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
  • [31] DEEP BELIEF NETWORK BASED FINGER VEIN RECOGNITION USING HISTOGRAMS OF UNIFORM LOCAL BINARY PATTERNS OF CURVATURE GRAY IMAGES
    Fang, Zhi-Min
    Lu, Zhe-Ming
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2019, 15 (05): : 1701 - 1715
  • [32] Finger Vein Recognition Based on Anatomical Features of Vein Patterns
    Krishnan, Arya
    Thomas, Tony
    IEEE ACCESS, 2023, 11 : 39373 - 39384
  • [33] Learning personalized binary codes for finger vein recognition
    Liu, Haiying
    Yang, Gongping
    Yang, Lu
    Yin, Yilong
    NEUROCOMPUTING, 2019, 365 : 62 - 70
  • [34] Learning discriminative binary codes for finger vein recognition
    Xi, Xiaoming
    Yang, Lu
    Yin, Yilong
    PATTERN RECOGNITION, 2017, 66 : 26 - 33
  • [35] V-LGBP: Volume Based Local Gabor Binary Patterns for Face Representation and Recognition
    Xie, Shufu
    Shan, Shiguang
    Chen, Xilin
    Gao, Wen
    19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 3584 - 3587
  • [36] Local Gabor Binary Patterns from Three Orthogonal Planes for Automatic Facial Expression Recognition
    Almaev, Timur R.
    Valstar, Michel F.
    2013 HUMAINE ASSOCIATION CONFERENCE ON AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION (ACII), 2013, : 356 - 361
  • [37] Ensemble of piecewise FDA based on spatial histograms of Local (Gabor) Binary Patterns for face recognition
    Shan, Shiguang
    Zhang, Wenchao
    Su, Yu
    Chen, Xilin
    Gao, Wen
    18TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, PROCEEDINGS, 2006, : 590 - +
  • [38] Face Recognition with Symmetrical Face Training Samples Based on Local Binary Patterns and the Gabor Filter
    Allagwail, Saad
    Gedik, Osman Serdar
    Rahebi, Javad
    SYMMETRY-BASEL, 2019, 11 (02):
  • [39] Ensemble of piecewise FDA based on spatial histograms of Local (Gabor) Binary Patterns for face recognition
    Shan, Shiguang
    Zhang, Wenchao
    Su, Yu
    Chen, Xilin
    Gao, Wen
    18TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 4, PROCEEDINGS, 2006, : 606 - +
  • [40] Multi-instance Finger Vein Recognition Using Local Hybrid Binary Gradient Contour
    William, Ardianto
    Ong, Thian Song
    Tee, Connie
    Goh, Michael Kah Ong
    2015 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA), 2015, : 1226 - 1231