Improved differential box counting with multi-scale and multi-direction: A new palmprint recognition method

被引:26
作者
Hong, Danfeng [1 ]
Pan, Zhenkuan [1 ]
Wu, Xin [1 ]
机构
[1] Qingdao Univ, Coll Informat Engn, Qingdao 266071, Peoples R China
来源
OPTIK | 2014年 / 125卷 / 15期
关键词
Palmprint recognition; Improved differential box dimension; Curvelet; Gabor; Fractal characteristics of the operator;
D O I
10.1016/j.ijleo.2014.01.093
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
A novel palmprint recognition called improved differential box counting (IDBC) with multi-scale and multi-directional is proposed in this paper. At present, fractal dimension as feature vectors cannot accurately reflect the characteristics of image information, and the algorithm complexity is high. Firstly we set out to improve the method of differential box counting, putting forward fractal characteristics as eigenvector. Next, for effective description of accurate orientations and scale, we combine multi-scale and multi-direction of Gabor and Curvelet with IDBC (GIDBC and CIDBC), further proving that Curvelet is more effective than Gabor for palmprint recognition. Experimental results on PolyU palmprint experiment show that the proposed method can obtain state-of-the-art recognition accuracy (99.78%), reduce algorithm complexity and meet the real-time requirements that time of feature extraction and matching is less than 300 ms. (C) 2014 Elsevier GmbH. All rights reserved.
引用
收藏
页码:4154 / 4160
页数:7
相关论文
共 24 条
[1]  
[Anonymous], 2009, PALMPR REC BAS GAB W
[2]  
[Anonymous], POLYU PALMPR DAT
[3]  
[Anonymous], PROCEDIA ENG
[4]  
[Anonymous], 2011, J APPL COMPUTER SCI
[5]  
Barbu T, 2010, P ROMANIAN ACAD A, V11, P277
[6]  
Bhuiyan AA, 2007, PROC WRLD ACAD SCI E, V22, P51
[7]   Matching of palmprints [J].
Duta, N ;
Jain, AK ;
Mardia, KV .
PATTERN RECOGNITION LETTERS, 2002, 23 (04) :477-485
[8]  
Feng X.H., 2012, DIGIT TECHNOL APPL, V11, P225
[9]   FRACTAL APPROACH TO TWO-DIMENSIONAL AND 3-DIMENSIONAL SURFACE-ROUGHNESS [J].
GAGNEPAIN, JJ ;
ROQUESCARMES, C .
WEAR, 1986, 109 (1-4) :119-126
[10]   Palmprint classification using multiple advanced correlation filters and palm-specific segmentation [J].
Hennings-Yeomans, Pablo H. ;
Kumar, B. V. K. Vijaya ;
Savvides, Marios .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2007, 2 (03) :613-622