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| Double Gabor Orientation Weber Local Descriptor for Palmprint Recognition |
| WANG Huabin LI Mengwen ZHOU Jian TAO Liang |
| (Key Laboratory of Intelligent Computer and Signal Processing of Ministry of Education, Anhui University, Hefei 230601, China) |
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Abstract In order to improve the palmprint recognition rate, this paper improves differential excitation and gradient orientation of Weber Local Descriptor (WLD) based on the texture features of palmprint images, and proposes a Double Gabor orientation Weber Local Descriptor (DGWLD). The directional information of the difference between the neighborhood pixels and the central pixel is considered to enlarge the difference between palmprint, when constructing the new differential excitation map. At the same time, gradient orientation is replaced by double Gabor orientation to reduce the influence of translation and rotation. In addition, a feature cross matching algorithm is used for further improve the recognition rate. Experiments on PolyU, MSpalmprint and CASIA palmprint databases show that the recognition rate is up to 100%. The experimental results show that the proposed method is superior in terms of identification rate and equal error rate compared with other local descriptor methods and improved WLD methods.
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Received: 05 July 2017
Published: 05 February 2018
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| Fund:The National Natural Science Foundation of China (61372137) |
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Corresponding Authors:
LI Mengwen
E-mail: limengwen628@163.com
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| [1] |
LI Gen and KIM Jaihie. Palmprint recognition with local micro-structure tetra pattern[J]. Pattern Recognition, 2017, 61: 29-46. doi: 10.1016/j.patcog.2016.06.025.
|
| [2] |
WU Xiangqian, ZHAO Qiushi, and BU Wei. A SIFT-based contactless palmprint verification approach using iterative RANSAC and local palmprint descriptors[J]. Pattern Recognition, 2014, 47(10): 3314-3326. doi: 10.1016/j.patcog. 2014.04.008.
|
| [3] |
HONG Danfeng, LIU Wanquan, SU Jian, et al. A novel hierarchical approach for multispectral palmprint recognition [J]. Neurocomputing, 2015, 151: 511-521. doi: 10.1016/ j.neucom.2014.09.013.
|
| [4] |
JIA Wei, HU Rongxiang, LEI Yingke, et al. Histogram of oriented lines for palmprint recognition[J]. IEEE Transactions on Systems Man & Cybernetics Systems, 2014, 44(3): 385-395. doi: 10.1109/TSMC.2013.2258010.
|
| [5] |
ZHANG Lin, LI Lida, YANG Anqi, et al. Towards contactless palmprint recognition: A novel device, a new benchmark, and a collaborative representation based identification approach [J]. Pattern Recognition, 2017, 69: 199-212. doi: 10.1016/ j.patcog.2017.04.016.
|
| [6] |
LUO Yuetong, ZHAO Lanying, ZHANG Bob, et al. Local line directional pattern for palmprint recognition[J]. Pattern Recognition, 2016, 50(C): 26-44. doi: 10.1016/j.patcog.2015. 08.025.
|
| [7] |
ZHONG Fujin and ZHANG Jiashu. Face recognition with enhanced local direction patterns[J]. Neurocompuating, 2013, 119(16): 375-384. doi: 10.1016/j.neucom.2013.03.020.
|
| [8] |
ADIN Ramirez Rivera, JORGE Rojas Castillo, and OKSAM Oksam Chae. Local directional number pattern for face analysis: Face and expression recognition[J]. IEEE Transactions on Image Processing, 2013, 22(5): 1740-1752. doi: 10.1109/TIP.2012.2235848.
|
| [9] |
罗月童, 赵兰英, 贾伟, 等. 基于线特征韦伯局部描述子的掌纹识别[J]. 中国图象图形学报, 2016, 21(2): 235-244. doi: 10.11834/jig.20160213.
|
|
LUO Yuetong, ZHAO Lanying, JIA Wei, et al. Palmprint recognition method based on line feature Weber local descriptor[J]. Journal of Image and Graphics, 2016, 21(2): 235-244. doi: 10.11834/jig.20160213.
|
| [10] |
CHEN Jie, SHAN Shiguang, HE Chu, et al. WLD: A robust local image descriptor[J]. IEEE Transactions on Pattern Analysis & Machine Intelligence, 2010, 32(9): 1705-1720. doi: 10.1109/TPAMI.2009.155.
|
| [11] |
LI Shutao, GONG Dayi, and YUAN Yuan. Face recognition using Weber local descriptors[J]. Neurocomputing, 2013, 122: 272-283. doi: 10.1109/TIP.2009.2028255.
|
| [12] |
LIU Fan, TANG Zhenmin, and TANG Jinhui. WLBP: Weber local binary pattern for local image description[J]. Neurocomputing, 2013, 120(10): 325-335. doi: 10.1016/ j.neucom.2012.06.061.
|
| [13] |
王晓华, 金超, 任福继, 等. Dempster-Shafer证据融合金字塔韦伯局部特征的表情识别[J]. 中国图象图形学报, 2014, 19(9): 1297-1305. doi: 10.11834/jig.20140906.
|
|
WANG Xiaohua, JIN Chao, Ren Fuji, et al. Research on facial expression recognition based on pyramid Weber local descriptor and the Dempster-Shafer theory of evidence[J]. Journal of Image and Graphics, 2014, 19(9): 1297-1305. doi: 10.11834/jig.20140906.
|
| [14] |
JIAO Jichao and ZHAO Baojun. A new feature descriptor and selection method to space image registration[C]. 2010 International Conference on Image Analysis and Signal Processing, Xiamen, China, 2010: 314-317. doi: 10.1109/ IASP.2010.5476107.
|
| [15] |
FEI Lunke, XU Yong, TANG Wenliang, et al. Double- orientation code and nonlinear matching scheme for palmprint recognition[J]. Pattern Recognition, 2016, 49(C): 89-101. doi: 10.1016/j.patcog.2015.08.001.
|
| [16] |
TAN Xiaoyang and BILL Triggs. Enhanced local texture feature sets for face recognition under difficult lighting conditions[J]. IEEE Transactions on Image Processing, 2010, 19(6): 1635-1650. doi: 10.1109/TIP.2010.2042645.
|
| [17] |
ZHANG Wenchao, SHAN Shiguang, GAO Wen, et al. Local Gabor Binary Pattern Histogram Sequence (LGBPHS): A novel non-statistical model for face representation and recognition[C]. Tenth IEEE International Conference on Computer Vision, Beijing, China, 2005: 786-791. doi: 10.1109 /ICCV.2005.147.
|
|
|
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