Cited 8 time in webofscience Cited 6 time in scopus

Robust functional near infrared spectroscopy denoising using multiple wavelet shrinkage based on a hemodynamic response model

Title
Robust functional near infrared spectroscopy denoising using multiple wavelet shrinkage based on a hemodynamic response model
Authors
Lee, GihyounLee, Seung HyunJin, Sang HyeonAn, Jin Ung
DGIST Authors
Lee, Gihyoun; Lee, Seung Hyun; Jin, Sang Hyeon; An, Jin Ung
Issue Date
2018-04
Citation
Journal of Near Infrared Spectroscopy, 26(2), 79-86
Type
Article
Article Type
Article
Author Keywords
Functional near infrared spectroscopy denoisinghemodynamic response modelmultiple wavelet shrinkagewavelet denoising
ISSN
0967-0335
Abstract
Functional near infrared spectroscopy can measure hemodynamic signals, and the results are similar to functional magnetic resonance imaging of blood-oxygen-level-dependent signals. Thus, functional near infrared spectroscopy can be employed to investigate brain activity by measuring the absorption of near infrared light through an intact skull. Recently, a general linear model, which is a standard method for functional magnetic resonance imaging, was applied to functional near infrared spectroscopy imaging analysis. However, the general linear model fails when functional near infrared spectroscopy signals retain noise, such as that caused by the subject's movement during measurement. Although wavelet-based denoising and hemodynamic response function smoothing are popular denoising methods for functional near infrared spectroscopy signals, these methods do not exhibit impressive performances for very noisy environments and a specific class of noise. Thus, this paper proposes a new denoising algorithm that uses multiple wavelet shrinkage and a multiple threshold function based on a hemodynamic response model. Through the experiments, the performance of the proposed algorithm is verified using graphic results and objective indexes, and it is compared with existing denoising algorithms. © 2018, The Author(s) 2018.
URI
http://hdl.handle.net/20.500.11750/8983
DOI
10.1177/0967033518757231
Publisher
National Immunisation Register Publications
Related Researcher
  • Author An, Jinung Brain Robot Augmented InteractioN(BRAIN) Laboratory
  • Research Interests
Files:
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Collection:
Convergence Research Center for Wellness1. Journal Articles
Division of Intelligent Robot1. Journal Articles
Division of Intelligent RobotBrain Robot Augmented InteractioN(BRAIN) Laboratory1. Journal Articles


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