Identification of Finger Vein using Neural Network Recognition Research Based on PCA

被引:0
作者
He, Changlong [1 ]
Li, Zuojin [1 ]
Chen, Liukui [1 ]
Peng, Jun [1 ]
机构
[1] Chongqing Univ Sci & Technol, Chongqing 401331, Peoples R China
来源
2017 IEEE 16TH INTERNATIONAL CONFERENCE ON COGNITIVE INFORMATICS & COGNITIVE COMPUTING (ICCI*CC) | 2017年
关键词
biological features; finger vein; PCA; BP neural network;
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
finger vein identification, as an important part in biological feature identification, has been widely used in various fields. The finger vein image shows the vein structure captured under infrared ray. This paper firstly ado pts the principal component analysis (PCA) to extract low-dimension features of vein images; and then constructs a multi-layer neural network classifier based on BP Neural Network, to realize the identity recognition. Experiments show that the proposed method reaches a satisfactory accuracy of 81% in recognizing 600 images, showing a great value in application.
引用
收藏
页码:456 / 460
页数:5
相关论文
共 13 条
  • [1] [Anonymous], 2012, J. Biomed. Biotechnol., DOI DOI 10.1371/J0URNAL.PPAT.1002692
  • [2] A Finger Vein Image-Based Personal Identification System With Self-Adaptive Illuminance Control
    Chen, Liukui
    Wang, Jing
    Yang, Shiyu
    He, Haibo
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2017, 66 (02) : 294 - 304
  • [3] Chen Liukui, 2011, Geomatics and Information Science of Wuhan University, V36, P157
  • [4] Chen Liukui, 2014, 9 INT C BROADB WIR C, P1008
  • [5] Li Bin, 2010, SECRECY SCI TECHNOLO, V12, P68
  • [6] Liukui Chen, 2007, 2007 1st International Conference on Bioinformatics and Biomedical Engineering, P868
  • [7] Qiu Ying, 2010, EXPT TECHNOLOGY MANA, V27, P40
  • [8] [王科俊 WANG KeJun], 2007, [模式识别与人工智能, Pattern Recognition and Artificial Intelligence], V20, P692
  • [9] Finger-vein pattern identification using principal component analysis and the neural network technique
    Wu, Jian-Da
    Liu, Chiung-Tsiung
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (05) : 5423 - 5427
  • [10] Yang Ying, 2012, Computer Engineering and Applications, V48, P158, DOI 10.3778/j.issn.1002-8331.2012.14.033