Color face recognition using quaternion PCA

Emad S. Jaha, Lahouari Ghouti

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

10 Scopus citations

Abstract

Recently, biometric systems have attracted the attention of both academic and industrial communities. Advances in hardware and software technologies have paved the way to such growing interest. Nowadays, efficient and cost-effective biometric solutions are continuously emerging. Fingerprint-based biometric systems have emerged as pioneering commercial applications of biometric systems. Face and iris traits have proven to be reliable candidates. Until recently, face recognition research literally followed the research undertaken in the field of fingerprint recognition which is inherently gray-scale. In this paper, efforts are restricted to the investigation of face representations in the color domain. The concept of principal component analysis (PCA) is carried over into the hypercomplex domain (i.e., quaternionic) to define quaternionic PCA (Q-PCA) where color faces are compactly represented. Unlike the existing approaches for handling the color information, the proposed algorithm implicitly accounts for the correlation that exists between the face color components (i.e., red, green and blue, respectively).

Original languageEnglish
Title of host publication4th International Conference on Imaging for Crime Detection and Prevention 2011, ICDP 2011
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781849195652
StatePublished - 2011
Event4th International Conference on Imaging for Crime Detection and Prevention, ICDP 2011 - London, United Kingdom
Duration: 3 Nov 20114 Nov 2011

Publication series

Name4th International Conference on Imaging for Crime Detection and Prevention 2011, ICDP 2011

Conference

Conference4th International Conference on Imaging for Crime Detection and Prevention, ICDP 2011
Country/TerritoryUnited Kingdom
CityLondon
Period3/11/114/11/11

Bibliographical note

Publisher Copyright:
© 2011 4th International Conference on Imaging for Crime Detection and Prevention 2011, ICDP 2011. All right reserved.

Keywords

  • Biometric Systems
  • Color Face Recognition
  • Face Recognition
  • Hypercomplex PCA
  • Principal Component Analysis (PCA)

ASJC Scopus subject areas

  • Media Technology
  • Instrumentation
  • Law
  • Computer Vision and Pattern Recognition
  • Signal Processing

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