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Author:

Wu, Lifang (Wu, Lifang.) (Scholars:毋立芳) | Zhou, Peng (Zhou, Peng.) | Hou, Yaxi (Hou, Yaxi.) | Cao, Hangming (Cao, Hangming.) | Ma, Xiaojing (Ma, Xiaojing.) | Zhang, Xiuzhen (Zhang, Xiuzhen.)

Indexed by:

EI Scopus

Abstract:

Some pose invariant face recognition approaches require preprocessing such as face alignment or landmark fitting, which is another unresolved problem. SIFT based face recognition schemes could resolve the problem of constrained pose variation without such preprocessing. we find that the sift descriptors are robust to off-plane rotation within 25 degree and in-plane rotation. Furthermore, we propose complete pose binary SIFT (CPBS) to address the issue of arbitrary pose variation. First, five face images with poses of frontal view, rotation left/right 45 and 90 degree respectively are selected as gallery images of a subject. Then the binary descriptors of these images are pooled together as CPBS of the subject. Face recognition is finished by hamming distance between the probe face image and the CPBS. Experimental results on the CMU-PIE and FERET face databases show that our approach has performance comparable to state-of-the-art approaches, while not requiring face alignment or landmark fitting. © Springer International Publishing 2013.

Keyword:

Hamming distance Distributed computer systems Face recognition Gesture recognition

Author Community:

  • [ 1 ] [Wu, Lifang]School of Electronic Information and Control Engineering, Beijing University of Technology, Beijing, 100124, China
  • [ 2 ] [Zhou, Peng]School of Electronic Information and Control Engineering, Beijing University of Technology, Beijing, 100124, China
  • [ 3 ] [Hou, Yaxi]School of Electronic Information and Control Engineering, Beijing University of Technology, Beijing, 100124, China
  • [ 4 ] [Cao, Hangming]School of Electronic Information and Control Engineering, Beijing University of Technology, Beijing, 100124, China
  • [ 5 ] [Ma, Xiaojing]School of Electronic Information and Control Engineering, Beijing University of Technology, Beijing, 100124, China
  • [ 6 ] [Zhang, Xiuzhen]School of CS and IT, RMIT University, GPO Box 2476, Melbourne, VIC 3001, Australia

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Source :

ISSN: 0302-9743

Year: 2013

Volume: 8232 LNCS

Page: 71-80

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 3

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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