Automatic recognition of pavement cracks from combined GPR B-scan and C-scan images using multiscale feature fusion deep neural networks

Studies on the validity of strain sensors for pavement monitoring: A case study for a fiber Bragg grating sensor and resistive sensor

(2022) Zhen Liu et al.   CONSTRUCTION AND BUILDING MATERIALS

Visibility classification and influencing-factors analysis of airport: A deep learning approach

(2022) Zhen Liu et al.   ATMOSPHERIC ENVIRONMENT

GPR-based detection of internal cracks in asphalt pavement: A combination method of DeepAugment data and object detection

(2022) Zhen Liu et al.   MEASUREMENT

Automatic detection of asphalt pavement thickness: A method combining GPR images and improved Canny algorithm

(2022) Lutai Wang et al.   MEASUREMENT

Research on the Dynamic Monitoring Technology of Road Subgrades with Time-Lapse Full-Coverage 3D Ground Penetrating Radar (GPR)

(2022) Jianyu Ling et al.   Remote Sensing

Asphalt pavement density measurement using non-destructive testing methods: current practices, challenges, and future vision

(2022) Siqi Wang et al.   CONSTRUCTION AND BUILDING MATERIALS

Improvements in GPR-SAR imaging focusing and detection capabilities of UAV-mounted GPR systems

(2022) María García-Fernández et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Fast Segmentation and Dynamic Monitoring of Time-Lapse 3D GPR Data Based on U-Net

(2022) Ke Shang et al.   Remote Sensing

Automatic Detection of Pothole Distress in Asphalt Pavement Using Improved Convolutional Neural Networks

(2022) Danyu Wang et al.   Remote Sensing

Automatic Classification of Pavement Distress Using 3D Ground-Penetrating Radar and Deep Convolutional Neural Network

(2022) Xingmin Liang et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Novel YOLOv3 Model With Structure and Hyperparameter Optimization for Detection of Pavement Concealed Cracks in GPR Images

(2022) Zhen Liu et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

A Review of GPR Application on Transport Infrastructures: Troubleshooting and Best Practices

(2021) Mercedes Solla et al.   Remote Sensing

Full-resolution 3D imaging for concrete structures with dual-polarization GPR

(2021) Kien Dinh et al.   AUTOMATION IN CONSTRUCTION

Application of Combining YOLO Models and 3D GPR Images in Road Detection and Maintenance

(2021) Zhen Liu et al.   Remote Sensing

GPR B-Scan Image Denoising via Multi-Scale Convolutional Autoencoder with Data Augmentation

(2021) Jiabin Luo et al.   Electronics

A deep learning-based approach for refined crack evaluation from shield tunnel lining images

(2021) Shuai Zhao et al.   AUTOMATION IN CONSTRUCTION

Automatic detection of moisture damages in asphalt pavements from GPR data with deep CNN and IRS method

(2020) Jun Zhang et al.   AUTOMATION IN CONSTRUCTION

Factors Impacting Monitoring Asphalt Pavement Density by Ground Penetrating Radar

(2020) Siqi Wang et al.   NDT & E INTERNATIONAL

Detection and localization of rebar in concrete by deep learning using ground penetrating radar

(2020) Hai Liu et al.   AUTOMATION IN CONSTRUCTION

Frequency–Wavenumber Analysis of Deep Learning-based Super Resolution 3D GPR Images

(2020) Man-Sung Kang et al.   Remote Sensing

Detection of concealed cracks from ground penetrating radar images based on deep learning algorithm

(2020) Shuwei Li et al.   CONSTRUCTION AND BUILDING MATERIALS

A Circular Target Feature Detection Framework Based on DCNN for Industrial Applications

(2020) Dayu Tan et al.   IEEE Transactions on Industrial Informatics

Mapping Subsurface Utility Pipes by 3-D Convolutional Neural Network and Kirchhoff Migration Using GPR Images

(2020) Takahiro Yamaguchi et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Learning Based Automatic Multiclass Wild Pest Monitoring Approach Using Hybrid Global and Local Activated Features

(2020) Liu Liu et al.   IEEE Transactions on Industrial Informatics

A Machine Learning Based Approach for Automatic Rebar Detection and Quantification of Deterioration in Concrete Bridge Deck Ground Penetrating Radar B-scan Images

(2019) Pouria Asadi et al.   KSCE Journal of Civil Engineering

Real-Time Monitoring of Asphalt Concrete Pavement Density during Construction using Ground Penetrating Radar: Theory to Practice

(2019) Siqi Wang et al.   TRANSPORTATION RESEARCH RECORD

Real-Time Density and Thickness Estimation of Thin Asphalt Pavement Overlay During Compaction Using Ground Penetrating Radar Data

(2019) Siqi Wang et al.   SURVEYS IN GEOPHYSICS

Web-based visualisation for look-ahead ground imaging in tunnel boring machines

(2019) Lijun Wei et al.   AUTOMATION IN CONSTRUCTION

A novel 3D GPR image arrangement for deep learning-based underground object classification

(2019) Namgyu Kim et al.   International Journal of Pavement Engineering

Automatic hyperbola detection and fitting in GPR B-scan image

(2019) Wentai Lei et al.   AUTOMATION IN CONSTRUCTION

3D GPR Image-based UcNet for Enhancing Underground Cavity Detectability

(2019) Man-Sung Kang et al.   Remote Sensing

Pavement-distress detection using ground-penetrating radar and network in networks

(2019) Zheng Tong et al.   CONSTRUCTION AND BUILDING MATERIALS

Detection of Collapsed Buildings in Post-Earthquake Remote Sensing Images Based on the Improved YOLOv3

(2019) Haojie Ma et al.   Remote Sensing

Research on Sea Clutter Reflectivity Using Deep Learning Model in Industry 4.0

(2019) Liwen Ma et al.   IEEE Transactions on Industrial Informatics

Walsh–Hadamard-Kernel-Based Features in Particle Filter Framework for Underwater Object Tracking

(2019) Deepak Kumar Rout et al.   IEEE Transactions on Industrial Informatics

Innovative method for recognizing subgrade defects based on a convolutional neural network

(2018) Zheng Tong et al.   CONSTRUCTION AND BUILDING MATERIALS

Super-Resolution of 3-D GPR Signals to Estimate Thin Asphalt Overlay Thickness Using the XCMP Method

(2018) Shan Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Continuous real-time monitoring of flexible pavement layer density and thickness using ground penetrating radar

(2018) Siqi Wang et al.   NDT & E INTERNATIONAL

Combination of H-Alpha Decomposition and Migration for Enhancing Subsurface Target Classification of GPR

(2015) Xuan Feng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING