LOA-Net: Lightweight Orientation-Aware Network for Road Extraction from Remote Sensing Imagery
LOA-Net is proposed, a lightweight orientation-aware road extraction network that introduces a Road-Aligned Deformable Convolution (RA-DCN) that adaptively aligns the sampling region with the road geometry and explicitly supervises the predicted road orientation, thereby accurately capturing road connectivity while sub...