FEATURE-LEVEL FUSION OF PALMPRINT AND PALM VEIN FOR PERSON IDENTIFICATION BASED ON A "JUNCTION POINT" REPRESENTATION

被引:0
|
作者
Wang, Jian-Gang [1 ]
Yau, Wei-Yun [1 ]
Suwandy, Andy [1 ]
机构
[1] ASTAR, Inst Infocomm Res, Fusionopolis, Singapore
关键词
Feature extraction; Palmprint; Palm vein; Fusion; Junction point;
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
The issue of how to represent the palm features for effective classification is still an open problem. In this paper, we propose a novel palm representation, the "Junction Points" (JP) set, which is formed by the two set of line segments extracted from the registered palmprint and palm vein images respectively. Unlike the existing approaches, the JP set, containing position and orientation information, is a more compact feature that significantly reduces the storage requirement. We compare the proposed JP approach with the line-based methods on a large dataset. Experimental results show that the proposed JP approach provides a better representation and achieves lower error rate in palm verification.
引用
收藏
页码:253 / 256
页数:4
相关论文
共 50 条
  • [1] Feature-Level Fusion of Palmprint and Palm Vein Base on Canonical Correlation Analysis
    Yang, Xiaofeng
    Sun, Dongmei
    [J]. PROCEEDINGS OF 2016 IEEE 13TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP 2016), 2016, : 1353 - 1356
  • [2] Palmprint identification using feature-level fusion
    Kong, A
    Zhang, D
    Kamel, M
    [J]. PATTERN RECOGNITION, 2006, 39 (03) : 478 - 487
  • [3] Fusion of palmprint and palm vein images for person recognition based on "Laplacianpalm" feature
    Wang, Jian-Gang
    Yau, Wei-Yun
    Suwandy, Andy
    Sung, Eric
    [J]. 2007 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-8, 2007, : 2970 - +
  • [4] Palm vein recognition based on multi-sampling and feature-level fusion
    Yan, Xuekui
    Kang, Wenxiong
    Deng, Feiqi
    Wu, Qiuxia
    [J]. NEUROCOMPUTING, 2015, 151 : 798 - 807
  • [5] Feature-level fusion for effective palmprint authentication
    Kong, AWK
    Zhang, D
    [J]. BIOMETRIC AUTHENTICATION, PROCEEDINGS, 2004, 3072 : 761 - 767
  • [6] FUSION OF PALMPRINT AND PALM VEIN IMAGES FOR PERSON RECOGNITION
    Li Peidan
    Miao Zhenjiang
    Wang Zhiqun
    [J]. 2014 12TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP), 2014, : 2407 - 2410
  • [7] Person recognition by fusing palmprint and palm vein images based on "Laplacianpalm" representation
    Wang, Han-Gang
    Yau, Wei-Yun
    Suwandy, Andy
    Sung, Eric
    [J]. PATTERN RECOGNITION, 2008, 41 (05) : 1514 - 1527
  • [8] Feature-level fusion of fingerprint and finger-vein for personal identification
    Yang, Jinfeng
    Zhang, Xu
    [J]. PATTERN RECOGNITION LETTERS, 2012, 33 (05) : 623 - 628
  • [9] Feature-level fusion in personal identification
    Gao, Y
    Maggs, M
    [J]. 2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 1, PROCEEDINGS, 2005, : 468 - 473
  • [10] Integrated biometrics template protection technique based on fingerprint and palmprint feature-level fusion
    Chin, Y. J.
    Ong, T. S.
    Teoh, A. B. J.
    Goh, K. O. M.
    [J]. INFORMATION FUSION, 2014, 18 : 161 - 174