Holistically-Nested Structure-Aware Graph Neural Network for Road Extraction

Tinghuai Wang, Guangming Wang, Kuan Eeik Tan

Convolutional neural networks (CNN) have made significant advances in detecting roads from satellite images. However, existing CNN approaches are generally repurposed semantic segm…