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Advancing unpaved road assessment in Africa: Leveraging multimodal machine learning and large language-and-vision assistants across satellite imagery resolutions

Zhao Wang; Chunlei Xin; Robin Workman; Hang Hu; Xinyuan Yu; Yuxin Tian; Robin Lovelace; Jiupeng Zhang; Haibo Chen
Journal of Transport Geography · Vol. 131 · pp. 104525 · 2026
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Bibliographic Information

JournalJournal of Transport Geography
PublisherPergamon
Publication Date2026-02-01
Publication Year2026
Volume131
Pages104525
Document TypeJournal Article
eISSN0966-6923
DOI10.1016/j.jtrangeo.2025.104525
SubjectEnvironmental Science

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NARA Access Coverage1993-03-01~Current
Journal Homepagehttps://www.sciencedirect.com/science/journal/09666923
Publisher PageOpen Publisher Page
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