What type of study is this?

This is a Validation Study study.

November 28, 2025Computer-Aided Civil and Infrastructure EngineeringOpen Access

Three‐dimensional reconstruction of loose defects in semi‐rigid base layers using enhanced deep learning and point cloud from GPR images

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Authors

BZBei Zhang SXShuo Xu YZYanhui Zhong

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Overview

Integrated framework demonstrates improved quantitative assessment through 3D reconstruction in asphalt pavements, highlighting maintenance planning benefits.

Key Points

Accurate quantitative assessment of defects was achieved with a mean average precision of 97.25%.
A high-fidelity synthetic data set was generated for effective deep learning segmentation under complex conditions.
3D reconstruction used Delaunay triangulation to estimate volumetric extent, yielding an accuracy of 78.07%.
The framework supports enhanced maintenance planning for asphalt pavements, proving effective in real applications.

Cite This Study

Zhang et al. (2025) studied this question.

synapsesocial.com/papers/6928f106a65b730b9ea79ca2 https://doi.org/10.1111/mice.70157

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November 28, 2025Computer-Aided Civil and Infrastructure EngineeringOpen Access

Three‐dimensional reconstruction of loose defects in semi‐rigid base layers using enhanced deep learning and point cloud from GPR images

View Full Paper

Ask AI

Bookmark

Authors

BZBei Zhang SXShuo Xu YZYanhui Zhong

Discussion

Member takes

Overview

Integrated framework demonstrates improved quantitative assessment through 3D reconstruction in asphalt pavements, highlighting maintenance planning benefits.

Key Points

Accurate quantitative assessment of defects was achieved with a mean average precision of 97.25%.
A high-fidelity synthetic data set was generated for effective deep learning segmentation under complex conditions.
3D reconstruction used Delaunay triangulation to estimate volumetric extent, yielding an accuracy of 78.07%.
The framework supports enhanced maintenance planning for asphalt pavements, proving effective in real applications.

Cite This Study

Zhang et al. (2025) studied this question.

synapsesocial.com/papers/6928f106a65b730b9ea79ca2 https://doi.org/10.1111/mice.70157

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