Finger-vein authentication based on deformation-tolerant feature-point matching

被引:61
作者
Matsuda, Yusuke [1 ]
Miura, Naoto [1 ]
Nagasaka, Akio [1 ]
Kiyomizu, Harumi [1 ]
Miyatake, Takafumi [1 ]
机构
[1] Hitachi Ltd, Cent Res Lab, 1-280 Higashi Koigakubo, Kokubunji, Tokyo 1858601, Japan
关键词
Biometrics; Finger-vein authentication; Feature-point matching; Irregular shading; Correction of deformation; EXTRACTION;
D O I
10.1007/s00138-015-0745-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel method for finger-vein authentication based on feature-point matching is proposed and evaluated. A finger-vein image captured by infrared light contains artifacts such as irregular shading and vein posture deformation that can degrade accuracy of finger-vein authentication. Therefore, a method is proposed for extracting features from vein patterns and for matching feature points that is robust against irregular shading and vein deformation. In the proposed method, curvature of image-intensity profiles is used for feature point extraction because such image profiles are a robust feature against irregular shading. To increase the number of feature points, these points are extracted from any positions where vein shape is non-linear. Moreover, a finger-shape model and non-rigid registration method are proposed. Both the model and the registration method correct a deformation caused by the finger-posture change. It is experimentally shown that the proposed method achieves more robust matching than conventional methods. Furthermore, experiments on finger-vein identification show that the proposed method provides higher identification accuracy than conventional methods.
引用
收藏
页码:237 / 250
页数:14
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