Junnan Wang, Zhenzhong Huang, Chao Ren, Hongjuan Shao, Hongman Li. "Enhancing remote sensing road extraction via DS-Unet with complementary attention and surrogate gradients." Scientific Reports (2026). https://doi.org/10.1038/s41598-026-39811-x