A Prior Knowledge Guided Semi-Supervised Deep Learning Method for Improving Buried Pipe Detection on GPR Data - Ma, Yongjian; Song, Xianmin; Li, Zhihui; Li, Haitao; Qu, Zhaowei (IEEE transactions on geoscience and remote sensing, 2024)
Keywords: Ablation; Annotations; Buried pipe detection; Buried pipes; Data models; Deep learning; Effectiveness; Feature extraction; Ground penetrating radar; Ground Penetrating Radar (GPR); Labels; Location awareness; Machine learning; Object detection; prior knowledge; Quality control; Radar; Radar detection; Semi-supervised learning; Semisupervised learning; structure feature; Training; Unstructured data