Enhancing remote sensing road extraction via DS-Unet with complementary attention and surrogate gradients
J
Junnan Wang
Z
Zhenzhong Huang
C
Chao Ren
H
Hongjuan Shao
H
Hongman Li
Article Details
Journal
Scientific Reports
Volume / Issue
Vol. 16, Issue 1
Published
February 14, 2026
ISSN
2045-2322
Publisher
Nature Portfolio
Authors (5)
J
Junnan Wang
Z
Zhenzhong Huang
C
Chao Ren
H
Hongjuan Shao
H
Hongman Li
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