Use of PVM for MAP image restoration: A parallel implementation of the ARTUR algorithm

Markov Random Field (MRF) based algorithms used for restoring images affected by blur and noise are generally very effective, but most of them are computationally very heavy. The recently proposed ARTUR algorithm is a deterministic method that belongs to this family. In this work, a parallel impleme...

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Autores principales: Fernández, G.J., Jacobo-Berlles, J., Borensztejn, P., Bauzá, M., Mejail, M., Kacsuk P., Podhorszki N., Dongarra J, Foundation for the Technological Progress of the Industry; Microsoft; Myricom; Silicon Computers
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Acceso en línea:http://hdl.handle.net/20.500.12110/paper_03029743_v1908_n_p113_Fernandez
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spelling todo:paper_03029743_v1908_n_p113_Fernandez2023-10-03T15:18:53Z Use of PVM for MAP image restoration: A parallel implementation of the ARTUR algorithm Fernández, G.J. Jacobo-Berlles, J. Borensztejn, P. Bauzá, M. Mejail, M. Kacsuk P. Podhorszki N. Dongarra J Foundation for the Technological Progress of the Industry; Microsoft; Myricom; Silicon Computers Algorithms Image reconstruction Markov processes Deterministic methods Markov Random Fields Parallel implementations Message passing Markov Random Field (MRF) based algorithms used for restoring images affected by blur and noise are generally very effective, but most of them are computationally very heavy. The recently proposed ARTUR algorithm is a deterministic method that belongs to this family. In this work, a parallel implementation of this algorithm is proposed ona PVM environment. Various results are shown and the performance is analysed comparing the proposed parallel implementation against the sequential one. © Springer-Verlag Berlin Heidelberg 2000. Fil:Jacobo-Berlles, J. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. Fil:Mejail, M. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. SER info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by/2.5/ar http://hdl.handle.net/20.500.12110/paper_03029743_v1908_n_p113_Fernandez
institution Universidad de Buenos Aires
institution_str I-28
repository_str R-134
collection Biblioteca Digital - Facultad de Ciencias Exactas y Naturales (UBA)
topic Algorithms
Image reconstruction
Markov processes
Deterministic methods
Markov Random Fields
Parallel implementations
Message passing
spellingShingle Algorithms
Image reconstruction
Markov processes
Deterministic methods
Markov Random Fields
Parallel implementations
Message passing
Fernández, G.J.
Jacobo-Berlles, J.
Borensztejn, P.
Bauzá, M.
Mejail, M.
Kacsuk P.
Podhorszki N.
Dongarra J
Foundation for the Technological Progress of the Industry; Microsoft; Myricom; Silicon Computers
Use of PVM for MAP image restoration: A parallel implementation of the ARTUR algorithm
topic_facet Algorithms
Image reconstruction
Markov processes
Deterministic methods
Markov Random Fields
Parallel implementations
Message passing
description Markov Random Field (MRF) based algorithms used for restoring images affected by blur and noise are generally very effective, but most of them are computationally very heavy. The recently proposed ARTUR algorithm is a deterministic method that belongs to this family. In this work, a parallel implementation of this algorithm is proposed ona PVM environment. Various results are shown and the performance is analysed comparing the proposed parallel implementation against the sequential one. © Springer-Verlag Berlin Heidelberg 2000.
format SER
author Fernández, G.J.
Jacobo-Berlles, J.
Borensztejn, P.
Bauzá, M.
Mejail, M.
Kacsuk P.
Podhorszki N.
Dongarra J
Foundation for the Technological Progress of the Industry; Microsoft; Myricom; Silicon Computers
author_facet Fernández, G.J.
Jacobo-Berlles, J.
Borensztejn, P.
Bauzá, M.
Mejail, M.
Kacsuk P.
Podhorszki N.
Dongarra J
Foundation for the Technological Progress of the Industry; Microsoft; Myricom; Silicon Computers
author_sort Fernández, G.J.
title Use of PVM for MAP image restoration: A parallel implementation of the ARTUR algorithm
title_short Use of PVM for MAP image restoration: A parallel implementation of the ARTUR algorithm
title_full Use of PVM for MAP image restoration: A parallel implementation of the ARTUR algorithm
title_fullStr Use of PVM for MAP image restoration: A parallel implementation of the ARTUR algorithm
title_full_unstemmed Use of PVM for MAP image restoration: A parallel implementation of the ARTUR algorithm
title_sort use of pvm for map image restoration: a parallel implementation of the artur algorithm
url http://hdl.handle.net/20.500.12110/paper_03029743_v1908_n_p113_Fernandez
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