Independent Component Analysis of Edge Information for Face Recognition

  • Kailash Jagannath Karande
  • Sanjay Talbar

Part of the SpringerBriefs in Applied Sciences and Technology book series (BRIEFSAPPLSCIENCES)

Also part of the SpringerBriefs in Computational Intelligence book sub series (BRIEFSINTELL)

Table of contents

  1. Front Matter
    Pages i-xiii
  2. Kailash Jagannath Karande, Sanjay Nilkanth Talbar
    Pages 1-19
  3. Kailash Jagannath Karande, Sanjay Nilkanth Talbar
    Pages 21-33
  4. Kailash Jagannath Karande, Sanjay Nilkanth Talbar
    Pages 35-47
  5. Kailash Jagannath Karande, Sanjay Nilkanth Talbar
    Pages 49-61
  6. Kailash Jagannath Karande, Sanjay Nilkanth Talbar
    Pages 63-74
  7. Kailash Jagannath Karande, Sanjay Nilkanth Talbar
    Pages 75-75
  8. Back Matter
    Pages 77-81

About this book

Introduction

The book presents research work on face recognition using edge information as features for face recognition with ICA algorithms. The independent components are extracted from edge information. These independent components are used with classifiers to match the facial images for recognition purpose. In their study, authors have explored Canny and LOG edge detectors as standard edge detection methods. Oriented Laplacian of Gaussian (OLOG) method is explored to extract the edge information with different orientations of Laplacian pyramid. Multiscale wavelet model for edge detection is also proposed to extract edge information. The book provides insights for advance research work in the area of image processing and biometrics.

Keywords

Canny and LOG Edge Detection Face Recogniton ICA Algorithms Independent Component Analysis Multi-scale Wavelet-based Edge Detection Oriented Laplacian of Gaussian Edge Detection

Authors and affiliations

  • Kailash Jagannath Karande
    • 1
  • Sanjay Talbar
    • 2
  1. 1., Electronics & Telecommunication EnggSKN Sinhgad College of EngineeringPandharpurIndia
  2. 2., Electronics & TelecommunicationsShri GGS Inst of Engg & TechnologyNandedIndia

Bibliographic information

  • DOI https://doi.org/10.1007/978-81-322-1512-7
  • Copyright Information The Author(s) 2014
  • Publisher Name Springer, India
  • eBook Packages Engineering
  • Print ISBN 978-81-322-1511-0
  • Online ISBN 978-81-322-1512-7
  • Series Print ISSN 2191-530X
  • Series Online ISSN 2191-5318
  • About this book