraging high-resolution aerial imagery...

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Bibliographic Details
Main Authors: R. Parvathi, V. Pattabiraman, Nancy Saxena, Aakarsh Mishra, Utkarsh Mishra, Ansh Pandey
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-08-01
Series:Frontiers in Big Data
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Online Access:https://www.frontiersin.org/articles/10.3389/fdata.2025.1657320/full
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