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Phase Unwrapping Error Correction Based on Multiple Linear Regression Analysis

Fringe projection profilometry (FPP) is prone to phase unwrapping error (PUE) due to phase noise and measurement conditions. Most of the existing PUE-correction methods detect and correct PUE on a pixel-by-pixel or partitioned block basis and do not make full use of the correlation of all informatio...

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Autores principales: Lv, Zhuang, Zhu, Kaifeng, He, Xin, Zhang, Lei, He, Jiawei, Mu, Zhiya, Wang, Jun, Zhang, Xin, Hao, Ruidong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10007165/
https://www.ncbi.nlm.nih.gov/pubmed/36904946
http://dx.doi.org/10.3390/s23052743
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author Lv, Zhuang
Zhu, Kaifeng
He, Xin
Zhang, Lei
He, Jiawei
Mu, Zhiya
Wang, Jun
Zhang, Xin
Hao, Ruidong
author_facet Lv, Zhuang
Zhu, Kaifeng
He, Xin
Zhang, Lei
He, Jiawei
Mu, Zhiya
Wang, Jun
Zhang, Xin
Hao, Ruidong
author_sort Lv, Zhuang
collection PubMed
description Fringe projection profilometry (FPP) is prone to phase unwrapping error (PUE) due to phase noise and measurement conditions. Most of the existing PUE-correction methods detect and correct PUE on a pixel-by-pixel or partitioned block basis and do not make full use of the correlation of all information in the unwrapped phase map. In this study, a new method for detecting and correcting PUE is proposed. First, according to the low rank of the unwrapped phase map, multiple linear regression analysis is used to obtain the regression plane of the unwrapped phase, and thick PUE positions are marked on the basis of the tolerance set according to the regression plane. Then, an improved median filter is used to mark random PUE positions and finally correct marked PUE. Experimental results show that the proposed method is effective and robust. In addition, this method is progressive in the treatment of highly abrupt or discontinuous regions.
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spelling pubmed-100071652023-03-12 Phase Unwrapping Error Correction Based on Multiple Linear Regression Analysis Lv, Zhuang Zhu, Kaifeng He, Xin Zhang, Lei He, Jiawei Mu, Zhiya Wang, Jun Zhang, Xin Hao, Ruidong Sensors (Basel) Article Fringe projection profilometry (FPP) is prone to phase unwrapping error (PUE) due to phase noise and measurement conditions. Most of the existing PUE-correction methods detect and correct PUE on a pixel-by-pixel or partitioned block basis and do not make full use of the correlation of all information in the unwrapped phase map. In this study, a new method for detecting and correcting PUE is proposed. First, according to the low rank of the unwrapped phase map, multiple linear regression analysis is used to obtain the regression plane of the unwrapped phase, and thick PUE positions are marked on the basis of the tolerance set according to the regression plane. Then, an improved median filter is used to mark random PUE positions and finally correct marked PUE. Experimental results show that the proposed method is effective and robust. In addition, this method is progressive in the treatment of highly abrupt or discontinuous regions. MDPI 2023-03-02 /pmc/articles/PMC10007165/ /pubmed/36904946 http://dx.doi.org/10.3390/s23052743 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Lv, Zhuang
Zhu, Kaifeng
He, Xin
Zhang, Lei
He, Jiawei
Mu, Zhiya
Wang, Jun
Zhang, Xin
Hao, Ruidong
Phase Unwrapping Error Correction Based on Multiple Linear Regression Analysis
title Phase Unwrapping Error Correction Based on Multiple Linear Regression Analysis
title_full Phase Unwrapping Error Correction Based on Multiple Linear Regression Analysis
title_fullStr Phase Unwrapping Error Correction Based on Multiple Linear Regression Analysis
title_full_unstemmed Phase Unwrapping Error Correction Based on Multiple Linear Regression Analysis
title_short Phase Unwrapping Error Correction Based on Multiple Linear Regression Analysis
title_sort phase unwrapping error correction based on multiple linear regression analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10007165/
https://www.ncbi.nlm.nih.gov/pubmed/36904946
http://dx.doi.org/10.3390/s23052743
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