A dynamic attention mechanism for road extraction from high-resolution remote sensing imagery using feature fusion

Abstract Accurate road information is critical for intelligent navigation and urban planning. Compared with traditional road detection methods, deep learning-based approaches have demonstrated significant advantages in road extraction from remote sensing imagery. However, challenges such as occlusio...

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Bibliographic Details
Main Authors: Haoming Bai, Chao Ren, Zhenzhong Huang, Yao Gu
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-02267-6
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