Map geographic information road extraction method based on generative adversarial network and U-Net

Abstract In today’s rapidly developing remote sensing technology, accurately extracting geographic information from maps is crucial for many key areas such as urban planning, environmental monitoring, and traffic management. However, due to the complexity and variability of remote sensing images, ef...

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Bibliographic Details
Main Authors: Guangchun Liu, Huan He, Yun Gao, Guangbao Zhang, Tianyu Cao
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-10979-y
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