Finger Vein Recognition with Gabor Wavelets and Local Binary Patterns

被引:27
|
作者
Peng, Jialiang [1 ,2 ]
Li, Qiong [1 ]
Abd El-Latif, Ahmed A. [1 ,3 ]
Wang, Ning [1 ]
Niu, Xiamu [1 ]
机构
[1] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150006, Peoples R China
[2] Heilongjiang Univ, Informat & Network Adm Ctr, Harbin 150080, Peoples R China
[3] Menoufia Univ, Dept Math, Fac Sci, Shibin Al Kawm 32511, Egypt
来源
基金
中国国家自然科学基金;
关键词
finger vein recognition; Gabor wavelet; local binary pattern; BLDA; EXTRACTION;
D O I
10.1587/transinf.E96.D.1886
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a new finger vein recognition-method based on Gabor wavelet and Local Binary Pattern (GLBP) is proposed. In the new scheme, Gabor wavelet magnitude and Local Binary Pattern operator are combined, so the new feature vector has excellent stability. We introduce Block-based Linear Discriminant Analysis (BLDA) to reduce the dimensionality of the GLBP feature vector and enhance its discriminability at the same time. The results of an experiment show that the proposed approach has excellent performance compared to other competitive approaches in current literatures.
引用
收藏
页码:1886 / 1889
页数:4
相关论文
共 50 条
  • [41] Multi-feature fusion partitioned local binary pattern method for finger vein recognition
    Zhang, Zhongxia
    Wang, Mingwen
    SIGNAL IMAGE AND VIDEO PROCESSING, 2022, 16 (04) : 1091 - 1099
  • [42] Multi-feature fusion partitioned local binary pattern method for finger vein recognition
    Zhongxia Zhang
    Mingwen Wang
    Signal, Image and Video Processing, 2022, 16 : 1091 - 1099
  • [43] Face recognition using Gabor wavelets
    Vinay, Kumar B.
    Shreyas, B. S.
    2006 FORTIETH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS, VOLS 1-5, 2006, : 593 - +
  • [44] Noise-Resistant and Rotation-Invariant Texture Description and Representation Using Local Gabor Wavelets Binary Patterns
    Hadizadeh, Hadi
    2015 INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND SIGNAL PROCESSING (AISP), 2015, : 30 - 34
  • [45] A review on Gabor wavelets for face recognition
    Linlin Shen
    Li Bai
    Pattern Analysis and Applications, 2006, 9 : 273 - 292
  • [46] A review on Gabor wavelets for face recognition
    Shen, Linlin
    Bai, Li
    PATTERN ANALYSIS AND APPLICATIONS, 2006, 9 (2-3) : 273 - 292
  • [47] Recognition of Tire Tread Patterns Based on Gabor Wavelets and Support Vector Machine
    Huang, Deng-Yuan
    Hu, Wu-Chih
    Wang, Ying-Wei
    Chen, Ching-, I
    Cheng, Chih-Hsiang
    COMPUTATIONAL COLLECTIVE INTELLIGENCE: TECHNOLOGIES AND APPLICATIONS, PT III, 2010, 6423 : 92 - +
  • [48] Sparse Gabor wavelets by local operations
    Fischer, S
    Redondo, R
    Perrinet, L
    Cristóbal, G
    BIOENGINEERED AND BIOINSPIRED SYSTEMS II, 2005, 5839 : 75 - 86
  • [49] Learned local Gabor patterns for face representation and recognition
    Xie, Shufu
    Shan, Shiguang
    Chen, Xilin
    Meng, Xin
    Gao, Wen
    SIGNAL PROCESSING, 2009, 89 (12) : 2333 - 2344
  • [50] A Local Descriptor with Physiological Characteristic for Finger Vein Recognition
    Zhang, Liping
    Li, Weijun
    Ning, Xin
    Sun, Linjun
    Dong, Xiaoli
    2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2021, : 4873 - 4878