Multi-scale local binary pattern histograms for face recognition

被引:0
|
作者
Chan, Chi-Ho [1 ]
Kittler, Josef [1 ]
Messer, Kieron [1 ]
机构
[1] Univ Surrey, Ctr Vis Speech & Signal Proc, Guildford GU2 5XH, Surrey, England
来源
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel discriminative face representation derived by the Linear Discriminant Analysis (LDA) of multi-scale local binary pattern histograms is proposed for face recognition. The face image is first partitioned into several non-overlapping regions. In each region, multi-scale local binary uniform pattern histograms are extracted and concatenated into a regional feature. The features are then projected on the LIDA space to be used as a discriminative facial descriptor. The method is implemented and tested in face identification on the standard Feret database and in face verification on the XM2VTS database with very promising results.
引用
收藏
页码:809 / +
页数:2
相关论文
共 50 条
  • [1] Quaternion wavelet magnitude/phase and multi-scale local binary pattern representation for face recognition
    Xu, Yonghong
    Hou, Jing
    Zhao, Yanru
    Hong, Wenxue
    [J]. Journal of Computational Information Systems, 2011, 7 (14): : 5282 - 5291
  • [2] ROBUST BLURRED FACE RECOGNITION USING SAMPLE-WISE KERNEL ESTIMATION AND RANDOM COMPRESSED MULTI-SCALE LOCAL BINARY PATTERN HISTOGRAMS
    Sun, Guangling
    Liu, Zhi
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2014, : 333 - 337
  • [3] Learning multi-scale block local binary patterns for face recognition
    Liao, Shengcai
    Zhu, Xianxin
    Lei, Zhen
    Zhang, Lun
    Li, Stan Z.
    [J]. ADVANCES IN BIOMETRICS, PROCEEDINGS, 2007, 4642 : 828 - +
  • [4] Novel Approach of Face Identification Based on Multi-scale Local Binary Pattern
    Youbi, Zineb
    Khider, Ali
    Boubchir, Larbi
    Boukrouche, Abdelhani
    Griouz, Badreddine
    [J]. 2018 INTERNATIONAL CONFERENCE ON SIGNAL, IMAGE, VISION AND THEIR APPLICATIONS (SIVA), 2018,
  • [5] A Binarization Scheme for Face Recognition based on Multi-scale Block Local Binary Patterns
    Schlett, Torsten
    Rathgeb, Christian
    Busch, Christoph
    [J]. PROCEEDINGS OF THE 15TH INTERNATIONAL CONFERENCE OF THE BIOMETRICS SPECIAL INTEREST GROUP (BIOSIG 2016), 2016, P-260
  • [6] The Multi-scale Dominant Binary Pattern Learning for Image Recognition
    Yi, Liangling
    Zhang, Dongbo
    Xu, Haixia
    Zhang, Ying
    [J]. 2018 13TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2018, : 1385 - 1390
  • [7] Multi-scale Local Binary Pattern Histogram for Gender Classification
    Xu, Yanan
    Zhao, Yong
    Zhang, Yongjun
    [J]. 2015 8TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2015, : 654 - 658
  • [8] Face recognition based on the multi-scale local image structures
    Geng, Cong
    Jiang, Xudong
    [J]. PATTERN RECOGNITION, 2011, 44 (10-11) : 2565 - 2575
  • [9] Human Ear Recognition based on Multi-scale Local Binary Pattern Descriptor and KL Divergence
    Youbi, Zineb
    Boubchir, Larbi
    Bounneche, Meriem D.
    Ali-Cherif, Arab
    Boukrouche, Abdelhani
    [J]. 2016 39TH INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING (TSP), 2016, : 685 - 688
  • [10] Face recognition based on multi-scale local directional value
    Wu, Xiaosheng
    Sun, Junding
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (3-4) : 2409 - 2425