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Improved Glowworm Swarm Optimization Algorithm for Multilevel Color Image Thresholding Problem
Joint Authors
Source
Mathematical Problems in Engineering
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-24, 24 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-09-05
Country of Publication
Egypt
No. of Pages
24
Main Subjects
Abstract EN
The thresholding process finds the proper threshold values by optimizing a criterion, which can be considered as a constrained optimization problem.
The computation time of traditional thresholding techniques will increase dramatically for multilevel thresholding.
To greatly overcome this problem, swarm intelligence algorithm is widely used to search optimal thresholds.
In this paper, an improved glowworm swarm optimization (IGSO) algorithm has been presented to find the optimal multilevel thresholds of color image based on the between-class variance and minimum cross entropy (MCE).
The proposed methods are examined on standard set of color test images by using various numbers of threshold values.
The results are then compared with those of basic glowworm swarm optimization, adaptive particle swarm optimization (APSO), and self-adaptive differential evolution (SaDE).
The simulation results show that the proposed method can find the optimal thresholds accurately and efficiently and is an effective multilevel thresholding method for color image segmentation.
American Psychological Association (APA)
He, Lifang& Huang, Songwei. 2016. Improved Glowworm Swarm Optimization Algorithm for Multilevel Color Image Thresholding Problem. Mathematical Problems in Engineering،Vol. 2016, no. 2016, pp.1-24.
https://search.emarefa.net/detail/BIM-1111997
Modern Language Association (MLA)
He, Lifang& Huang, Songwei. Improved Glowworm Swarm Optimization Algorithm for Multilevel Color Image Thresholding Problem. Mathematical Problems in Engineering No. 2016 (2016), pp.1-24.
https://search.emarefa.net/detail/BIM-1111997
American Medical Association (AMA)
He, Lifang& Huang, Songwei. Improved Glowworm Swarm Optimization Algorithm for Multilevel Color Image Thresholding Problem. Mathematical Problems in Engineering. 2016. Vol. 2016, no. 2016, pp.1-24.
https://search.emarefa.net/detail/BIM-1111997
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1111997