A novel MPDENet model and efficient combined loss function for real-time pixel-level segmentation detection of tunnel lining cracks

Recent studies have demonstrated the potential of using convolutional neural networks (CNNs) for tunnel lining crack detection, offering a promising alternative to manual inspection methods. However, the performance of CNNs is often hindered by the sample imbalance in crack images, and the existing...

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Bibliographic Details
Main Authors: Ningyu Zhao, Yi Song, Hao Liu, Ailin Yang, Haifei Jiang, Haihong Tan
Format: Article
Language:English
Published: Elsevier 2025-07-01
Series:Case Studies in Construction Materials
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Online Access:http://www.sciencedirect.com/science/article/pii/S2214509525004164
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