Gender recognition: A multiscale decision fusion approach

被引:102
作者
Alexandre, Luis A. [1 ]
机构
[1] Univ Beira Interior, Dept Informat, IT Inst Telecomunicacoes, P-6201001 Covilha, Portugal
关键词
Gender recognition; Decision fusion; Histogram of oriented gradients; Local binary patterns; CLASSIFICATION;
D O I
10.1016/j.patrec.2010.02.010
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Gender recognition from face images has many applications and is thus an important research topic. This paper presents an approach to gender recognition based on shape, texture and plain intensity features gathered at different scales. We also propose a new dataset for gender evaluation based on images from the UND database. This allows for precise comparison of different algorithms over the same data. The experiments showed that information from different scales, even if just from a single feature, is more important than having information from different features at a single scale. The presented approach is quite competitive with above 90% accuracy in both evaluated datasets. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:1422 / 1427
页数:6
相关论文
共 18 条
[1]   A New Modified Algorithm for Solving Periodic Tridiagonal Systems [J].
An, Xiaohong ;
Xu, Zhong ;
Lu, Quan .
ADVANCES IN MATRIX THEORY AND ITS APPLICATIONS, VOL II: PROCEEDINGS OF THE EIGHTH INTERNATIONAL CONFERENCE ON MATRIX THEORY AND ITS APPLICATIONS, 2008, :1-4
[2]  
[Anonymous], IEEE 3 INT C IM VIS
[3]   Boosting sex identification performance [J].
Baluja, Shumeet ;
Rowley, Henry A. .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2007, 71 (01) :111-119
[4]  
Bradski G., 2008, LEARNING OPENCV COMP
[5]   LIBSVM: A Library for Support Vector Machines [J].
Chang, Chih-Chung ;
Lin, Chih-Jen .
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2011, 2 (03)
[6]   Histograms of oriented gradients for human detection [J].
Dalal, N ;
Triggs, B .
2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 1, PROCEEDINGS, 2005, :886-893
[7]  
Flynn PJ, 2003, LECT NOTES COMPUT SC, V2688, P44
[8]   Gender and ethnic classification of face images [J].
Gutta, S ;
Wechsler, H ;
Phillips, PJ .
AUTOMATIC FACE AND GESTURE RECOGNITION - THIRD IEEE INTERNATIONAL CONFERENCE PROCEEDINGS, 1998, :194-199
[9]   Automatic gender recognition based on pixel-pattern-based texture feature [J].
Lu, Huchuan ;
Huang, Yingjie ;
Chen, Yenwei ;
Yang, Deli .
JOURNAL OF REAL-TIME IMAGE PROCESSING, 2008, 3 (1-2) :109-116
[10]   Fusion of multiple facial regions for expression-invariant gender classification [J].
Lu, Li ;
Shi, Pengfei .
IEICE ELECTRONICS EXPRESS, 2009, 6 (10) :587-593