RFM-UNet: Hybrid Frequency–Mamba UNet for Remote-Sensing Road Extraction
Road-network extraction from very high-resolution (VHR) remote-sensing imagery remains a challenging task owing to the structural sparsity, topological complexity, and severe occlusions of road networks. Conventional graph-based approaches preserve topological consistency yet incur considerable computational overhead,...