An efficient slap fingerprint segmentation and hand classification algorithm

被引:20
作者
Gupta, Puneet [1 ]
Gupta, Phalguni [1 ]
机构
[1] Indian Inst Technol, Comp Sci & Engn Dept, Kanpur 208016, Uttar Pradesh, India
关键词
Biometrics; Slap fingerprint; Fingerprint segmentation; Knuckle line; ENHANCEMENT;
D O I
10.1016/j.neucom.2014.03.049
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes an efficient algorithm to segment all fingertips from a slap-image and to identify them into their corresponding indices i.e. index, middle, ring or little finger of left/right hand. Geometrical and spatial properties have been used to identify these fingertips. The proposed algorithm can handle various challenges like the presence of dull prints, large rotational angles of the hand, small variation in the orientation of the fingertips and non-elliptical shape of components. It has been tested on a database of 6732 images of 1122 subjects. Experimental results reveal the segmentation of all fingertips from slap-images with an accuracy of 99.02%. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:464 / 477
页数:14
相关论文
共 20 条
[1]  
Aho A. V., 1983, DATA STRUCTURES ALGO
[2]  
[Anonymous], 1995, MACHINE VISION
[3]   Fingerprint enhancement using STFT analysis [J].
Chikkerur, Sharat ;
Cartwright, Alexander N. ;
Govindaraju, Venu .
PATTERN RECOGNITION, 2007, 40 (01) :198-211
[4]  
Dahlquist G., 1974, NUMERICAL METHODS
[5]  
Gupta P., 2012, 2012 IEEE Fifth International Conference On Biometrics: Theory, Applications And Systems (BTAS 2012), P189, DOI 10.1109/BTAS.2012.6374576
[6]   The problem of overfitting [J].
Hawkins, DM .
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES, 2004, 44 (01) :1-12
[7]  
Hicklin A., 2002, TECHNICAL REPORT
[8]  
Hodl Robert, 2009, COMP VIS WINT WORKSH
[9]  
Li Z., 2012, P AAAI C ART INT, P1026
[10]  
Lo P., 2006, US Patent, Patent No. [7,072,496, 7072496]