Enhancing remote sensing road extraction via DS-Unet with complementary attention and surrogate gradients.

Wang J, Huang Z, Ren C, Shao H, Li H.

Open source

DOI: 10.1038/s41598-026-39811-x
Published: 2026-02-14
Container: Sci Rep
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.1038/s41598-026-39811-x,
  title = {Enhancing remote sensing road extraction via DS-Unet with complementary attention and surrogate gradients.},
  author = {Wang J and  Huang Z and  Ren C and  Shao H and  Li H.},
  year = {2026},
  journal = {Sci Rep},
  doi = {10.1038/s41598-026-39811-x},
  url = {https://doi.org/10.1038/s41598-026-39811-x}
}

RIS

TY  - JOUR
TI  - Enhancing remote sensing road extraction via DS-Unet with complementary attention and surrogate gradients.
AU  - Wang J
AU  -  Huang Z
AU  -  Ren C
AU  -  Shao H
AU  -  Li H.
PY  - 2026
JO  - Sci Rep
DO  - 10.1038/s41598-026-39811-x
UR  - https://doi.org/10.1038/s41598-026-39811-x
ER  -

APA

J, W., Z, H., C, R., H, S., & H., L. (2026). Enhancing remote sensing road extraction via DS-Unet with complementary attention and surrogate gradients.. Sci Rep. https://doi.org/10.1038/s41598-026-39811-x

Source records

europe-pmc · retrieved 2026-09-27T02:21:36.747Z
doaj · retrieved 2026-09-27T02:21:36.751Z