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Discriminative Learning in Biometrics

  • David Zhang
  • Yong Xu
  • Wangmeng Zuo

Table of contents

  1. Front Matter
    Pages i-xiii
  2. Background Knowledge

    1. Front Matter
      Pages 1-1
    2. David Zhang, Yong Xu, Wangmeng Zuo
      Pages 3-20
  3. Metric Learning and Sparse Representation-Based Classification

    1. Front Matter
      Pages 21-21
    2. David Zhang, Yong Xu, Wangmeng Zuo
      Pages 23-60
    3. David Zhang, Yong Xu, Wangmeng Zuo
      Pages 61-77
  4. Discriminative Feature Extraction and Matching for Palmprint Authentication

    1. Front Matter
      Pages 79-79
    2. David Zhang, Yong Xu, Wangmeng Zuo
      Pages 81-111
    3. David Zhang, Yong Xu, Wangmeng Zuo
      Pages 113-145
    4. David Zhang, Yong Xu, Wangmeng Zuo
      Pages 147-164
  5. Sparse Representation for Face Recognition

    1. Front Matter
      Pages 165-165
    2. David Zhang, Yong Xu, Wangmeng Zuo
      Pages 167-198
    3. David Zhang, Yong Xu, Wangmeng Zuo
      Pages 199-214
  6. Multi-biometrics

    1. Front Matter
      Pages 215-215
    2. David Zhang, Yong Xu, Wangmeng Zuo
      Pages 217-247
  7. Discussion

    1. Front Matter
      Pages 249-249
    2. David Zhang, Yong Xu, Wangmeng Zuo
      Pages 251-261
  8. Back Matter
    Pages 263-266

About this book

Introduction

This monograph describes the latest advances in discriminative learning methods for biometric recognition. Specifically, it focuses on three representative categories of methods: sparse representation-based classification, metric learning, and discriminative feature representation, together with their applications in palmprint authentication, face recognition and multi-biometrics. The ideas, algorithms, experimental evaluation and underlying rationales are also provided for a better understanding of these methods. Lastly, it discusses several promising research directions in the field of discriminative biometric recognition.
 

Keywords

Biometrics Discriminative learning Palmprint authentication Face recognition Multi-biometrics Pattern recognition Feature extraction Sparse representation Metric learning

Authors and affiliations

  • David Zhang
    • 1
  • Yong Xu
    • 2
  • Wangmeng Zuo
    • 3
  1. 1.Department of ComputingThe Hong Kong Polytechnic UniversityKowloon, Hong KongChina
  2. 2.Shenzhen Graduate SchoolHarbin Institute of TechnologyShenzhenChina
  3. 3.Harbin Institute of TechnologyHarbinChina

Bibliographic information

  • DOI https://doi.org/10.1007/978-981-10-2056-8
  • Copyright Information Springer Science+Business Media Singapore 2016
  • Publisher Name Springer, Singapore
  • eBook Packages Computer Science
  • Print ISBN 978-981-10-2055-1
  • Online ISBN 978-981-10-2056-8
  • Buy this book on publisher's site
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