Research on algorithms of face recognition based on kernel function

被引:0
|
作者
Wang, Lijuan [1 ]
Wang, Zhiliang [1 ]
Xu, Zhengguang [1 ]
Lu, Xiaojuan [1 ]
机构
[1] Univ Sci & Technol Beijing, Dept Syst Engn, Beijing 100083, Peoples R China
来源
PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE: 50 YEARS' ACHIEVEMENTS, FUTURE DIRECTIONS AND SOCIAL IMPACTS | 2006年
关键词
machine learning; face recognition; feature extraction; kernel method;
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 key technique of face recognition and the main characteristics of the kernel function are presented in this paper. Combined with the relative research results that are proposed lately, three algorithms of face recognition based-on kernel function which include kernel principal component analysis (KPCA), kernel fisher discriminating analysis (KFDA) and support vector machine (SVM) are presented. What is more, an experiment is put forward to show that when adopting the kernel method in the process of face recognition there exists technological advantage in the area of the efficiency of feature extraction and the generalization ability of classification.
引用
收藏
页码:239 / 242
页数:4
相关论文
共 50 条
  • [31] Regularized Kernel Discriminant Analysis With a Robust Kernel for Face Recognition and Verification
    Zafeiriou, Stefanos
    Tzimiropoulos, Georgios
    Petrou, Maria
    Stathaki, Tania
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2012, 23 (03) : 526 - 534
  • [32] Robust Face Recognition Based on a New Supervised Kernel Subspace Learning Method
    Mobarakeh, Ali Khalili
    Cabrera Carrillo, Juan Antonio
    Castillo Aguilar, Juan Jesus
    SENSORS, 2019, 19 (07)
  • [33] Kernel collaborative face recognition
    Wang, Dong
    Lu, Huchuan
    Yang, Ming-Hsuan
    PATTERN RECOGNITION, 2015, 48 (10) : 3025 - 3037
  • [34] Face Recognition Based on Wavelet Kernel Non-Negative Matrix Factorization
    Bai, Lin
    Li, Yanbo
    Hui, Meng
    CYBERNETICS AND INFORMATION TECHNOLOGIES, 2014, 14 (03) : 37 - 45
  • [35] Kernel discriminant analysis based on canonical differences for face recognition in image sets
    Chu, Wen-Sheng Vincnent
    Chen, Ju-Chin
    Lien, Jenn-Jier James
    COMPUTER VISION - ACCV 2007, PT II, PROCEEDINGS, 2007, 4844 : 700 - 711
  • [36] A kernel-based collaborative preserving projection based face recognition
    School of Information Science and Engineering, Hunan University, Changsha, 410082, China
    Inf. Technol. J., 2013, 6 (1184-1191): : 1184 - 1191
  • [37] Research of Face Recognition Based on SVD
    Song Hai-zhou
    Qian Ying
    PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND SIGNAL PROCESSING, 2009, : 255 - 259
  • [38] Kernel-based 2DPCA for face recognition
    Nhat, Vo Dinh Minh
    Lee, SungYoung
    2007 IEEE INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY, VOLS 1-3, 2007, : 594 - 598
  • [39] A Kernel-based sparse representation method for face recognition
    Ningbo Zhu
    Shengtao Li
    Neural Computing and Applications, 2014, 24 : 845 - 852
  • [40] Face recognition algorithm based on improved kernel sparse representation
    Liu Xia
    Luo Wenhui
    Su Yixin
    2019 34RD YOUTH ACADEMIC ANNUAL CONFERENCE OF CHINESE ASSOCIATION OF AUTOMATION (YAC), 2019, : 654 - 659