4.7 Article

Deep Learning-Based Subsurface Target Detection From GPR Scans

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Construction & Building Technology

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

Feifei Hou et al.

Summary: Ground penetrating radar (GPR) is utilized for non-destructive inspection of civil infrastructure systems, with a study proposing a novel end-to-end framework to simultaneously detect and segment object signatures in GPR scans. The improvement of Mask R-CNN by incorporating a new DGIoU loss function led to accurate detection and segmentation of hyperbolic signatures of rebars in concrete bridge decks. The proposed method achieved an average accuracy of 58.64% for detection and 47.64% for segmentation tasks.

AUTOMATION IN CONSTRUCTION (2021)

Article Computer Science, Artificial Intelligence

Cascade R-CNN: High Quality Object Detection and Instance Segmentation

Zhaowei Cai et al.

Summary: In object detection, the commonly used IoU threshold of 0.5 can lead to noisy detections, and performance may degrade for larger thresholds. The Cascade R-CNN architecture addresses this issue by training detectors sequentially with increasing IoU thresholds and eliminating quality mismatches at inference, resulting in state-of-the-art performance and significant improvement in high-quality detection across various datasets. The model is also generalized to instance segmentation, achieving nontrivial improvements over existing methods.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2021)

Article Computer Science, Interdisciplinary Applications

Applicability of machine learning to a crack model in concrete bridges

Yuriko Okazaki et al.

COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING (2020)

Article Construction & Building Technology

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

Zheng Tong et al.

CONSTRUCTION AND BUILDING MATERIALS (2020)

Article Construction & Building Technology

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

Jun Zhang et al.

AUTOMATION IN CONSTRUCTION (2020)

Article Construction & Building Technology

Semi-automatic detection of buried rebar in GPR data using a genetic algorithm

Yanhui Wang et al.

AUTOMATION IN CONSTRUCTION (2020)

Article Environmental Sciences

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

Man-Sung Kang et al.

REMOTE SENSING (2020)

Article Computer Science, Artificial Intelligence

GPR target detection using a neural network classifier designed by a multi-objective genetic algorithm

H. Harkat et al.

APPLIED SOFT COMPUTING (2019)

Article Construction & Building Technology

Automatic hyperbola detection and fitting in GPR B-scan image

Wentai Lei et al.

AUTOMATION IN CONSTRUCTION (2019)

Article Geosciences, Multidisciplinary

Signal Processing of GPR Data for Road Surveys

Luca Bianchini Ciampoli et al.

GEOSCIENCES (2019)

Article Construction & Building Technology

An algorithm for automatic localization and detection of rebars from GPR data of concrete bridge decks

Kien Dinh et al.

AUTOMATION IN CONSTRUCTION (2018)

Article Construction & Building Technology

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

Zheng Tong et al.

CONSTRUCTION AND BUILDING MATERIALS (2018)

Article Geochemistry & Geophysics

An Automatic GPR B-Scan Image Interpreting Model

Xiren Zhou et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2018)

Article Geochemistry & Geophysics

Real-Time Hyperbola Recognition and Fitting in GPR Data

Qingxu Dou et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2017)

Article Computer Science, Artificial Intelligence

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

Shaoqing Ren et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Mask R-CNN

Kaiming He et al.

2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV) (2017)

Article Automation & Control Systems

Automated Crack Detection on Concrete Bridges

Prateek Prasanna et al.

IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING (2016)

Article Engineering, Multidisciplinary

Utility detection and positioning on the urban site Sense-City using Ground-Penetrating Radar systems

Florence Sagnard et al.

MEASUREMENT (2016)

Article Automation & Control Systems

Automated GPR Rebar Analysis for Robotic Bridge Deck Evaluation

Parneet Kaur et al.

IEEE TRANSACTIONS ON CYBERNETICS (2016)

Article Construction & Building Technology

Uncertainty-aware geospatial system for mapping and visualizing underground utilities

Shuai Li et al.

AUTOMATION IN CONSTRUCTION (2015)

Article Computer Science, Interdisciplinary Applications

Using pattern recognition to automatically localize reflection hyperbolas in data from ground penetrating radar

Christian Maas et al.

COMPUTERS & GEOSCIENCES (2013)

Article Geochemistry & Geophysics

Estimating Tree-Root Biomass in Different Depths Using Ground-Penetrating Radar: Evidence from a Controlled Experiment

Xihong Cui et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2013)