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Please use this identifier to cite or link to this item: http://repository.iitr.ac.in/handle/123456789/6910
Title: A context sensitive multilevel thresholding using swarm based algorithms
Authors: Pare S.
Kumar A.
Bajaj V.
Singh G.K.
Published in: IEEE/CAA Journal of Automatica Sinica
Abstract: In this paper, a comprehensive energy function is used to formulate the three most popular objective functions: Kapur's, Otsu and Tsalli's functions for performing effective multilevel color image thresholding. These new energy based objective criterions are further combined with the proficient search capability of swarm based algorithms to improve the efficiency and robustness. The proposed multilevel thresholding approach accurately determines the optimal threshold values by using generated energy curve, and acutely distinguishes different objects within the multi-channel complex images. The performance evaluation indices and experiments on different test images illustrate that Kapur's entropy aided with differential evolution and bacterial foraging optimization algorithm generates the most accurate and visually pleasing segmented images. © 2014 Chinese Association of Automation.
Citation: IEEE/CAA Journal of Automatica Sinica (2019), 6(6): 1471-1486
URI: https://doi.org/10.1109/JAS.2017.7510697
http://repository.iitr.ac.in/handle/123456789/6910
Issue Date: 2019
Publisher: Institute of Electrical and Electronics Engineers Inc.
ISSN: 23299266
Author Scopus IDs: 57188182600
57215268681
57209289122
57193351909
Author Affiliations: Pare, S., PDPM Indian Institute of Information Technology Design and Manufacturing, Jabalpur, 482005 MP, India
Kumar, A., PDPM Indian Institute of Information Technology Design and Manufacturing, Jabalpur, 482005 MP, India
Bajaj, V., PDPM Indian Institute of Information Technology Design and Manufacturing, Jabalpur, 482005 MP, India
Singh, G.K., Indian Institute of Technology Roorkee, Uttarakhand, 247667, India
Corresponding Author: Pare, S.; PDPM Indian Institute of Information Technology Design and ManufacturingIndia; email: shreya.pare9@gmail.com
Appears in Collections:Journal Publications [EE]

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