Face recognition based on face partitions using Common Vector Approach

被引:2
作者
Ergin, Semih [1 ]
Guelmezoglu, M. Bilginer [1 ]
机构
[1] Eskisehir Osmangazi Univ, Dept Elect & Elect Engn, TR-26480 Eskisehir, Turkey
来源
2008 3RD INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS, CONTROL AND SIGNAL PROCESSING, VOLS 1-3 | 2008年
关键词
face recognition; face partitioning; feature extraction; common vector approach;
D O I
10.1109/ISCCSP.2008.4537300
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this study, the four different partitions (right eye, left eye, nose and mouth) that include more important information than other parts in a face are cropped in order to overcome the large sample size problem for face recognition. The feature vectors of images of each individual are constructed from these four partitions and applied to Common Vector Approach (CVA) for the recognition purpose. The reasonable results imply that the feature vectors obtained from four partitions of faces can be efficiently used instead of the feature vectors constructed from whole face.
引用
收藏
页码:624 / 628
页数:5
相关论文
共 16 条
[1]  
[Anonymous], 1998, Technical Report 24
[2]   Discriminative common vectors for face recognition [J].
Cevikalp, H ;
Neamtu, M ;
Wilkes, M ;
Barkana, A .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2005, 27 (01) :4-13
[3]   Line-based face recognition under varying pose [J].
de Vel, O ;
Aeberhard, S .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (10) :1081-1088
[4]   Face recognition using line edge map [J].
Gao, YS ;
Leung, MKH .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (06) :764-779
[5]  
Gulmezoglu M. B., 1998, Proceedings of the 16th IASTED International Conference. Applied Informatics, P438
[6]   A novel approach to isolated word recognition [J].
Gülmezoglu, MB ;
Dzhafarov, V ;
Keskin, M ;
Barkana, A .
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1999, 7 (06) :620-628
[7]   The common vector approach and its relation to principal component analysis [J].
Gülmezoglu, MB ;
Dzhafarov, V ;
Barkana, A .
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 2001, 9 (06) :655-662
[8]   APPLICATION OF THE KARHUNEN-LOEVE PROCEDURE FOR THE CHARACTERIZATION OF HUMAN FACES [J].
KIRBY, M ;
SIROVICH, L .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (01) :103-108
[9]   Acquiring linear subspaces for face recognition under variable lighting [J].
Lee, KC ;
Ho, J ;
Kriegman, DJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2005, 27 (05) :684-698
[10]   Face recognition using Face-ARG matching [J].
Park, BG ;
Lee, KM ;
Lee, SU .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2005, 27 (12) :1982-U1