Illumination Invariant Face Recognition system

被引：0
|
作者：
Tosik, Cemil [1 ]
Eleyan, Alaa [1 ]
Salman, Mohammad Shukri [1 ]
机构：
[1] Mevlana Univ, Elekt Elekt Muhendisligi Bolumu, Konya, Turkey
来源：
2013 21ST SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU) | 2013年
关键词：
Face recognition; principal component analysis; discrete cosine transform; steerable Gaussian filter; LINEAR-SUBSPACES;
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
One of the main issues that degrades the performance of a face recognition system is the illumination problem. In this paper, we investigated different algorithms as a preprocessing step to overcome the illumination problem. Histogram equalization, discrete cosine transforms and steerable Gaussian filters were applied to face images from Yale face database B for illumination normalization. PCA algorithm was used as a feature extractor. Using this preprocessing step the performance of the system shows significant improvements.
引用
收藏
页数：4
相关论文
共 50 条
  • [1] Illumination invariant face recognition
    Liu, DH
    Lam, KM
    Shen, LS
    PATTERN RECOGNITION, 2005, 38 (10) : 1705 - 1716
  • [2] Illumination Invariant Face Recognition
    Chen, Guangyi
    Krishnan, Sridhar
    Zhao, Yongjia
    Xie, Wenfang
    INTELLIGENT COMPUTING THEORIES, 2013, 7995 : 385 - 391
  • [3] Illumination invariant face recognition
    Kouzani, AZ
    He, F
    Sammut, K
    Bouzerdoum, A
    1998 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5, 1998, : 4240 - 4245
  • [4] Illumination Invariant Face Recognition
    Sharma, Ankit
    Kaushik, Vandana Dixit
    Gupta, Phalguni
    INTELLIGENT COMPUTING THEORY, 2014, 8588 : 308 - 319
  • [5] 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
  • [6] Illumination and Expression Invariant Face Recognition
    Dhekane, Manasi
    Seal, Ayan
    Khanna, Pritee
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2017, 31 (12)
  • [7] Illumination invariant face recognition: A survey
    Zou, Xuan
    Kittler, Josef
    Messer, Kieron
    2007 FIRST IEEE INTERNATIONAL CONFERENCE ON BIOMETRICS: THEORY, APPLICATIONS AND SYSTEMS, 2007, : 113 - 120
  • [8] Pose and Illumination Invariant Face Recognition for Automation of Door Lock System
    Purushothaman, Amritha
    Palaniswamy, Suja
    PROCEEDINGS OF THE 2018 SECOND INTERNATIONAL CONFERENCE ON INVENTIVE COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICICCT), 2018, : 1105 - 1108
  • [9] OptiFuzz: a robust illumination invariant face recognition system and its implementation
    Dewantara, Bima Sena Bayu
    Miura, Jun
    MACHINE VISION AND APPLICATIONS, 2016, 27 (06) : 877 - 891
  • [10] OptiFuzz: a robust illumination invariant face recognition system and its implementation
    Bima Sena Bayu Dewantara
    Jun Miura
    Machine Vision and Applications, 2016, 27 : 877 - 891
12345