A new accelerated viscosity iterative method for an infinite family of nonexpansive mappings with applications to image restoration problems

© 2020 by the authors. The image restoration problem is one of the popular topics in image processing which is extensively studied by many authors because of its applications in various areas of science, engineering and medical image. The main aim of this paper is to introduce a new accelerated fixe...

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Main Authors: Jenwit Puangpee, Suthep Suantai
Format: Journal
Published: 2020
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http://cmuir.cmu.ac.th/jspui/handle/6653943832/70718
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-707182020-10-14T08:39:54Z A new accelerated viscosity iterative method for an infinite family of nonexpansive mappings with applications to image restoration problems Jenwit Puangpee Suthep Suantai Mathematics © 2020 by the authors. The image restoration problem is one of the popular topics in image processing which is extensively studied by many authors because of its applications in various areas of science, engineering and medical image. The main aim of this paper is to introduce a new accelerated fixed algorithm using viscosity approximation technique with inertial effect for finding a common fixed point of an infinite family of nonexpansive mappings in a Hilbert space and prove a strong convergence result of the proposed method under some suitable control conditions. As an application, we apply our algorithm to solving image restoration problem and compare the efficiency of our algorithm with FISTA method which is a popular algorithm for image restoration. By numerical experiments, it is shown that our algorithm has more efficiency than that of FISTA. 2020-10-14T08:39:54Z 2020-10-14T08:39:54Z 2020-04-01 Journal 22277390 2-s2.0-85084442928 10.3390/math8040615 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85084442928&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/70718
institution Chiang Mai University
building Chiang Mai University Library
continent Asia
country Thailand
Thailand
content_provider Chiang Mai University Library
collection CMU Intellectual Repository
topic Mathematics
spellingShingle Mathematics
Jenwit Puangpee
Suthep Suantai
A new accelerated viscosity iterative method for an infinite family of nonexpansive mappings with applications to image restoration problems
description © 2020 by the authors. The image restoration problem is one of the popular topics in image processing which is extensively studied by many authors because of its applications in various areas of science, engineering and medical image. The main aim of this paper is to introduce a new accelerated fixed algorithm using viscosity approximation technique with inertial effect for finding a common fixed point of an infinite family of nonexpansive mappings in a Hilbert space and prove a strong convergence result of the proposed method under some suitable control conditions. As an application, we apply our algorithm to solving image restoration problem and compare the efficiency of our algorithm with FISTA method which is a popular algorithm for image restoration. By numerical experiments, it is shown that our algorithm has more efficiency than that of FISTA.
format Journal
author Jenwit Puangpee
Suthep Suantai
author_facet Jenwit Puangpee
Suthep Suantai
author_sort Jenwit Puangpee
title A new accelerated viscosity iterative method for an infinite family of nonexpansive mappings with applications to image restoration problems
title_short A new accelerated viscosity iterative method for an infinite family of nonexpansive mappings with applications to image restoration problems
title_full A new accelerated viscosity iterative method for an infinite family of nonexpansive mappings with applications to image restoration problems
title_fullStr A new accelerated viscosity iterative method for an infinite family of nonexpansive mappings with applications to image restoration problems
title_full_unstemmed A new accelerated viscosity iterative method for an infinite family of nonexpansive mappings with applications to image restoration problems
title_sort new accelerated viscosity iterative method for an infinite family of nonexpansive mappings with applications to image restoration problems
publishDate 2020
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85084442928&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/70718
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