Advances and Applications of Optimised Algorithms in Image Processing

Buch | Hardcover
XIII, 178 Seiten
2016 | 1st ed. 2017
Springer International Publishing (Verlag)
978-3-319-48549-2 (ISBN)

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Advances and Applications of Optimised Algorithms in Image Processing - Diego Oliva, Erik Cuevas
106,99 inkl. MwSt

This book presents a study of the use of optimization algorithms in complex image processing problems. The problems selected explore areas ranging from the theory of image segmentation to the detection of complex objects in medical images. Furthermore, the concepts of machine learning and optimization are analyzed to provide an overview of the application of these tools in image processing.

 

The material has been compiled from a teaching perspective. Accordingly, the book is primarily intended for undergraduate and postgraduate students of Science, Engineering, and Computational Mathematics, and can be used for courses on Artificial Intelligence, Advanced Image Processing, Computational Intelligence, etc. Likewise, the material can be useful for research from the evolutionary computation, artificial intelligence and image processing communities.

An introduction to machine learning.-  Optimization.-  Electromagnetism - Like Optimization Algorithm: An Introduction.-  Digital image segmentation as an optimization problem.- Template matching using a physical inspired algorithm.-Detection of circular shapes in digital images.-  A medical application: Blood cell segmentation by circle detection.- An EMO Improvement: Opposition-Based Electromagnetism-Like for Global Optimization

"This book examines the application of optimization to common problems in image processing: segmentation, template matching, and shape detection. ... Readers interested in improving the accuracy or performance of image processing systems would do well to read this book." (Creed Jones, Computing Reviews, May, 2017)

Erscheinungsdatum
Reihe/Serie Intelligent Systems Reference Library
Zusatzinfo XIII, 178 p. 53 illus.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik Elektrotechnik / Energietechnik
Schlagworte Artificial Intelligence • artificial intelligence (incl. robotics) • Blood Cells Detection • Circle Detection • Computational Intelligence • Electromagnetism-Like Algorithm • Engineering • Engineering: general • Image Processing • Imaging systems and technology • Metaheuristics • Optimization • Robotics • Signal, Image and Speech Processing • Signal Processing • Template Matching • Thresholding
ISBN-10 3-319-48549-0 / 3319485490
ISBN-13 978-3-319-48549-2 / 9783319485492
Zustand Neuware
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