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  • Open Access
2 Citations
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19 Pages

Swin-GAT Fusion Dual-Stream Hybrid Network for High-Resolution Remote Sensing Road Extraction

  • Hongkai Zhang,
  • Hongxuan Yuan,
  • Minghao Shao,
  • Junxin Wang and
  • Suhong Liu

29 June 2025

This paper introduces a novel dual-stream collaborative architecture for remote sensing road segmentation, designed to overcome multi-scale feature conflicts, limited dynamic adaptability, and compromised topological integrity. Our network employs a...