Biometric recognition using 3D ear shape

被引:230
作者
Yan, Ping [1 ]
Bowyer, Kevin W. [1 ]
机构
[1] Univ Notre Dame, Dept Comp Sci & Engn, Notre Dame, IN 46556 USA
基金
美国国家科学基金会;
关键词
biometrics; ear biometrics; 3D shape; skin detection; curvature estimation; active contour; iterative closest point;
D O I
10.1109/TPAMI.2007.1067
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Previous works have shown that the ear is a promising candidate for biometric identification. However, in prior work, the preprocessing of ear images has had manual steps and algorithms have not necessarily handled problems caused by hair and earrings. We present a complete system for ear biometrics, including automated segmentation of the ear in a profile view image and 3D shape matching for recognition. We evaluated this system with the largest experimental study to date in ear biometrics, achieving a rank-one recognition rate of 97.8 percent for an identification scenario and an equal error rate of 1.2 percent for a verification scenario on a database of 415 subjects and 1,386 total probes.
引用
收藏
页码:1297 / 1308
页数:12
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