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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Allg. & Lexika Computational Intelligence in Multi-Feature Visual Pattern Recognition
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Computational Intelligence in Multi-Feature Visual Pattern Recognition
Pramod Kumar Pisharady, Prahlad Vadakkepat, Loh Ai Poh (Taschenbuch, Englisch)
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Beschreibung
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. 106,99 €
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Technische Daten
Erscheinungsdatum
27.09.2016
Sprache
Englisch
EAN
9789811011719
Herausgeber
Springer Singapore
Serien- oder Bandtitel
Studies in Computational Intelligence
Sonderedition
Nein
Autor
Pramod Kumar Pisharady, Prahlad Vadakkepat, Loh Ai Poh
Seitenanzahl
138
Einbandart
Taschenbuch
Buch Untertitel
Hand Posture and Face Recognition using Biologically Inspired Approaches
Schlagwörter
Artificial Intelligence, Face Recognition, Feature Extraction Algorithms, Fuzzy-Rough Approach, Gesture Recognition, Hand Posture Recognition, Machine Learning, Visual Pattern Recognition
Thema-Inhalt
UYQ - Künstliche Intelligenz
UYQP - Mustererkennung
UMB - Algorithmen und Datenstrukturen
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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