Face Recognition using Local Binary Probabilistic Pattern (LBPP) and 2D-DCT Frequency Decomposition

被引：6
|
作者：
Dahmouni, Abdellatif [1 ]
Aharrane, Nabile [1 ]
Satori, Khalid [1 ]
El Moutaouakil, Karim [2 ]
机构：
[1] Sidi Mohamed Ben Abdellah Univ, Fac Sci Dhar Mahraz, LIIAN, Dept Math & Comp Sci, BP 1796 Atlas, Fes, Morocco
[2] Mohamed 1 Univ, ENSAH, Natl Sch Appl Sci, BP 03, Al Hoceima, Morocco
来源：
2016 13TH INTERNATIONAL CONFERENCE ON COMPUTER GRAPHICS, IMAGING AND VISUALIZATION (CGIV) | 2016年
关键词：
LBP; LBPP; Confidence interval and 2D-DCT;
D O I：
10.1109/CGiV.2016.23
中图分类号：
TP31 [计算机软件];
学科分类号：
081202 ; 0835 ;
摘要：
Facial biometrics is an active modality that uses the face characteristics as argument of person identification. In this paper, we propose a new face recognition system basing on the Local Binary Probabilistic Pattern (LBPP) face representation and the global 2D-DCT frequency methods. The Local Binary Probabilistic Pattern is an alternative of the famous LBP descriptor which uses the confidence interval concept to evaluate the current pixel. Then the LBPP transformed images are decomposed in the frequency domain at 2D-DCT method to build a reduce features vector. The suggested approach is tested on ORL and Yale databases. The obtained results are very encouraging: 95.5% for ORL and 100% for Yale databases recognition rate.
引用
收藏
页码：73 / 77
页数：5
相关论文
共 50 条
  • [21] Triangle and orthogonal local binary pattern for face recognition
    Karanwal, Shekhar
    Diwakar, Manoj
    MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (23) : 36179 - 36205
  • [22] Survey on Local Binary Pattern Descriptors for Face Recognition
    Kas, Mohamed
    El Merabet, Youssef
    Ruichek, Yassine
    Messoussi, Rochdi
    PROCEEDINGS OF THE SECOND CONFERENCE OF THE MOROCCAN CLASSIFICATION SOCIETY: NEW CHALLENGES IN DATA SCIENCES (SMC '2019), 2019, : 42 - 47
  • [23] Local binary pattern and its derivatives for face recognition
    Suruliandi, A.
    Meena, K.
    Rose, R. Reena
    IET COMPUTER VISION, 2012, 6 (05) : 480 - 488
  • [24] LOCAL COLOR VECTOR BINARY PATTERN FOR FACE RECOGNITION
    Lee, Seung Ho
    Choi, Jae Young
    Plataniotis, Konstantinos N.
    Ro, Yong Man
    2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2011,
  • [25] EXTENDED LOCAL BINARY PATTERN FUSION FOR FACE RECOGNITION
    Liu, Li
    Fieguth, Paul
    Zhao, Guoying
    Pietikainen, Matti
    2014 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2014, : 718 - 722
  • [26] Compressive imaging using 2D-DCT equivalent matrix
    Liu, Wei
    Zhao, Chunhui
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2010, 31 (07): : 1576 - 1582
  • [27] Illumination Invariance Face Recognition Using Wavelet Coefficients and Local Binary Pattern
    Lu, Hua
    Yang, Ming-qiang
    Ben, Xian-ye
    INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND SOFTWARE ENGINEERING (AISE 2014), 2014, : 31 - 34
  • [28] Symmetry Description and Face Recognition Using Face Symmetry Based on Local Binary Pattern Feature
    Wang Ya-Nan
    Su Jian-Bo
    2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 3955 - 3960
  • [29] 3D face recognition using local binary patterns
    Tang, Hengliang
    Yin, Baocai
    Sun, Yanfeng
    Hu, Yongli
    SIGNAL PROCESSING, 2013, 93 (08) : 2190 - 2198
  • [30] An efficient VLSI architecture for 2D-DCT using direct method
    Jian, BL
    Xuan, Z
    Rong, TJ
    Yue, L
    2001 4TH INTERNATIONAL CONFERENCE ON ASIC PROCEEDINGS, 2001, : 393 - 396
12345