DocumentCode :
2433400
Title :
Parallel image thinning through topological operators on shared memory parallel machines
Author :
Mahmoudi, Ramzi ; Akil, Mohamed ; Matas, Petr
Author_Institution :
Lab. d´´Inf. Gaspard-Monge, Univ. Paris-Est, Noisy Le Grand, France
fYear :
2009
fDate :
1-4 Nov. 2009
Firstpage :
723
Lastpage :
730
Abstract :
In this paper, we present a concurrent implementation of a powerful topological thinning operator. This operator is able to act directly over grayscale images without modifying their topology. We introduce an adapted parallelization methodology which combines split, distribute and merge (SDM) strategy and mixed parallelism techniques (data and thread parallelism). The introduced strategy allows efficient parallelization of a large class of topological operators including, mainly, ??-leveling, skeletonization and crest restoring algorithms. To achieve a good speedup, we cared about coordination of threads. Distributed work during thinning process is done by a variable number of threads. Tests on 2D grayscale image (512*512), using shared memory parallel machine (SMPM) with 8 CPU cores (2?? Xeon E5405 running at frequency of 2 GHz), showed an enhancement of 6.2 with a maximum achieved cadency of 125 images/s using 8 threads.
Keywords :
image thinning; microprocessor chips; multi-threading; parallel processing; parallel programming; shared memory systems; topology; SDM; SMPM; crest restoring algorithms; data parallelism; grayscale images; parallel image thinning through topological operators; parallelism techniques; powerful topological thinning operator; shared memory parallel machine; shared memory parallel machines; split distribute and merge; thread parallelism; Biological cells; Fingerprint recognition; Frequency synchronization; Gray-scale; Image processing; Parallel machines; Parallel processing; Random access memory; Topology;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems and Computers, 2009 Conference Record of the Forty-Third Asilomar Conference on
Conference_Location :
Pacific Grove, CA
ISSN :
1058-6393
Print_ISBN :
978-1-4244-5825-7
Type :
conf
DOI :
10.1109/ACSSC.2009.5469946
Filename :
5469946
Link To Document :
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