Preprocessing Algorithm Research of Touchless Fingerprint Feature Extraction and Matching

被引:4
|
作者
Wang, Kejun [1 ]
Jiang, Jinyi [1 ]
Cao, Yi [1 ]
Xing, Xianglei [1 ]
Zhang, Rongyi [2 ]
机构
[1] Harbin Engn Univ, Coll Automat, Harbin 150001, Heilongjiang, Peoples R China
[2] Heilongjiang Inst Technol, Coll Mech & Elect Engn, Harbin 150050, Heilongjiang, Peoples R China
来源
关键词
Touchless fingerprint; Improved LBP; Improved LGC; LOCAL BINARY PATTERNS; FACE RECOGNITION;
D O I
10.1007/978-981-10-3005-5_36
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Touchless fingerprint recognition with high acceptance, high security, hygiene advantages, is currently a hot research field of biometrics, but because of the different image principle of the non-contact fingerprint image and contact fingerprint image, the difference of the two fingerprint image is large. There are still a small number of fuzzy regions in the non-contact fingerprint image after pretreatment, and the traditional method of extracting the future from the detail points can lead to a serious decline in recognition accuracy because of false points. In this paper, the non-contact pretreatment in our laboratory is used according to the characteristics of the contactless fingerprint image, the LBP operator, LGC operator and their improve algorithms are used for image processing; the nearest neighbor classifier is used for feature matching. The experimental result shows that the contactless fingerprint feature extraction method proposed in this paper can obtain higher division fingerprint feature.
引用
收藏
页码:436 / 450
页数:15
相关论文
共 50 条
  • [1] Preprocessing and Feature Extraction, Coding, Matching Algorithm for Fingerprint Image
    Jia, Heping
    ENERGY AND POWER TECHNOLOGY, PTS 1 AND 2, 2013, 805-806 : 1900 - 1906
  • [2] A Preprocessing Algorithm for Touchless Fingerprint Images
    Wang, Kejun
    Cui, Huitao
    Cao, Yi
    Xing, Xianglei
    Zhang, Rongyi
    BIOMETRIC RECOGNITION, 2016, 9967 : 224 - 234
  • [3] An efficient Algorithm for fingerprint preprocessing and feature extraction
    Gnanasivam, P.
    Muttan, S.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE AND EXHIBITION ON BIOMETRICS TECHNOLOGY, 2010, 2 : 133 - 142
  • [4] Research on Synthetic Thinning Algorithm for Fingerprint Preprocessing
    Chen Naishu
    An Na
    Xing Yakun
    PROCEEDINGS OF INTERNATIONAL SYMPOSIUM ON IMAGE ANALYSIS & SIGNAL PROCESSING, 2009, 2009, : 23 - 26
  • [5] Study of Fingerprint Image Feature Extraction Algorithm
    Yuan, Shuai
    Zhang, Guo Yun
    Wu, Jian Hui
    Guo, Long Yuan
    COMPUTER AND INFORMATION TECHNOLOGY, 2014, 519-520 : 577 - 580
  • [6] Fingerprint Image Invariant Feature Extraction Algorithm
    Xu, Jinghong
    Dong, Xinyou
    2019 2ND INTERNATIONAL CONFERENCE ON MECHANICAL, ELECTRONIC AND ENGINEERING TECHNOLOGY (MEET 2019), 2019, : 26 - 32
  • [7] The Research of Algorithms for Fingerprint Characteristic Extraction and Matching
    Zhen, Zhang
    Li, Liu
    MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8, 2012, 433-440 : 3479 - 3482
  • [8] Extraction and Using Methods of Directional Information in fingerprint identification Preprocessing Algorithm
    Zhou, WeiAng
    Chang, Ning
    Huang, Zhenhua
    PROCEEDINGS OF THE FIRST INTERNATIONAL WORKSHOP ON EDUCATION TECHNOLOGY AND COMPUTER SCIENCE, VOL III, 2009, : 953 - +
  • [9] Efficient fingerprint feature extraction: Algorithm and performance evaluation
    Palmer, L. R.
    Al-Tarawneh, M. S.
    Dlay, S. S.
    Woo, W. L.
    CSNDSP 08: PROCEEDINGS OF THE SIXTH INTERNATIONAL SYMPOSIUM ON COMMUNICATION SYSTEMS, NETWORKS AND DIGITAL SIGNAL PROCESSING, 2008, : 581 - 584
  • [10] Preprocessing and minutiae extraction of fingerprint image
    College of Computer and Communication, Hunan University, Changsha 410082, China
    不详
    Jisuanji Gongcheng, 2006, 16 (190-192):