Computational Intelligence in Multi-Feature Visual Pattern Recognition

Language: English

Published by Springer, Springer Nature Singapore Jun 2014, 2014

9812870555 / 9789812870551

Series: Book 83 of 538 - Studies in Computational Intelligence

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This item is printed on demand - Print on Demand Titel. Neuware -This book presents a collection of computational intelligence algorithms that addresses issues in visual pattern recognition such as high computational complexity, abundance of pattern features, sensitivity to size and shape variations and poor performance against complex backgrounds. The book has 3 parts. Part 1 describes various research issues in the field with a survey of the related literature. Part 2 presents computational intelligence based algorithms for feature selection and classification. The algorithms are discriminative and fast. The main application area considered is hand posture recognition. The book also discusses utility of these algorithms in other visual as well as non-visual pattern recognition tasks including face recognition, general object recognition and cancer / tumor classification. Part 3 presents biologically inspired algorithms for feature extraction. The visual cortex model based features discussed have invariance with respect to appearance and size of the hand, and provide good inter class discrimination. A Bayesian model of visual attention is described which is effective in handling complex background problem in hand posture recognition.The book provides qualitative and quantitative performance comparisons for the algorithms outlined, with other standard methods in machine learning and computer vision. The book is self-contained with several figures, charts, tables and equations helping the reader to understand the material presented without instruction.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 152 pp. Englisch.

Seller Inventory # 9789812870551

Title
Computational Intelligence in Multi-Feature Visual Pattern Recognition
Author
Pramod Kumar Pisharady
Publisher
Springer, Springer Nature Singapore Jun 2014
Publication year
2014
Condition
Neu
Binding
Buch
Language
English
ISBN 10
9812870555
ISBN 13
9789812870551
Item weight
401 grams
Dimensions
241x160x14 mm
Series
Book 83 of 538: Studies in Computational Intelligence

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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