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Quadratic trigonometric B-spline for image interpolation using GA
In this article, a new quadratic trigonometric B-spline with control parameters is constructed to address the problems related to two dimensional digital image interpolation. The newly constructed spline is then used to design an image interpolation scheme together with one of the soft computing tec...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5481006/ https://www.ncbi.nlm.nih.gov/pubmed/28640906 http://dx.doi.org/10.1371/journal.pone.0179721 |
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author | Hussain, Malik Zawwar Abbas, Samreen Irshad, Misbah |
author_facet | Hussain, Malik Zawwar Abbas, Samreen Irshad, Misbah |
author_sort | Hussain, Malik Zawwar |
collection | PubMed |
description | In this article, a new quadratic trigonometric B-spline with control parameters is constructed to address the problems related to two dimensional digital image interpolation. The newly constructed spline is then used to design an image interpolation scheme together with one of the soft computing techniques named as Genetic Algorithm (GA). The idea of GA has been formed to optimize the control parameters in the description of newly constructed spline. The Feature SIMilarity (FSIM), Structure SIMilarity (SSIM) and Multi-Scale Structure SIMilarity (MS-SSIM) indices along with traditional Peak Signal-to-Noise Ratio (PSNR) are employed as image quality metrics to analyze and compare the outcomes of approach offered in this work, with three of the present digital image interpolation schemes. The upshots show that the proposed scheme is better choice to deal with the problems associated to image interpolation. |
format | Online Article Text |
id | pubmed-5481006 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-54810062017-07-05 Quadratic trigonometric B-spline for image interpolation using GA Hussain, Malik Zawwar Abbas, Samreen Irshad, Misbah PLoS One Research Article In this article, a new quadratic trigonometric B-spline with control parameters is constructed to address the problems related to two dimensional digital image interpolation. The newly constructed spline is then used to design an image interpolation scheme together with one of the soft computing techniques named as Genetic Algorithm (GA). The idea of GA has been formed to optimize the control parameters in the description of newly constructed spline. The Feature SIMilarity (FSIM), Structure SIMilarity (SSIM) and Multi-Scale Structure SIMilarity (MS-SSIM) indices along with traditional Peak Signal-to-Noise Ratio (PSNR) are employed as image quality metrics to analyze and compare the outcomes of approach offered in this work, with three of the present digital image interpolation schemes. The upshots show that the proposed scheme is better choice to deal with the problems associated to image interpolation. Public Library of Science 2017-06-22 /pmc/articles/PMC5481006/ /pubmed/28640906 http://dx.doi.org/10.1371/journal.pone.0179721 Text en © 2017 Hussain et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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 Hussain, Malik Zawwar Abbas, Samreen Irshad, Misbah Quadratic trigonometric B-spline for image interpolation using GA |
title | Quadratic trigonometric B-spline for image interpolation using GA |
title_full | Quadratic trigonometric B-spline for image interpolation using GA |
title_fullStr | Quadratic trigonometric B-spline for image interpolation using GA |
title_full_unstemmed | Quadratic trigonometric B-spline for image interpolation using GA |
title_short | Quadratic trigonometric B-spline for image interpolation using GA |
title_sort | quadratic trigonometric b-spline for image interpolation using ga |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5481006/ https://www.ncbi.nlm.nih.gov/pubmed/28640906 http://dx.doi.org/10.1371/journal.pone.0179721 |
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