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Carte Computational Intelligence in Multi-Feature Visual Pattern Recognition Pramod Kumar Pisharady

Computational Intelligence in Multi-Feature Visual Pattern Recognition

Hand Posture and Face Recognition using Biologically Inspired Approaches

Autor: Pramod Kumar Pisharady, Prahlad Vadakkepat, Ai Poh Loh
Limbă: engleză
Legare: Carte broșată
Editura: Springer Verlag, Singapore
Disponibilitate: În depozitul extern
Expediem în 5-8 zile
553.38 lei
This book presents a collection of computational intelligence algorithms that addresses issues in vi...

Informații despre carte

Autor
Pramod Kumar Pisharady, Prahlad Vadakkepat, Ai Poh Loh
Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2016
Pagini
138
EAN
9789811011719
ISBN
9811011710
Enbook ID
15234284
Editura
Springer Verlag, Singapore
Greutate
2467
Dimensiuni
155 x 235 x 9

Descriere completă

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.

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