A NOVEL 3D EAR IDENTIFICATION APPROACH BASED ON SPARSE REPRESENTATION

被引:0
作者
Ding, Zhixuan [1 ]
Zhang, Lin [1 ]
Li, Hongyu [1 ]
机构
[1] Tongji Univ, Sch Software Engn, Shanghai 200092, Peoples R China
来源
2013 20TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2013) | 2013年
关键词
Biometrics; 3D ear recognition; sparse representation; Iterative Closest Point; RECOGNITION;
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
Recently, ear shape has attracted tremendous interests in biometric research due to its richness of feature and ease of acquisition. In this paper, we present a novel 3D ear identification approach based on the sparse representation framework. To this end, at first, we propose a template-based ear detection method. By utilizing such a method, the extracted ear regions are represented in a common standard coordinate system determined by the template, which facilitates the following feature extraction and classification. For each 3D ear, a feature vector can be generated as its representation. With respect to the ear identification, we resort to the l(1)-minimization based sparse representation. Experiments conducted on a benchmark dataset corroborate the effectiveness and efficacy of the proposed approach.
引用
收藏
页码:4166 / 4170
页数:5
相关论文
共 21 条
[1]  
[Anonymous], TECHNICAL REPORT
[2]   A METHOD FOR REGISTRATION OF 3-D SHAPES [J].
BESL, PJ ;
MCKAY, ND .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :239-256
[3]   INVARIANT SURFACE CHARACTERISTICS FOR 3D OBJECT RECOGNITION IN RANGE IMAGES [J].
BESL, PJ ;
JAIN, RC .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1986, 33 (01) :33-80
[4]  
Burge M, 2000, INT C PATT RECOG, P822, DOI 10.1109/ICPR.2000.906202
[5]   Comparison and combination of ear and face images in appearance-based biometrics [J].
Chang, K ;
Bowyer, KW ;
Sarkar, S ;
Victor, B .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (09) :1160-1165
[6]  
Chen H, 2005, WACV 2005: SEVENTH IEEE WORKSHOP ON APPLICATIONS OF COMPUTER VISION, PROCEEDINGS, P123
[7]  
Chen H., 2005, P IEEE C COMP VIS PA
[8]   Human ear recognition in 3D [J].
Chen, Hui ;
Bhanu, Bir .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2007, 29 (04) :718-737
[9]   ON ACTIVE CONTOUR MODELS AND BALLOONS [J].
COHEN, LD .
CVGIP-IMAGE UNDERSTANDING, 1991, 53 (02) :211-218
[10]   Compressed sensing [J].
Donoho, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (04) :1289-1306