Automatic recognition of tunnel lining elements from GPR images using deep convolutional networks with data augmentation

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

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

(2020) Hai Liu et al.   AUTOMATION IN CONSTRUCTION

Generative adversarial networks

(2020) Ian Goodfellow et al.   COMMUNICATIONS OF THE ACM

Advances of deep learning applications in ground-penetrating radar: A survey

(2020) Zheng Tong et al.   CONSTRUCTION AND BUILDING MATERIALS

Improved Mask R-CNN with distance guided intersection over union for GPR signature detection and segmentation

(2020) Feifei Hou et al.   AUTOMATION IN CONSTRUCTION

Safety Distance Identification for Crane Drivers Based on Mask R-CNN

(2019) Zhen Yang et al.   SENSORS

Image‐based concrete crack assessment using mask and region‐based convolutional neural network

(2019) Byunghyun Kim et al.   Structural Control & Health Monitoring

Automatic hyperbola detection and fitting in GPR B-scan image

(2019) Wentai Lei et al.   AUTOMATION IN CONSTRUCTION

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

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

GPR applications in structural detailing of a major tunnel using different frequency antenna systems

(2018) Amir M. Alani et al.   CONSTRUCTION AND BUILDING MATERIALS

Specific evaluation of tunnel lining multi-defects by all-refined GPR simulation method using hybrid algorithm of FETD and FDTD

(2018) Deshan Feng et al.   CONSTRUCTION AND BUILDING MATERIALS

An Automatic GPR B-Scan Image Interpreting Model

(2018) Xiren Zhou et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Mask R-CNN

(2018) Kaiming He et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A review of Ground Penetrating Radar application in civil engineering: A 30-year journey from Locating and Testing to Imaging and Diagnosis

(2018) Wallace Wai-Lok Lai et al.   NDT & E INTERNATIONAL

Training-Image Based Geostatistical Inversion Using a Spatial Generative Adversarial Neural Network

(2018) Eric Laloy et al.   WATER RESOURCES RESEARCH

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

An overview of ground-penetrating radar signal processing techniques for road inspections

(2017) Andrea Benedetto et al.   SIGNAL PROCESSING

gprMax: Open source software to simulate electromagnetic wave propagation for Ground Penetrating Radar

(2016) Craig Warren et al.   COMPUTER PHYSICS COMMUNICATIONS

Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

(2016) Nima Tajbakhsh et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

(2016) Hoo-Chang Shin et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Detection of Rockfall on a Tunnel Concrete Lining with Ground-Penetrating Radar (GPR)

(2016) Anne Lalagüe et al.   ROCK MECHANICS AND ROCK ENGINEERING

Deep learning

(2015) Yann LeCun et al.   NATURE

Identification of Buried Objects in GPR Using Amplitude Modulated Signals Extracted from Multiresolution Monogenic Signal Analysis

(2015) Lihong Qiao et al.   SENSORS

Blind Image Quality Assessment via Deep Learning

(2015) Weilong Hou et al.   IEEE Transactions on Neural Networks and Learning Systems

Material Classification of Underground Utilities From GPR Images Using DCT-Based SVM Approach

(2013) Mohamed S. El-Mahallawy et al.   IEEE Geoscience and Remote Sensing Letters

An automatic recognition algorithm for GPR images of RC structure voids

(2013) Xiongyao Xie et al.   JOURNAL OF APPLIED GEOPHYSICS

GPR identification of voids inside concrete based on the support vector machine algorithm

(2013) Xiongyao Xie et al.   Journal of Geophysics and Engineering

Pavement structure segmentation method based on results derived from ground-penetrating radar data

(2012) Hongduo Zhao et al.   International Journal of Pavement Engineering

GPR Investigations to Assess the State of Damage of a Concrete Water Tunnel

(2012) D. Arosio et al.   JOURNAL OF ENVIRONMENTAL AND ENGINEERING GEOPHYSICS

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING