Laser & Optoelectronics Progress, Volume. 56, Issue 14, 141006(2019)

Image Recognition Using Joint Projection Learning Algorithm Based on Latent Low-Rank Representation

Qiang Niu* and Xiuhong Chen
Author Affiliations
  • School of Digital Media, Jiangnan University, Wuxi, Jiangsu 214122, China
  • show less
    References(19)

    [2] Fu J P, Chen X H, Ge X Q. Face recognition by generalized kernel discriminant analysis via L2,1-norm regularization[J]. Journal of Frontiers of Computer Science & Technology, 11, 124-133(2017).

    [6] He X F, Cai D, Yan S C et al. Neighborhood preserving embedding. [C]∥Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1, October 17-21, 2005, Beijing, China. New York: IEEE, 1208-1213(2005).

    [10] Zhang Y P, Xiang M, Yang B. Low-rank preserving embedding[J]. Pattern Recognition, 70, 112-125(2017).

    [11] Xie L F, Yin M, Yin X Y et al. Low-rank sparse preserving projections for dimensionality reduction[J]. IEEE Transactions on Image Processing, 27, 5261-5274(2018).

    [12] Liu G C, Yan S C. Latent low-rank representation for subspace segmentation and feature extraction. [C]∥2011 International Conference on Computer Vision, November 6-13, 2011, Barcelona, Spain. New York: IEEE, 1615-1622(2011).

    [13] Fang X Z, Teng S H, Lai Z H et al. Robust latent subspace learning for image classification[J]. IEEE Transactions on Neural Networks and Learning Systems, 29, 2502-2515(2018).

    [14] Yin M, Cai S T, Gao J B. Robust face recognition via double low-rank matrix recovery for feature extraction. [C]∥2013 IEEE International Conference on Image Processing, September 15-18, 2013, Melbourne, VIC, Australia. New York: IEEE, 3770-3774(2014).

    [15] Fang X Z, Han N, Wu J G et al. Approximate low-rank projection learning for feature extraction[J]. IEEE Transactions on Neural Networks and Learning Systems, 29, 5228-5241(2018).

    [16] Chen Y D, Lai Z H, Wong W et al. Low-rank linear embedding for image recognition[J]. IEEE Transactions on Multimedia, 20, 3212-3222(2018).

    [17] Cai J F, Candès E J, Shen Z W. A singular value thresholding algorithm for matrix completion[J]. SIAM Journal on Optimization, 20, 1956-1982(2010).

    [18] Zou H, Hastie T, Tibshirani R. Sparse principal component analysis[J]. Journal of Computational and Graphical Statistics, 15, 265-286(2006).

    [19] Martinez A, Benavente R. The AR face databases[R]. Indiana: Purdue University(1998).

    Tools

    Get Citation

    Copy Citation Text

    Qiang Niu, Xiuhong Chen. Image Recognition Using Joint Projection Learning Algorithm Based on Latent Low-Rank Representation[J]. Laser & Optoelectronics Progress, 2019, 56(14): 141006

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Image Processing

    Received: Dec. 7, 2018

    Accepted: Feb. 19, 2019

    Published Online: Jul. 12, 2019

    The Author Email: Niu Qiang (6161611014@vip.jiangnan.edu.cn)

    DOI:10.3788/LOP56.141006

    Topics