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. doi:10.1038/s41598-026-39811-x