吉林大学学报(工学版) ›› 2015, Vol. 45 ›› Issue (6): 1954-1960.doi: 10.13229/j.cnki.jdxbgxb201506032

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Video-based face texture representation and recognition with fusion features from multi-view

WANG Yu1,2,3, SHEN Xuan-jing1,2, CHEN Hai-peng1,2, TAN Ying4   

  1. 1.College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China;
    2.Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University, Changchun, Jilin 130012, China;
    3.Applied Technology College Jilin University, Changchun 130012, China;
    4.Center for Computer Fundamental Education of Jilin University,Changchun 130012,China
  • Received:2014-04-16 Online:2015-11-01 Published:2015-11-01

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Abstract:

A video-based face texture program was proposed, which can extract binary patterns from three orthogonal planes in the frequency domain of the Gabor transform (GLBP-TOP). First, each normalized face was transformed by Gabor wavelet to get enhanced Gabor magnitude map. Then, the LBP-TOP operator was applied to the maps to extract video texture. Finally, weighted Chi square statistics based on Fisher Criterion were used to realize the face classification. The proposed algorithm achieved good results in the Honda-UCSD database, and was effective and robust under changes of illustration and expressions.

Key words: computer application, video-based face recognition, Gabor filters, local binary patterns from three orthogonal planes (LBP-TOP), Fisher criterion

CLC Number: 

  • TP391
[1] Barr J R, Bowyer K W, Flynn P J, et al. Face recognition from video:a review[J]. International Journal of Pattern Recognition and Artificial Intelligence,2012,26(5):1266002-1266054.
[2] Jafri R, Arabnia H R. A survey of face recognition techniques[J]. Journal of Information Processing Systems,2009,5(2):41-68.
[3] Belhumer P, Hespanha P, Kriegman D. Eigenfaces vs fisherfaces:recognition using class specific linear projection[J]. IEEE Trans on PAMI,1997,19(7):711-720.
[4] Huang D, Shan C F, Ardabilian M, et al. Local bi-nary patterns and its application to facial image analysis:a survey[J]. IEEE Trans on Systems, Man, and Cybernetics,2011,41(6):765-781.
[5] Zhao G Y, Ahonen T, Matas J, et al. Rotation-invariant image and video discription with local binary pattern features[J]. IEEE Trans on Image Processing,2012,21(4):1465-1477.
[6] Liu C J, Wechsler H. Gabor feature based classification using the enhanced fisher linear discriminant model for face recognition[J]. IEEE Trans on Image Processing,2002,11(4):467-476.
[7] Ojala T, Pietikainen M, Maenpaa T. Multi-resolution gray-scale and rotation invariant texture classification with local binary patterns[J]. IEEE Trans on PAMI,2002,24(7):971-987.
[8] Ahonen T, Hadid A, Pietikainen M. Face description with local binary patterns: application to face recognition[J]. IEEE Trans on PAMI,2006,28(12):2037-2041.
[9] Zhao G, Pietikainen M. Dynamic texture recognition using local binary patterns with an application to facial expressions[J]. IEEE Trans on PAMI,2007,29(6):915-928.
[10] Chan C H, Tahir M A, Kittler J,et al. Multi-scale local phase quantization for robust component-based face recognition using kernel fusion of multiple descriptors[J]. IEEE Trans on PAMI,2013,35(5):1164-1177.
[11] Moghaddam B, Jebara T, Pentland A. Bayesian face recognition[J]. Pattern Recognition,2000,33(11):1771-1782.
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