• Opto-Electronic Engineering
  • Vol. 41, Issue 12, 46 (2014)
ZHAN Shu1、2、*, WANG Jun1、2, FANG Qi1、2, and ZHANG Qixiang1、2
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • show less
    DOI: 10.3969/j.issn.1003-501x.2014.12.009 Cite this Article
    ZHAN Shu, WANG Jun, FANG Qi, ZHANG Qixiang. Extended Sparse Representation for Face Recognition Based on Gabor Features and Metaface Learning[J]. Opto-Electronic Engineering, 2014, 41(12): 46 Copy Citation Text show less
    References

    [1] ZHANG Cuiping, SU Guangda. Human face recognition: a survey[J]. Journal of Image and Graphics, 2000, 11(5): 885-894.

    [2] OU W, YOU X, TAO D, et al. Robust face recognition via occlusion dictionary learning[J]. Pattern Recognition(S0031-3203), 2014, 47(4): 1559-1572.

    [3] Turk M, Pentland A. Eigenfaces for recognition[J]. Journal of Cognitive Neuroscience(S1530-8898), 1991, 3(1): 71-86.

    [4] Belhumeur P N, Hespanha J P, Kriegman D J. Eigenfaces vs. fisherfaces: Recognition using class specific linear projection[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence(S0162-8828), 1997, 19(7): 711-720.

    [5] HE Xiaofei, YAN Shuicheng, HU Yuxiao, et al. Face recognition using laplacianfaces[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence(S0162-8828), 2005, 27(3): 328-340.

    [6] Huang K, Aviyente S. Sparse representation for signal classification [C]// Advances in Neural Information Processing Systems, 2006: 609-616.

    [7] XU Guoming, XUE Mogen, YUAN Guangling. Image Super-resolution Reconstruction Method via Mixture Gaussian Sparse Coding[J]. Opto-Electronic Engineering, 2013, 40(3): 94-101.

    [8] Wright J, Yang A Y, Ganesh A, et al. Robust face recognition via sparse representation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence(S0162-8828), 2009, 31(2): 210-227.

    [9] Elad M, Aharon M. Image denoising via sparse and redundant representations over learned dictionaries[J]. IEEE Transactions on Image Processing(S1057-7149), 2006, 15(12): 3736-3745.

    [10] ZHANG Qiang, LI Baoxin. Discriminative k-svd for dictionary learning in face recognition [C]// Computer Vision and Pattern Recognition (CVPR), San Francisco, CA, USA, June 13-18, 2010: 2691-2698.

    [11] YANG Meng, ZHANG Lei, YANG Jian, et al. Metaface learning for sparse representation based face recognition [C]// 17th IEEE International Conference on Image Processing (ICIP), Hong Kong, Sep 26-29, 2010: 1601-1604.

    [12] JIANG Yanxia, TANG Caihong, WANG Juan. Face Recognition Based on Fusion of Second-order Local Derivative Pattern in Gabor Characteristic[J]. Opto-Electronic Engineering, 2011, 38(10): 103-109.

    [13] PU Jian, ZHANG Junping. Super-Resolution through Dictionary Learning and Sparse Representation[J]. Pattern Recognition and Artificial Intelligence, 2010, 23(3): 335-340.

    [14] ZHAN Shu, ZHANG Qixiang, JIANG Jianguo, et al. 3D Face Recognition by Kernel Collaborative Representation Based on Gabor Feature[J]. Acta Photonica Sinica, 2013, 42(12): 1448-1453.

    [15] HU Zhengping, XU Bo, BAI Yang. Sparse representation for image recognition based on Gabor feature set and discriminative dictionary learning[J]. Journal of Image and Graphics, 2013, 18(2): 189-194.

    [16] YANG Meng, ZHANG Lei. Gabor feature based sparse representation for face recognition with gabor occlusion dictionary[C]// Computer Vision–ECCV 2010, Heraklion, Crete, Greece, Sep 5-11, 2010: 448-461.

    [17] Koh K, Kim S J, Boyd S P. An Interior-Point Method for Large-Scale l1-Regularized Logistic Regression[J]. Journal of Machine Learning Research(S1533-7928), 2007, 8(8): 1519-1555.

    [18] Martinez A M. The AR face database[J]. CVC Technical Report(S0302-9743), 1998, 24: 1-8.

    [19] Phillips P J, Wechsler H, Huang J, et al. The FERET database and evaluation procedure for face-recognition algorithms[J]. Image and Vision Computing(S0262-8856), 1998, 16(5): 295-306.

    [20] Cortes C, Vapnik V. Support-vector networks[J]. Machine Learning(S1573-0565), 1995, 20(3): 273-297.

    [21] WANG Xian, ZHANG Yan, MU Xin, et al. The face recognition algorithm based on improved LBP[J]. Opto-Electronic Engineering, 2012, 39(7): 109-114.

    CLP Journals

    [1] JIAO Xiao-xue, ZHANG Lei, SUN Yu, ZHOU Li-qiu, ZHAO Xing. Three-dimensional reconstruction for a large scene of integral imaging based on color-position characteristics[J]. Optoelectronics Letters, 2015, 11(4): 268

    ZHAN Shu, WANG Jun, FANG Qi, ZHANG Qixiang. Extended Sparse Representation for Face Recognition Based on Gabor Features and Metaface Learning[J]. Opto-Electronic Engineering, 2014, 41(12): 46
    Download Citation