山东大学学报(工学版) ›› 2018, Vol. 48 ›› Issue (3): 103-109.doi: 10.6040/j.issn.1672-3961.0.2017.467
叶子云1,杨金锋1,2*
YE Ziyun1, YANG Jinfeng1,2*
摘要: 提出一种基于加权图模型的手指静脉网络特征描述方法。对于一幅手指静脉图像,通过图像划分获得图的顶点集,利用三角剖分获得图的边集,边的权重由边所连接顶点之间的特征相似度决定。通过这种方式,一幅手指静脉图像可转化为一个加权图,并通过度量加权图邻接矩阵之间的相似度实现手指静脉识别。详细研究影响识别结果的几个因素,并通过试验证明了该方法的有效性。
中图分类号:
[1] YANG Jinfeng, SHI Yihua. Finger-vein ROI localization and vein ridge enhancement[J]. Pattern Recognition Letters, 2012, 33(12):1569-1579. [2] OJALA T, PIETIKAINEN M, HARWOOD D. A comparative study of texture measures with classification based on featured distributions[J]. Pattern recognition, 1996, 29(1):51-59. [3] OJALA T, PIETIKAINEN M, MAENPAA T. Multi-resolution gray-scale and rotation invariant texture classification with local binary patterns[J]. IEEE Transaction on Pattern Analysis and Machine Intelligence, 2002, 24(7):971-987. [4] ZHANG Lin, ZHANG Lei, ZHANG David, et al. Online finger-knuckle-print verification for personal authentication[J]. Pattern Recognition, 2010, 43(7):2560-2571. [5] SUN Zhenan, TAN Tieniu. Ordinal measures for iris recognition[J]. IEEE Transactions on Pattern Analysis & Machine Intelligence, 2009, 31(12):2211-2226. [6] CHAI Zhenhua, SUN Zhenan, VAZQUEZ H, et al. Gabor ordinal measures for face recognition[J]. IEEE Transactions on Information Forensics & Security, 2013, 9(1):14-26. [7] WEST D. 图论导引[M]. 李建中, 骆吉洲, 译. 北京: 机械工业出版社, 2006. [8] LUO Bin, WILSON R, HANCOCK E. Spectral embedding of graphs[J]. Pattern Recognition, 2003, 36(10):2213-2230. [9] 汤进, 翟素兰, 罗斌. 基于加权关系图谱特征的图像检索[J]. 计算机工程, 2007, 33(24):19-21. TANG Jin, ZHAI Sulan, LUO Bin. Image retrieval based on graph spectra feature of attributed relational graph[J]. Computer Enginerring, 2007, 33(24):19-21. [10] ABUSHAM E, BASHIR H. Face recognition using local graph structure(LGS)[J]. Lecture Notes in Computer Science, 2012, 6762:169-175. [11] DONG Song, YANG Jucheng, CHEN Yarui, et al. Finger vein recognition based on multi-orientation weighted symmetric local graph structure[J]. Ksii Transactions on Internet & Information Systems, 2015, 9(10):4126-4142. [12] UMEYAMA S. An eigendecomposition approach to weighted graph matching problems[J]. IEEE Transactions on Pattern Analysis & Machine Intelligence, 1988, 10(5):695-703. [13] FREEMAN W, ADELSON E. The design and use of steerable filters[J]. IEEE Transactions on Pattern Analysis & Machine Intelligence, 1991, 13(9):891-906. [14] SIMONCELLI E, FARID H. Steerable wedge filters for local orientation analysis[J]. IEEE Transactions on Image Processing: A Publication of the IEEE Signal Processing Society, 1996, 5(9):1377-82. [15] TAREL J, HAUTIERE N. Fast visibility restoration from a single color or gray level image[C] //Proceedings of International Conference on Computer Vision. Kyoto, Japan:IEEE, 2009:2201-2208. [16] MOVELLAN J. Tutorial on Gabor filters[J]. Technical Report, 2002, 49:1-23. [17] VLACHOS M, DERMATAS E. Vein segmentation in infrared images using compound enhancing and crisp clustering[M]. Heidelberg: Springer, 2008: 393-402. [18] YU Chengbo, QIN Huafeng, et al. Finger-vein image recognition combining modified Hausdorff distance with minutiae feature matching[J]. Interdisciplinary Sciences: Computational Life Sciences, 2009, 1(4):280-289. [19] 张文超, 山世光, 张洪明, 等. 基于局部Gabor变化直方图序列的人脸描述与识别[J]. 软件学报, 2006, 17(12):2508-2517. ZHANG Wenchao, SHAN Shiguang, ZHANG Hongming, et al. Histogram sequence of local Gabor binary pattern for face description and identification[J]. Journal of Software, 2006, 17(12):2508-2517. [20] QIN Huafeng, YACOUBI M. Deep representation-based feature extraction and recovering for finger-vein verification[J]. IEEE Transactions on Information Forensics & Security, 2017, 12(8):1816-1829. |
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