Logo - springer
Slogan - springer

Engineering - Computational Intelligence and Complexity | Computational Intelligence in Multi-Feature Visual Pattern Recognition

Computational Intelligence in Multi-Feature Visual Pattern Recognition

Hand Posture and Face Recognition using Biologically Inspired Approaches

Pisharady, Pramod, Vadakkepat, Prahlad, Poh, Loh Ai

2014, XIII, 138 p. 50 illus., 25 illus. in color.

Available Formats:

Springer eBooks may be purchased by end-customers only and are sold without copy protection (DRM free). Instead, all eBooks include personalized watermarks. This means you can read the Springer eBooks across numerous devices such as Laptops, eReaders, and tablets.

You can pay for Springer eBooks with Visa, Mastercard, American Express or Paypal.

After the purchase you can directly download the eBook file or read it online in our Springer eBook Reader. Furthermore your eBook will be stored in your MySpringer account. So you can always re-download your eBooks.


(net) price for USA

ISBN 978-981-287-056-8

digitally watermarked, no DRM

Included Format: PDF and EPUB

download immediately after purchase

learn more about Springer eBooks

add to marked items


Hardcover version

You can pay for Springer Books with Visa, Mastercard, American Express or Paypal.

Standard shipping is free of charge for individual customers.


(net) price for USA

ISBN 978-981-287-055-1

free shipping for individuals worldwide

usually dispatched within 3 to 5 business days

add to marked items

  • Comprehensive coverage of various steps issues in visual pattern recognition for young researchers and students
  • Contains focused discussion on hand gesture recognition for experienced researchers and scientists
  • Includes algorithms that could be extended to other pattern recognition tasks like face and object recognition
  • The block diagrams and pseudo codes provided help better understanding of the algorithms presented
  • The tables with performance comparisons help the reader to make the right choice of the algorithm for a certain application

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.

Content Level » Research

Keywords » Artificial Intelligence - Face Recognition - Feature Extraction Algorithms - Fuzzy-Rough Approach - Gesture Recognition - Hand Posture Recognition - Machine Learning - Visual Pattern Recognition

Related subjects » Computational Intelligence and Complexity - Computational Science & Engineering - Image Processing

Table of contents / Preface / Sample pages 

Popular Content within this publication 



Read this Book on Springerlink

Services for this book

New Book Alert

Get alerted on new Springer publications in the subject area of Computational Intelligence.