DocumentCode :
2836416
Title :
An Anisotropic Diffusion Filtering Implementation to Execute in Parallel Distributed Systems
Author :
Sobieranski, Antonio C. ; Coser, Leandro ; Dantas, M.A.R. ; Wangenheim, Aldo V. ; Comunello, Eros
Author_Institution :
LAPIX - Image Process. & Graphic Comput. Lab., Fed. Univ. of Santa Catarina, Florianopolis
fYear :
2008
fDate :
16-18 July 2008
Firstpage :
182
Lastpage :
187
Abstract :
In this paper, we present a parallelization of a filtering algorithm related to non-linear anisotropic diffusion, used to enhance the performance of an application in a parallel distributed system. The anisotropic diffusion is a well-established technique for image enhancement by means of diffusivity functions, which act as border attenuators. However, it requires a high computational cost when a large amount of data is used. The proposed implementation was parallelized considering both point-to-point and collective communications, adopting the MPI paradigm. Results from both approaches indicate that the proposed algorithm has reached interesting levels of performance (81% and 93% of efficiency, respectively) when compared to the execution of one process in a single computer node. In addition, our results indicate an enhancement of around 21% utilizing the collective communication strategy when compared to point-to-point communication.
Keywords :
filtering theory; image enhancement; message passing; parallel processing; MPI paradigm; anisotropic diffusion filtering; collective communications; diffusivity functions; filtering algorithm; image enhancement; nonlinear anisotropic diffusion; parallel distributed systems; point-to-point communications; Anisotropic filters; Anisotropic magnetoresistance; Application software; Concurrent computing; Digital images; Distributed computing; Filtering; Image processing; Magnetic separation; Message passing; Digital image processing; anisotropic diffusion filter; message passing interface (MPI); parallel distributed systems; point-to-point and collective communication;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Science and Engineering Workshops, 2008. CSEWORKSHOPS '08. 11th IEEE International Conference on
Conference_Location :
San Paulo
Print_ISBN :
978-0-7695-3257-8
Type :
conf
DOI :
10.1109/CSEW.2008.64
Filename :
4625059
Link To Document :
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