Color Image Processing Using Reduced Biquaternions with Application to Face Recognition in a PCA Framework

被引:9
|
作者
El-Melegy, Moumen T. [1 ]
Kamal, Aliaa T. [2 ]
机构
[1] Assiut Univ, Comp Vis Lab, Assiut, Egypt
[2] Assiut Univ, Math Dept, Assiut, Egypt
关键词
EIGENVALUES;
D O I
10.1109/ICCVW.2017.359
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present the theory of reduced biquaternion algebra to represent color images and to develop efficient vector processing methods. We apply this theory to the field of face recognition in a principal component analysis (PCA) framework. We develop a novel PCA method based on reduced biquaternion to make full use of the face color cues. Moreover, we derive new mathematical results on the computation of the eigenvalues/eigenvectors of the data scatter matrix. We also extend this method to two-dimensional color PCA to combine the face spatial and color information. Experiments on several public-domain color face benchmark datasets demonstrate the higher performance of the proposed methods compared to regular PCA and like methods.
引用
收藏
页码:3039 / 3046
页数:8
相关论文
共 50 条
  • [21] PCA in the context of Face Recognition with the Image Enlargement Techniques
    Halidu, Mohammed Kabiru
    Bagheri-Zadeh, Pooneh
    Sheikh-Akbari, Akbar
    Behringer, Reinhold
    2019 8TH MEDITERRANEAN CONFERENCE ON EMBEDDED COMPUTING (MECO), 2019, : 423 - 427
  • [22] Image reconstruction for face recognition based on PCA and SVM
    Zhou, Chanajun
    Zhang, Qiang
    Zhou, Dongsheng
    Wei, Xiaopeng
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2007, 14 : 1054 - 1056
  • [23] Kernel-PCA for Face Recognition in Different color Spaces
    Ebied, Hala M.
    2012 SEVENTH INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING & SYSTEMS (ICCES'2012), 2012, : 201 - 206
  • [24] Research on Application of Computer Image Processing Technology in Face Recognition System
    Qiao Ronghua
    AGRO FOOD INDUSTRY HI-TECH, 2017, 28 (03): : 1767 - 1772
  • [25] Polynomial image processing for face recognition
    Alkanhal, MI
    SENSORS: ASIASENSE 2003 - ASIAN CONFERENCE ON SENSORS, 2003, : 247 - 250
  • [26] Weed recognition by color image processing
    Chapron, M
    Khalfi, K
    Monton, E
    Boissard, P
    Assemat, L
    SCIA '97 - PROCEEDINGS OF THE 10TH SCANDINAVIAN CONFERENCE ON IMAGE ANALYSIS, VOLS 1 AND 2, 1997, : 939 - 945
  • [27] Weighted PCA space and its application in face recognition
    Wang, HY
    Wu, XJ
    PROCEEDINGS OF 2005 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-9, 2005, : 4522 - 4527
  • [28] Face Recognition Using PCA and Geometric Approach
    Tummala, Navya Sushma
    Sekhar, P. N. R. L. Chandra
    2017 INTERNATIONAL CONFERENCE ON COMPUTING METHODOLOGIES AND COMMUNICATION (ICCMC), 2017, : 562 - 565
  • [29] Face Recognition Using Local PCA Filters
    Wang, Yida
    Li, Shasha
    Hu, Jiani
    Deng, Weihong
    BIOMETRIC RECOGNITION, CCBR 2015, 2015, 9428 : 35 - 42
  • [30] Face Recognition using Curvelet Based PCA
    Mandal, Tanaya
    Wu, Q. M. Jonathan
    19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 100 - 103