Independent Component Analysis and Support Vector Machine for face feature extraction

被引:0
|
作者
Antonini, G [1 ]
Popovici, V [1 ]
Thiran, JP [1 ]
机构
[1] Swiss Fed Inst Technol, Signal Proc Inst, CH-1015 Lausanne, Switzerland
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose Independent Component Analysis representation and Support Vector Machine classification to extract facial features in a face detection /localization context. The goal is to find a better space where project the data in order to build ten different face-feature classifiers that are robust to illumination variations and bad environment conditions. The method was tested on the BANCA database, in different scenarios: controlled conditions, degraded conditions and adverse conditions.
引用
收藏
页码:111 / 118
页数:8
相关论文
共 50 条
  • [41] Iris feature extraction using independent component analysis
    Bae, K
    Noh, S
    Kim, J
    [J]. AUDIO-AND VIDEO-BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS, 2003, 2688 : 838 - 844
  • [42] 3-D face recognition system based on feature analysis and support vector machine
    Lee, JD
    Kuo, CH
    Hsu, CM
    [J]. TENCON 2004 - 2004 IEEE REGION 10 CONFERENCE, VOLS A-D, PROCEEDINGS: ANALOG AND DIGITAL TECHNIQUES IN ELECTRICAL ENGINEERING, 2004, : B144 - B147
  • [43] Facial Feature Extraction Using Geometric Feature and Independent Component Analysis
    Toan Thanh Do
    Thai Hoang Le
    [J]. KNOWLEDGE ACQUISITION: APPROACHES, ALGORITHMS AND APPLICATIONS, 2009, 5465 : 231 - 241
  • [44] Gabor-FastICA Feature Extraction for Thermal Face Recognition using Linear Kernel Support Vector Machine
    Majumder, Goutam
    Bhowmik, Mrinal Kanti
    [J]. 2015 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND NETWORKS (CINE), 2015, : 21 - 25
  • [45] Combining independent component analysis with support vector machines
    Yan, Genting
    Ma, Guangfu
    Lv, Janting
    Song, Bin
    [J]. ISSCAA 2006: 1ST INTERNATIONAL SYMPOSIUM ON SYSTEMS AND CONTROL IN AEROSPACE AND ASTRONAUTICS, VOLS 1AND 2, 2006, : 493 - +
  • [46] Independent component analysis of Gabor feature's for face recognition
    Liu, CJ
    Wechsler, H
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2003, 14 (04): : 919 - 928
  • [47] Multi-lead ECG Classification based on Independent Component Analysis and Support Vector Machine
    Shen, Mi
    Wang, Liping
    Zhu, Kanjie
    Zhu, Jiangchao
    [J]. 2010 3RD INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS (BMEI 2010), VOLS 1-7, 2010, : 960 - 964
  • [48] Variational Bayesian independent component analysis-support vector machine for remote sensing classification
    Li, Cheng-Fan
    Yin, Jing-Yuan
    [J]. COMPUTERS & ELECTRICAL ENGINEERING, 2013, 39 (03) : 717 - 726
  • [49] Mixture control chart patterns recognition using independent component analysis and support vector machine
    Lu, Chi-Jie
    Shao, Yuehjen E.
    Li, Po-Hsun
    [J]. NEUROCOMPUTING, 2011, 74 (11) : 1908 - 1914
  • [50] Integrating application of independent component analysis and support vector machine in foreign exchange rate forecasting
    Han, Feng
    Xie, Chi
    Ding, Lan
    Wang, Gang-Jin
    [J]. Advances in Information Sciences and Service Sciences, 2012, 4 (04): : 27 - 34