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Quantum Inspired Meta-Heuristics for Image Analysis

Sandip Dey, Siddhartha Bhattacharyya, Ujjwal Maulik
Livre relié | Anglais
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Description

Introduces quantum inspired techniques for image analysis for pure and true gray scale/color images in a single/multi-objective environment

This book will entice readers to design efficient meta-heuristics for image analysis in the quantum domain. It introduces them to the essence of quantum computing paradigm, its features, and properties, and elaborates on the fundamentals of different meta-heuristics and their application to image analysis. As a result, it will pave the way for designing and developing quantum computing inspired meta-heuristics to be applied to image analysis.

Quantum Inspired Meta-heuristics for Image Analysis begins with a brief summary on image segmentation, quantum computing, and optimization. It also highlights a few relevant applications of the quantum based computing algorithms, meta-heuristics approach, and several thresholding algorithms in vogue. Next, it discusses a review of image analysis before moving on to an overview of six popular meta-heuristics and their algorithms and pseudo-codes. Subsequent chapters look at quantum inspired meta-heuristics for bi-level and gray scale multi-level image thresholding; quantum behaved meta-heuristics for true color multi-level image thresholding; and quantum inspired multi-objective algorithms for gray scale multi-level image thresholding. Each chapter concludes with a summary and sample questions.

  • Provides in-depth analysis of quantum mechanical principles
  • Offers comprehensive review of image analysis
  • Analyzes different state-of-the-art image thresholding approaches
  • Detailed current, popular standard meta-heuristics in use today
  • Guides readers step by step in the build-up of quantum inspired meta-heuristics
  • Includes a plethora of real life case studies and applications
  • Features statistical test analysis of the performances of the quantum inspired meta-heuristics vis-à-vis their conventional counterparts

Quantum Inspired Meta-heuristics for Image Analysis is an excellent source of information for anyone working with or learning quantum inspired meta-heuristics for image analysis.

Spécifications

Parties prenantes

Auteur(s) :
Editeur:

Contenu

Nombre de pages :
376
Langue:
Anglais

Caractéristiques

EAN:
9781119488750
Date de parution :
05-08-19
Format:
Livre relié
Format numérique:
Genaaid
Dimensions :
173 mm x 246 mm
Poids :
680 g

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