Evolutionary Computer Vision
The First Footprints
(Sprache: Englisch)
This book explains the theory and application of evolutionary computer vision, a new paradigm where challenging vision problems can be approached using the techniques of evolutionary computing. This methodology achieves excellent results for defining...
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Klappentext zu „Evolutionary Computer Vision “
This book explains the theory and application of evolutionary computer vision, a new paradigm where challenging vision problems can be approached using the techniques of evolutionary computing. This methodology achieves excellent results for defining fitness functions and representations for problems by merging evolutionary computation with mathematical optimization to produce automatic creation of emerging visual behaviors.In the first part of the book the author surveys the literature in concise form, defines the relevant terminology, and offers historical and philosophical motivations for the key research problems in the field. For researchers from the computer vision community, he offers a simple introduction to the evolutionary computing paradigm. The second part of the book focuses on implementing evolutionary algorithms that solve given problems using working programs in the major fields of low-, intermediate- and high-level computer vision.
This book will be ofvalue to researchers, engineers, and students in the fields of computer vision, evolutionary computing, robotics, biologically inspired mechatronics, electronics engineering, control, and artificial intelligence.
Inhaltsverzeichnis zu „Evolutionary Computer Vision “
Introduction.- Vision and Evolution: The State of the Art.- Evolutionary Computing.- Accurate Modeling of Image Features Using Evolutionary Computing.- Evolutionary Synthesis of Interest Point Detectors Through Genetic Programming.- The Honeybee Search Algorithm.- Multiobjective Sensor Planning for Accurate Reconstruction.- Evolutionary Visual Learning with Linear Genetic Programming.- Evolutionary Synthesis of Feature Descriptor Operators with Genetic Programming.- Summary and Conclusions.- App. A, Camera Calibration and Stereoscopic Vision.- Glossary.- Index.Autoren-Porträt von Gustavo Olague
Dr. Gustavo Olague is the Director of the EvoVisión Research Team in the Centro de Investigación Científica y de Educación Superior de Ensenada (CICESE) in Ensenada, México. His research interests include evolutionary computing, in particular applications to computer vision.
Bibliographische Angaben
- Autor: Gustavo Olague
- 2016, 1st ed. 2016, XXII, 411 Seiten, 103 farbige Abbildungen, Masse: 16 x 24,1 cm, Gebunden, Englisch
- Verlag: Springer, Berlin
- ISBN-10: 3662436922
- ISBN-13: 9783662436929
Sprache:
Englisch
Pressezitat
"Olague's book aims to lay the foundations of this interdisciplinary research topic, concentrating particularly on goal-driven vision. ... This book is very pleasant to read, clear and well explained. ... Dr. Olague dots the text with original viewpoints, historical perspectives, and philosophical arguments. ... this excellent book is suitable for a large audience: beginners will find all the important features to start with, while specialists will find food for thought." (Evelyne Lutton, Genetic Programming and Evolvable Machines, 2017)Kommentar zu "Evolutionary Computer Vision"
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