Robust face recognition with multi-scale Weber local descriptor

被引:4
|
作者
Yang, Guangchao [1 ]
Fang, Bin [1 ]
Tang, Yuan Yan [2 ]
机构
[1] Chongqing Univ, Coll Comp Sci, Chongqing 400030, Peoples R China
[2] Univ Macau, Dept Comp & Informat Sci, Macau 999078, Peoples R China
基金
中国国家自然科学基金;
关键词
Face recognition; multi-scale WLD; unfixed size patches; voting strategy; BINARY PATTERNS; REPRESENTATION;
D O I
10.1142/S0219691317500527
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper presents a simple and novel approach for robust face recognition. Extended multi-scale Weber local descriptor based on unfixed size patches is proposed to obtain micro and macro patterns. Then the recognition is performed using nearest neighborhood method based on Chi-square distance. Voting strategy is utilized in classification to reduce the impacts of the poor quality regions in face image caused by pose, illumination variations. Experiments on CMU-PIE, FERET and AR databases show that the proposed method has higher recognition accuracy in comparison with traditional methods.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] Multi-scale Block Weber Local Descriptor for Face Recognition
    Pu, Weilan
    Zhang, XiaoHong
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON ADVANCES IN MECHANICAL ENGINEERING AND INDUSTRIAL INFORMATICS, 2015, 15 : 1576 - 1580
  • [2] Face Recognition Using the Weber Local Descriptor
    Gong, Dayi
    Li, Shutao
    Xiang, Yin
    [J]. 2011 FIRST ASIAN CONFERENCE ON PATTERN RECOGNITION (ACPR), 2011, : 589 - 592
  • [3] Weighted Feature Histogram of Multi-Scale Local Patch Using Multi-Bit Binary Descriptor for Face Recognition
    Yang, Hua
    Gong, Chenting
    Huang, Kaiji
    Song, Kaiyou
    Yin, Zhouping
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021, 30 : 3858 - 3871
  • [4] Multi-scale local binary pattern histograms for face recognition
    Chan, Chi-Ho
    Kittler, Josef
    Messer, Kieron
    [J]. ADVANCES IN BIOMETRICS, PROCEEDINGS, 2007, 4642 : 809 - +
  • [5] Face recognition based on the multi-scale local image structures
    Geng, Cong
    Jiang, Xudong
    [J]. PATTERN RECOGNITION, 2011, 44 (10-11) : 2565 - 2575
  • [6] Face recognition based on multi-scale local directional value
    Wu, Xiaosheng
    Sun, Junding
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (3-4) : 2409 - 2425
  • [7] Face recognition based on multi-scale local directional value
    Xiaosheng Wu
    Junding Sun
    [J]. Multimedia Tools and Applications, 2020, 79 : 2409 - 2425
  • [8] A Sparse Local Feature Descriptor for Robust Face Recognition
    Liu, Na
    Lai, Jianhuang
    Zheng, Wei-Shi
    [J]. BIOMETRIC RECOGNITION: CCBR 2011, 2011, 7098 : 33 - +
  • [9] Palmprint Recognition Based on Multi-Scale Gabor Orientation Weber Local Descriptors
    Li Mengwen
    Liu Huaiyu
    Gao Xiangjun
    Meng Qianqian
    [J]. LASER & OPTOELECTRONICS PROGRESS, 2021, 58 (16)
  • [10] Robust degraded face recognition based on multi-scale competition and novel face representation
    [J]. 1600, Science and Engineering Research Support Society, 20 Virginia Court, Sandy Bay, Tasmania, Australia (06):