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Open access Aug 2026

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...

Bo Huang, Yiwei Lu, Zi-Zhuo Li et al. · 1 citation

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