修正的带限相位相关指静脉识别算法
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摘要
基于带限相位相关的指静脉识别算法通常忽略带限窗口的影响,其识别精度和速度有待提高。为此,提出一种修正的带限相位相关算法。根据指静脉频谱图及其成像特征设计并提取带限和遍历参数,利用相关系数峰值完成图像的匹配识别。在SDU-MLA、THU-FV和NUST-FV 3个指静脉数据库上进行实验,结果表明,该算法的指静脉识别速度和精度得到提高。
The influence of band limited parameters is usually ignored in finger vein recognition algorithm based on the Band Limited Phase Only Correlation(BLPOC) and its recognition accuracy and speed need to be improved.Thus,a novel algorithm using the modified BLPOC is proposed.The band limited and scanning range is determined using the spectrum and the features of finger vein image.Then,the correlation coefficient peak value is used to complete the match of finger vein image.Experiments are based on three finger vein databases,namely,SDU-MLA,THU-FV and NUST-FV,the results show that,the recognition accuracy and speed of the novel algorithm is effectively improved.
The influence of band limited parameters is usually ignored in finger vein recognition algorithm based on the Band Limited Phase Only Correlation(BLPOC) and its recognition accuracy and speed need to be improved.Thus,a novel algorithm using the modified BLPOC is proposed.The band limited and scanning range is determined using the spectrum and the features of finger vein image.Then,the correlation coefficient peak value is used to complete the match of finger vein image.Experiments are based on three finger vein databases,namely,SDU-MLA,THU-FV and NUST-FV,the results show that,the recognition accuracy and speed of the novel algorithm is effectively improved.
引文
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[16] ASAARI M S M,SUANDI S A,ROSDI B A.Fusion of band limited phase only correlation and width centroid contour distance for finger based biometrics[J].Expert Systems with Applications,2014,41(7):3367-3382.
[17] BHATI S H,PATI U C.Novel algorithm for fingerprint mosaicing using phase correlation method[C]//Proceedings of Global Conference on Communication Technologies.Washington D.C.,USA:IEEE Press,2015:29-33.
[18] 王科俊,马慧.使用改进的方向滤波与修正的Hausdorff距离的指静脉识别方法[J].计算机辅助设计与图形学学报,2011,23(3):385-391.
[2] ZHAO Wenyi,CHELLAPPA R,PHILLIPS P J,et al.Face recognition:a literature survey[J].ACM Computing Surveys,2003,35(4):399-458.
[3] JIANG Hui.Confidence measures for speech recognition:a survey[J].Speech Communication,2005,45(4):455-470.
[4] ITO K,NAKAJIMA H,KOBAYASHI K,et al.A fingerprint matching algorithm using phase-only correlation[J].IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences,2004,87(3):682-691.
[5] WANG Desong,LI Jianping,MEMIK G.User identification based on finger-vein patterns for consumer electronics devices[J].IEEE Transactions on Consumer Electronics,2010,56(2):799-804.
[6] MIURA N,NAGASAKA A,MIYATAKE T.Feature extraction of finger-vein patterns based on repeated line tracking and its application to personal identification[J].Machine Vision and Applications,2004,15(4):194-203.
[7] KUMAR A,ZHOU Y B.Human identification using finger images[J].IEEE Transactions on Image Processing,2012,21(4):2228-2244.
[8] YANG Wenming,HUANG Xiaola,ZHOU Fei,et al.Comparative competitive coding for personal identification by using finger vein and finger dorsal texture fusion[J].Information Sciences,2014,268(6):20-32.
[9] NIVETHA K,SARASWADY D.Enhancing security for multimodal biometric using hyper image encryption algorithm[C]//Proceedings of International Conference on Electronics and Communication Systems.Washington D.C.,USA:IEEE Press,2015:943-947.
[10] MANJUNATHSWAMY B E,THRUVENI J,VENUGOPAL K R,et al.Multi model personal authentication using finger vein and face images[C]//Proceedings of International Conference on Parallel,Distributed and Grid Computing.Washington D.C.,USA:IEEE Press,2015:339-344.
[11] SUDHAMANI M J,VENKATESHA M K,RADHIKA K R.Fusion at decision level in multimodal biometric authentication system using iris and finger vein with novel feature extraction[C]//Proceedings of 2014 Annual IEEE India Conference.Washington D.C.,USA:IEEE Press,2014:1-6.
[12] FLANNERY D L,LOOMIS J S,MILKOVICH M E.Design elements of binary phase-only correlation filters[J].Applied Optics,1988,27(20):4231-4235.
[13] MIYAZAWA K,ITO K,AOKI T,et al.An effective approach for iris recognition using phase-based image matching[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2008,30(10):1741-1756.
[14] MAHRI N,SUANDI S A S,ROSDI B A.Finger vein recognition algorithm using phase only correlation[C]//Proceedings of International Workshop on Emerging Techniques and Challenges for Hand-Based Biometrics.Washington D.C.,USA:IEEE Press,2010:1-6.
[15] ITO K,AOKI T,NAKAJIMA H,et al.A palmprint recognition algorithm using phase-only correlation[J].IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences,2008,91(4):1023-1030.
[16] ASAARI M S M,SUANDI S A,ROSDI B A.Fusion of band limited phase only correlation and width centroid contour distance for finger based biometrics[J].Expert Systems with Applications,2014,41(7):3367-3382.
[17] BHATI S H,PATI U C.Novel algorithm for fingerprint mosaicing using phase correlation method[C]//Proceedings of Global Conference on Communication Technologies.Washington D.C.,USA:IEEE Press,2015:29-33.
[18] 王科俊,马慧.使用改进的方向滤波与修正的Hausdorff距离的指静脉识别方法[J].计算机辅助设计与图形学学报,2011,23(3):385-391.