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Metaheuristic algorithms for image segmentation : theory and applications

Author: Diego Oliva; Mohamed Abd Elaziz; Salvador Hinojosa
Publisher: Cham, Switzerland : Springer, 2019.
Series: Studies in computational intelligence, v. 825.
Edition/Format:   eBook : Document : English
Summary:
This book presents a study of the most important methods of image segmentation and how they are extended and improved using metaheuristic algorithms. The segmentation approaches selected have been extensively applied to the task of segmentation (especially in thresholding), and have also been implemented using various metaheuristics and hybridization techniques leading to a broader understanding of how image  Read more...
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Genre/Form: Electronic books
Additional Physical Format: (OCoLC)1082224563
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Diego Oliva; Mohamed Abd Elaziz; Salvador Hinojosa
ISBN: 9783030129316 3030129314
OCLC Number: 1089727492
Description: 1 online resource (xv, 226 pages) : illustrations (some color).
Contents: Introduction --
Optimization --
Metaheuristic optimization --
Image processing --
Image Segmentation using metaheuristics --
Multilevel thresholding for image segmentation based on metaheuristic Algorithms --
Otsus between class variance and the tree seed algorithm --
Image segmentation using Kapurs entropy and a hybrid optimization algorithm --
Tsallis entropy for image thresholding --
Image segmentation with minimum cross entropy --
Fuzzy entropy approaches for image segmentation --
Image segmentation by gaussian mixture --
Image segmentation as a multiobjective optimization problem --
Clustering algorithms for image segmentation --
Contextual information in image thresholding.
Series Title: Studies in computational intelligence, v. 825.
Responsibility: Diego Oliva, Mohamed Abd Elaziz, Salvador Hinojosa.

Abstract:

The images have to be accurately analyzed, and crucial pre-processing steps, like image segmentation, and artificial intelligence, including metaheuristics, are applied in the automatic analysis of  Read more...

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