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Parallel visual data restoration on multi-GPGPUs using stencil-reduce pattern

delete2015-02-17
delete12
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OA
AI
M
Marco Aldinucci *
G
Guilherme Peretti Pezzi
M
Maurizio Drocco
C
Concetto Spampinato
M
Massimo Torquati
DOI:10.1177/1094342014567907delete
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Abstract

Abstract

En 中文
In this paper, a highly effective parallel filter for visual data restoration is presented. The filter is designed following a skeletal approach, using a newly proposed stencil-reduce, and has been implemented by way of the FastFlow parallel programming library. As a result of its high-level design, it is possible to run the filter seamlessly on a multicore machine, on multi-GPGPUs, or on both. The design and implementation of the filter are discussed, and an experimental evaluation is presented.
Keywords:
Impulsive noise
Gaussian noise
image restoration
image filtering
GPGPUs
parallel patterns
skeletons
structured parallel programming
iterative stencil
stencil-reduce
MapReduce
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Journal

International Journal of High Performance Computing Applications cover
International Journal of High Performance Computing Applications
IF:
2.5
Papers:
1.1K
Citations:
1.3K

Organization

U
University of Turin
Scholars:
3.7W
Papers: 2.8W
Citations: 3.2W
U
University of Catania
Scholars:
1.9W
Papers: 1.4W
Citations: 20
U
University of Pisa
Scholars:
3.1W
Papers: 2.4W
Citations: 2.4W
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