Two-dimensional locality preserving projections (2DLPP) with its application to palmprint recognition

被引：225
|
作者：
Hu, Dewen [1 ]
Feng, Guiyu [1 ]
Zhou, Zongtan [1 ]
机构：
[1] Natl Univ Def Technol, Coll Mechatron & Automat, Dept Automat Control, Changsha 410073, Hunan, Peoples R China
来源：
PATTERN RECOGNITION | 2007年 / 40卷 / 01期
基金：
高等学校博士学科点专项科研基金;
关键词：
locality preserving projections (LPP); principal component analysis (PCA); linear discriminant analysis (LDA); palmprint recognition;
D O I：
10.1016/j.patcog.2006.06.022
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper proposes a novel algorithm for image feature extraction, namely, the two-dimensional locality preserving projections (2DLPP), which directly extracts the proper features from image matrices based on locality preserving criterion. Experimental results on the PolyU palmprint database show the effectiveness of the proposed algorithm. (c) 2006 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码：339 / 342
页数：4
相关论文
共 50 条
  • [41] Application of radial basis function network and locality preserving projections for face recognition
    Mei, Jian-Qiang
    Liu, Zheng-Guang
    Ming, Ming
    ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 2, PROCEEDINGS, 2007, : 616 - +
  • [42] Nuclear norm-based two-dimensional discriminant locality preserving projection for face recognition
    Chen, Lijiang
    Dou, Wentao
    Mao, Xia
    JOURNAL OF ELECTRONIC IMAGING, 2018, 27 (04)
  • [43] Two-dimensional discriminant multi-manifolds locality preserving projection for facial expression recognition
    Zheng, Ning
    Guo, Xin
    Qi, Lin
    Guan, Ling
    2015 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2015, : 2065 - 2068
  • [44] 2DRLPP: Robust two-dimensional locality preserving projection with regularization
    Chen, Wei-Jie
    Li, Chun-Na
    Shao, Yuan-Hai
    Zhang, Ju
    Deng, Nai-Yang
    KNOWLEDGE-BASED SYSTEMS, 2019, 169 (53-66) : 53 - 66
  • [45] Two-Dimensional Sparse Principal Component Analysis for Palmprint Recognition
    Xiao, Cuntao
    ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS, 2010, 6215 : 611 - 618
  • [46] Palmprint Recognition Based on Two-Dimensional Gabor Wavelet Transform and Two-Dimensional Principal Component Analysis
    Zhang, Yu
    Qi, Mei-Xing
    Shang, Li
    ADVANCED INTELLIGENT COMPUTING, 2011, 6838 : 405 - +
  • [47] Face feature extraction and recognition via local binary pattern and two-dimensional locality preserving projection
    Lijian Zhou
    Hui Wang
    Wanquan Liu
    Zhe-Ming Lu
    Multimedia Tools and Applications, 2019, 78 : 14971 - 14987
  • [48] Face feature extraction and recognition via local binary pattern and two-dimensional locality preserving projection
    Zhou, Lijian
    Wang, Hui
    Liu, Wanquan
    Lu, Zhe-Ming
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (11) : 14971 - 14987
  • [49] 2D-MELPP: A two dimensional matrix exponential based extension of locality preserving projections for dimensional reduction
    Xiong, Zixun
    Wan, Minghua
    Xue, Rui
    Yang, Guowei
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2022, 16 (09): : 2991 - 3007
  • [50] Two-Dimensional Exponential Sparse Discriminant Local Preserving Projections
    Wan, Minghua
    Zhang, Yuxi
    Yang, Guowei
    Guo, Hongjian
    MATHEMATICS, 2023, 11 (07)
12345