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

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

Detection and Characterization of Cracks in Highway Pavement with the Amplitude Variation of GPR Diffracted Waves: Insights from Forward Modeling and Field Data

(2022) Shili Guo et al.   Remote Sensing

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

(2022) Zhen Liu et al.   ATMOSPHERIC ENVIRONMENT

GPR monitoring for road transport infrastructure: A systematic review and machine learning insights

(2022) Mezgeen Rasol et al.   CONSTRUCTION AND BUILDING MATERIALS

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

(2021) Mercedes Solla et al.   Remote Sensing

Evidential fully convolutional network for semantic segmentation

(2021) Zheng Tong et al.   APPLIED INTELLIGENCE

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

(2021) Zhen Liu et al.   Remote Sensing

Deep structure learning using feature extraction in trained projection space

(2021) Christoph Angermann et al.   COMPUTERS & ELECTRICAL ENGINEERING

A deep multimodal feature learning network for RGB-D salient object detection

(2021) Fangfang Liang et al.   COMPUTERS & ELECTRICAL ENGINEERING

A vehicle detection and shadow elimination method based on greyscale information, edge information, and prior knowledge

(2021) Jing Zhang et al.   COMPUTERS & ELECTRICAL ENGINEERING

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

(2021) Jiabin Luo et al.   Electronics

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

(2021) Hui Qin et al.   AUTOMATION IN CONSTRUCTION

Method based on the cross-layer attention mechanism and multiscale perception for safety helmet-wearing detection

(2021) Guang Han et al.   COMPUTERS & ELECTRICAL ENGINEERING

Pavement distress detection and classification based on YOLO network

(2020) Yuchuan Du et al.   International Journal of Pavement Engineering

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

An experimental and numerical approach to combine Ground Penetrating Radar and computational modeling for the identification of early cracking in cement concrete pavements

(2020) Mezgeen A. Rasol et al.   NDT & E INTERNATIONAL

Real-time Concealed Object Detection from Passive Millimeter Wave Images Based on the YOLOv3 Algorithm

(2020) Lei Pang et al.   SENSORS

NDT assessment of rigid pavement damages with ground penetrating radar: laboratory and field tests

(2020) Mezgeen A. Rasol et al.   International Journal of Pavement Engineering

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

(2020) Hai Liu et al.   AUTOMATION IN CONSTRUCTION

CNN Training with Twenty Samples for Crack Detection via Data Augmentation

(2020) Zirui Wang et al.   SENSORS

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

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

MobileCrack: Object Classification in Asphalt Pavements Using an Adaptive Lightweight Deep Learning

(2020) Yue Hou et al.   Journal of Transportation Engineering Part B-Pavements

Identification of plant leaf diseases using a nine-layer deep convolutional neural network

(2019) Geetharamani G. et al.   COMPUTERS & ELECTRICAL ENGINEERING

Algorithm development for real-time thin asphalt concrete overlay compaction monitoring using ground-penetrating radar

(2019) Shan Zhao et al.   NDT & E INTERNATIONAL

Automatic hyperbola detection and fitting in GPR B-scan image

(2019) Wentai Lei et al.   AUTOMATION IN CONSTRUCTION

Deep Learning for Generic Object Detection: A Survey

(2019) Li Liu et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

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

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

Application of deep learning for autonomous detection and localization of colorectal polyps in wireless colon capsule endoscopy

(2019) Esmaeil S. Nadimi et al.   COMPUTERS & ELECTRICAL ENGINEERING

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

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

Triplanar Imaging of 3-D GPR Data for Deep-Learning-Based Underground Object Detection

(2019) Namgyu Kim et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

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

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

Hello World Deep Learning in Medical Imaging

(2018) Paras Lakhani et al.   JOURNAL OF DIGITAL IMAGING

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

Deep learning-based underground object detection for urban road pavement

(2018) Namgyu Kim et al.   International Journal of Pavement Engineering

Development of regularization methods on simulated ground-penetrating radar signals to predict thin asphalt overlay thickness

(2017) Shan Zhao et al.   SIGNAL PROCESSING

Taking the Human Out of the Loop: A Review of Bayesian Optimization

(2016) Bobak Shahriari et al.   PROCEEDINGS OF THE IEEE

GPR determination of physical parameters of railway structural layers

(2014) Zelimkhan Khakiev et al.   JOURNAL OF APPLIED GEOPHYSICS

GPR in road investigations – equipment tests and quality assurance of new asphalt pavement

(2012) Janne Poikajärvi et al.   Nondestructive Testing and Evaluation

Field observations and numerical models of GPR response from vertical pavement cracks

(2011) Nectaria Diamanti et al.   JOURNAL OF APPLIED GEOPHYSICS

GPR detection of several common subsurface voids inside dikes and dams

(2009) Xingxin Xu et al.   ENGINEERING GEOLOGY