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Evaluation of optimal Zernike radial degree for representing corneal surfaces

Tomography data of the cornea usually contain useful information for ophthalmologists. Zernike polynomials are often used to characterize and interpret these data. One of the major challenges facing researchers is finding the appropriate number of Zernike polynomials to model measured data from corn...

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Autores principales: Omidi, Pooria, Cayless, Alan, Langenbucher, Achim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9135249/
https://www.ncbi.nlm.nih.gov/pubmed/35617340
http://dx.doi.org/10.1371/journal.pone.0269119
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author Omidi, Pooria
Cayless, Alan
Langenbucher, Achim
author_facet Omidi, Pooria
Cayless, Alan
Langenbucher, Achim
author_sort Omidi, Pooria
collection PubMed
description Tomography data of the cornea usually contain useful information for ophthalmologists. Zernike polynomials are often used to characterize and interpret these data. One of the major challenges facing researchers is finding the appropriate number of Zernike polynomials to model measured data from corneas. It is undeniable that a higher number of coefficients reduces the fit error. However, utilizing too many coefficients consumes computational power and time and bears the risk of overfitting as a result of including unnecessary components. The main objective of the current study is to analyse the accuracy of corneal surface data modelled with Zernike polynomials of various degrees in order to estimate a reasonable number of coefficients. The process of fitting the Zernike polynomials to height data for corneal anterior and posterior surfaces is presented and results are shown for normal and pathological corneas. These results indicate that polynomials of a higher degree are required for fitting corneas of patients with corneal ectasia than for normal corneas.
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spelling pubmed-91352492022-05-27 Evaluation of optimal Zernike radial degree for representing corneal surfaces Omidi, Pooria Cayless, Alan Langenbucher, Achim PLoS One Research Article Tomography data of the cornea usually contain useful information for ophthalmologists. Zernike polynomials are often used to characterize and interpret these data. One of the major challenges facing researchers is finding the appropriate number of Zernike polynomials to model measured data from corneas. It is undeniable that a higher number of coefficients reduces the fit error. However, utilizing too many coefficients consumes computational power and time and bears the risk of overfitting as a result of including unnecessary components. The main objective of the current study is to analyse the accuracy of corneal surface data modelled with Zernike polynomials of various degrees in order to estimate a reasonable number of coefficients. The process of fitting the Zernike polynomials to height data for corneal anterior and posterior surfaces is presented and results are shown for normal and pathological corneas. These results indicate that polynomials of a higher degree are required for fitting corneas of patients with corneal ectasia than for normal corneas. Public Library of Science 2022-05-26 /pmc/articles/PMC9135249/ /pubmed/35617340 http://dx.doi.org/10.1371/journal.pone.0269119 Text en © 2022 Omidi et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Omidi, Pooria
Cayless, Alan
Langenbucher, Achim
Evaluation of optimal Zernike radial degree for representing corneal surfaces
title Evaluation of optimal Zernike radial degree for representing corneal surfaces
title_full Evaluation of optimal Zernike radial degree for representing corneal surfaces
title_fullStr Evaluation of optimal Zernike radial degree for representing corneal surfaces
title_full_unstemmed Evaluation of optimal Zernike radial degree for representing corneal surfaces
title_short Evaluation of optimal Zernike radial degree for representing corneal surfaces
title_sort evaluation of optimal zernike radial degree for representing corneal surfaces
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9135249/
https://www.ncbi.nlm.nih.gov/pubmed/35617340
http://dx.doi.org/10.1371/journal.pone.0269119
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