Denoising of underground pipeline data by ground-penetrating radar based on GPR-DUNet

Jiahao Li; Huiqin Wang

doi:10.1117/12.3041592

11 September 2024 Denoising of underground pipeline data by ground-penetrating radar based on GPR-DUNet

Jiahao Li, Huiqin Wang

Proceedings Volume 13253, Fourth International Conference on Signal Image Processing and Communication (ICSIPC 2024); 132531X (2024) https://doi.org/10.1117/12.3041592
Event: 4th International Conference on Signal Image Processing and Communication, 2024, Xi'an, China

Abstract

The presence of noise can seriously affect the intelligent decoding and recognition of Ground-Penetrating Radar (GPR) underground pipelines, in view of this, this paper proposes a deep unfolding network (GPR-DUNet) suitable for denoising GPR underground pipeline data. Firstly, in the gradient descender part, a gated gradient descent module is designed to unfold the proximal gradient descent algorithm, which enables the network to be trained even when the degradation matrix is unknown, secondly, in the denoiser part, a denoising proximity mapping module is constructed to obtain features at different scales of the GPR image using the group normalized channel attention mechanism and a simplified local enhanced feed-forward network to dramatically improve the denoising performance, and lastly, a cross-stage feature fusion submodule was designed to address the problem of information loss between stages. The experimental results on real and simulated GPR image denoising show that the method has good results in the field of GPR image denoising.

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Jiahao Li and Huiqin Wang "Denoising of underground pipeline data by ground-penetrating radar based on GPR-DUNet", Proc. SPIE 13253, Fourth International Conference on Signal Image Processing and Communication (ICSIPC 2024), 132531X (11 September 2024); https://doi.org/10.1117/12.3041592

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
8 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Denoising

General packet radio service

Image denoising

Ground penetrating radar

Feature extraction

Image processing

Deep learning

Keywords/Phrases

Search In:

Publication Years