AN EFFECTIVE ILLUMINATION COMPENSATION METHOD FOR FACE RECOGNITION

被引:5
|
作者
Huang, Yea-Shuan [1 ]
Li, Chu-Yung [1 ]
机构
[1] Chung Hwa Univ, Dept Comp Sci Informat Engn, Hsinchu, Taiwan
来源
关键词
face recognize; illumination compensation; anisotropic smoothing; homomorphic filtering; NORMALIZATION;
D O I
10.6119/JMST-012-0829-4
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Face recognition is very useful in many applications, such as safety and surveillance, intelligent robot, and computer login. The reliability and accuracy of such systems will be influenced by the variation of background illumination. Therefore, how to accomplish an effective illumination compensation method for human face image is a key technology for face recognition. Our study uses several computer vision techniques to develop an illumination compensation algorithm to processing the single channel (such as grey level or illumination intensity) face image. The proposed method mainly consists of three processing modules: (1) Homomorphic Filtering, (2) Ratio Image Generation, and (3) Anisotropic Smoothing. Experiments have shown that by applying the proposed method the human face images can be further recognized by conventional classifiers with high recognition accuracy.
引用
收藏
页码:647 / 652
页数:6
相关论文
共 50 条
  • [31] A method of illumination compensation for human face image based on quotient image
    Wang Ying-hui
    Ning Xiao-juan
    Yang Chun-xia
    Wang Qiong-fang
    INFORMATION SCIENCES, 2008, 178 (12) : 2705 - 2721
  • [32] Illumination Suppression for Illumination Invariant Face Recognition
    Baradarani, Aryaz
    Wu, Q. M. Jonathan
    Ahmadi, Majid
    2012 21ST INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR 2012), 2012, : 1590 - 1593
  • [33] Illumination Compensation Method for Face Image Based on Improved Gamma Correction
    Lv Zhuowen
    Wang Kejun
    Zou Guofeng
    Yuan Lei
    2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 3733 - 3737
  • [34] Color images illumination compensation method for human face region detection
    Yu, Yang
    Li, Xiaobin
    Sun, Haiyan
    ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING III, 2014, 678 : 162 - +
  • [35] Horizontal Features based Illumination Normalization Method for Face Recognition
    Ibrahim, Muhammad Talal
    Guan, Ling
    Niazi, M. Khalid Khan
    PROCEEDINGS OF THE 7TH INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS (ISPA 2011), 2011, : 684 - 689
  • [36] Homomorphic filtering based illumination normalization method for face recognition
    Fan, Chun-Nian
    Zhang, Fu-Yan
    PATTERN RECOGNITION LETTERS, 2011, 32 (10) : 1468 - 1479
  • [37] Illumination effects in face recognition
    Braje, WL
    Kersten, D
    Tarr, MJ
    Troje, NF
    PSYCHOBIOLOGY, 1998, 26 (04) : 371 - 380
  • [38] An effective feature extraction method for face recognition
    Haddadnia, J
    Ahmadi, M
    Raahemifar, K
    2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 3, PROCEEDINGS, 2003, : 917 - 920
  • [39] Face recognition across illumination
    Aly S.
    Sagheer A.
    Tsuruta N.
    Taniguchi R.-I.
    Artificial Life and Robotics, 2008, 12 (1-2) : 33 - 37
  • [40] Illumination invariant face recognition
    Liu, DH
    Lam, KM
    Shen, LS
    PATTERN RECOGNITION, 2005, 38 (10) : 1705 - 1716