Using Gabor Filters Features for Multi-Pose Face Recognition in Color Images

被引:1
|
作者
Huang, Zhi-Kai [1 ]
Zhang, Wei-Zhong [1 ]
Huang, Hui-Ming [1 ]
Hou, Ling-Ying [1 ]
机构
[1] Nanchang Inst Technol, Dept Machinery & Dynam Engn, Nanchang 330099, Jiangxi, Peoples R China
来源
2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL I, PROCEEDINGS | 2008年
关键词
D O I
10.1109/IITA.2008.29
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Human face recognition plays an important role in applications such as video surveillance, human computer interface, and face image database management. This paper presents an improved face recognition method for Multi-Pose Face Recognition in color images, which addresses the problems of illumination and pose variation. At first, color Multi-Pose faces image features were extracted based, on Gabor wavelet with different orientations and scales filters, then the mean and standard deviation of the filtering image output are computed as features for face recognition. In addition, these features were fed up into support vector machine (SVM) for face recognition. Experimental results show that successful face recognition over a wide range of facial variations in color, position, scale, orientation, 3D pose, and expression in images from Stereo-pair database.
引用
收藏
页码:399 / 402
页数:4
相关论文
共 50 条
  • [1] Multi-pose color face recognition in a complex background
    Zhu, CR
    Wang, RS
    CHINESE JOURNAL OF ELECTRONICS, 2003, 12 (02): : 179 - 184
  • [2] Multi-pose Face Recognition Using Fusion of Scale Invariant Features
    Wijaya, I. Gede Pasek Suta
    Uchimura, Keiichi
    Koutaki, Gou
    PROCEEDINGS OF THE 2011 2ND INTERNATIONAL CONGRESS ON COMPUTER APPLICATIONS AND COMPUTATIONAL SCIENCE, VOL 1, 2012, 144 : 207 - +
  • [3] Multi-pose face reconstruction and Gabor-based dictionary learning for face recognition
    He, Huanjie
    Liang, Jiuzhen
    Hou, Zhenjie
    Di, Lan
    Xia, Yunfei
    APPLIED INTELLIGENCE, 2023, 53 (13) : 16648 - 16662
  • [4] Multi-pose face reconstruction and Gabor-based dictionary learning for face recognition
    Huanjie He
    Jiuzhen Liang
    Zhenjie Hou
    Lan Di
    Yunfei Xia
    Applied Intelligence, 2023, 53 : 16648 - 16662
  • [5] Face Recognition Using Deep Multi-Pose Representations
    AbdAlmageed, Wael
    Wu, Yue
    Rawls, Stephen
    Harel, Shai
    Hassner, Tal
    Masi, Iacopo
    Choi, Jongmoo
    Lekust, Jatuporn
    Kim, Jungyeon
    Natarajan, Prem
    Nevatia, Ram
    Medioni, Gerard
    2016 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV 2016), 2016,
  • [6] Multi-pose face ensemble classification aided by Gabor features and deep belief nets
    Chen, Yong
    Huang, Ting-ting
    Liu, Huan-lin
    Zhan, Di
    OPTIK, 2016, 127 (02): : 946 - 954
  • [7] Combining SURF Features with GMM Classifier in Multi-Pose Face Recognition
    Lin, Shinfeng D.
    Wang, Ding-En
    Chuang, Chih-Yao
    INTELLIGENT SYSTEMS AND APPLICATIONS (ICS 2014), 2015, 274 : 1205 - 1212
  • [8] Multi-Pose Face Recognition And Tracking System
    Nair, Binu Muraleedharan
    Foytik, Jacob
    Tompkins, Richard
    Diskin, Yakov
    Aspiras, Theus
    Asari, Vijayan
    COMPLEX ADAPTIVE SYSTEMS, 2011, 6
  • [9] Face recognition using multi log-polar images and gabor filters
    Escobar, MJ
    Ruiz-del-Solar, J
    Rodriguez, J
    ADVANCES IN SOFT COMPUTING: ENGINEERING DESIGN AND MANUFACTURING, 2003, : 197 - 204
  • [10] Multi-pose face recognition using head pose estimation and PCA approach
    Wei L.
    Lee E.-J.
    International Journal of Digital Content Technology and its Applications, 2010, 4 (01) : 112 - 122