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Conference Sep 2026

Deep learning-based structural internal defects identification method from GPR images

To address the significant variations in Ground Penetrating Radar (GPR) data across diverse tunnel scenarios and the scarcity of labeled real-world data, this paper proposes a semi-supervised deep learning method for the intelligent morphological identification of internal defects. Specifically, we design an identifica...

Jing Wang, Hao-Kai Qi, Sheng Gao et al. · 0 citations
Conference Sep 2026

Deep learning-based tunnel surface defects 3D reconstruction and spatial location mapping method

Spatial location information of tunnel surface defects is crucial for tunnel safety assessment. Existing methods mainly focus on 2D defect detection and lack efficient 3D spatial localization capability. To address the issue, a deep learning-based tunnel surface defect 3D reconstruction and spatial mapping method was p...

Zhengfang Wang, Sheng Gao, Zhi-Tong Huo et al. · 0 citations

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