Computational Intelligence in Multi-Feature Visual Pattern Recognition | Hand Posture and Face Recognition using Biologically Inspired Approaches
Language: English
Published by Springer, 2016
Series: Book 83 of 538 - Studies in Computational Intelligence
- Softcover
- New
Condition: New
US$ 111.26
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Computational Intelligence in Multi-Feature Visual Pattern Recognition | Hand Posture and Face Recognition using Biologically Inspired Approaches | Pramod Kumar Pisharady (u. a.) | Taschenbuch | xiii | Englisch | 2016 | Springer | EAN 9789811011719 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.
Seller Inventory # 103163684
- Title
- Computational Intelligence in Multi-Feature Visual Pattern Recognition | Hand Posture and Face Recognition using Biologically Inspired Approaches
- Author
- Pramod Kumar Pisharady (u. a.)
- Publisher
- Springer
- Publication year
- 2016
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 9811011710
- ISBN 13
- 9789811011719
- Item weight
- 248 grams
- Dimensions
- 235 x 155 x 9 mm
- Series
- Book 83 of 538: Studies in Computational Intelligence
- Seller catalogs
- Bücher
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.
"Synopsis" may belong to another edition of this title.
From the Back Cover
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.
"About the title" may belong to another edition of this title.
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|---|---|---|
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