Learning discriminative binary codes for finger vein recognition
Finger vein recognition has drawn increasing attention from biometrics community due to its security and convenience. In this paper, a novel discriminative binary codes (DBC) learning method is proposed for finger vein recognition. First of all, subject relation graph is built to capture correlation...
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| Published in | Pattern recognition Vol. 66; pp. 26 - 33 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.06.2017
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0031-3203 1873-5142 |
| DOI | 10.1016/j.patcog.2016.11.002 |
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| Abstract | Finger vein recognition has drawn increasing attention from biometrics community due to its security and convenience. In this paper, a novel discriminative binary codes (DBC) learning method is proposed for finger vein recognition. First of all, subject relation graph is built to capture correlations among subjects. Based on the relation graph, binary templates are transformed to describe vein characteristics of subjects. To ensure that templates are discriminative and representative, graph transform is formulated into an optimization problem, in which the distance between templates from different subjects is maximized and templates provide maximum information about subjects. At last, supervised information for training instances is provided by the obtained binary templates, and SVMs are trained as the code learner for each bit. Compared with existing binary codes for finger vein recognition, DBC are more discriminative and shorter. In addition, they are generated with considering the relationships among subjects which may be useful to improve performance. Experimental results on PolyU database and MLA database demonstrate the effectiveness and efficiency of DBC for finger vein recognition and retrieval.
•A novel discriminative binary code learning method is proposed.•Maximizing inter-class scatter and entropy is proposed to make codes discriminative.•Proposed codes consider relationship among subjects due to use of subject graph.•Length of proposed binary codes is smaller due to small size of relation graph. |
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| AbstractList | Finger vein recognition has drawn increasing attention from biometrics community due to its security and convenience. In this paper, a novel discriminative binary codes (DBC) learning method is proposed for finger vein recognition. First of all, subject relation graph is built to capture correlations among subjects. Based on the relation graph, binary templates are transformed to describe vein characteristics of subjects. To ensure that templates are discriminative and representative, graph transform is formulated into an optimization problem, in which the distance between templates from different subjects is maximized and templates provide maximum information about subjects. At last, supervised information for training instances is provided by the obtained binary templates, and SVMs are trained as the code learner for each bit. Compared with existing binary codes for finger vein recognition, DBC are more discriminative and shorter. In addition, they are generated with considering the relationships among subjects which may be useful to improve performance. Experimental results on PolyU database and MLA database demonstrate the effectiveness and efficiency of DBC for finger vein recognition and retrieval.
•A novel discriminative binary code learning method is proposed.•Maximizing inter-class scatter and entropy is proposed to make codes discriminative.•Proposed codes consider relationship among subjects due to use of subject graph.•Length of proposed binary codes is smaller due to small size of relation graph. |
| Author | Yin, Yilong Yang, Lu Xi, Xiaoming |
| Author_xml | – sequence: 1 givenname: Xiaoming surname: Xi fullname: Xi, Xiaoming organization: School of Computer Science and Technology, Shandong University of Finance and Economics, Jinan 250014, PR China – sequence: 2 givenname: Lu surname: Yang fullname: Yang, Lu organization: School of Computer Science and Technology, Shandong University of Finance and Economics, Jinan 250014, PR China – sequence: 3 givenname: Yilong surname: Yin fullname: Yin, Yilong email: ylyin@sdu.edu.cn organization: School of Computer Science and Technology, Shandong University, Jinan 250101, PR China |
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| Cites_doi | 10.1016/j.patcog.2012.04.001 10.1007/978-3-319-10578-9_40 10.1016/j.neucom.2005.06.004 10.3390/s110302319 10.1109/TIFS.2014.2363951 10.1016/j.patcog.2015.03.016 10.1016/j.neucom.2014.05.069 10.1109/TKDE.2012.154 10.1109/TIP.2011.2171697 10.3390/s111211357 10.1109/TIFS.2015.2398819 10.3390/s120201738 10.1016/j.neucom.2013.12.029 10.3390/s130911243 10.1007/s00521-014-1783-x 10.1016/j.neucom.2016.06.057 10.1109/TIP.2015.2412379 10.1016/j.patrec.2011.04.021 10.1093/ietisy/e90-d.8.1185 10.1007/978-3-642-33783-3_63 10.1007/978-3-642-15555-0_12 10.1016/j.patcog.2009.05.005 10.1007/s00138-004-0149-2 10.1109/IJCB.2011.6117519 10.1142/S0218001415560030 10.1016/j.patcog.2008.04.012 10.1109/CVPR.2013.69 10.1117/1.OE.53.1.013108 10.1109/TCE.2012.6227456 10.1109/TPAMI.2011.48 10.1109/TPAMI.2008.240 10.1109/TIFS.2014.2361020 10.1109/CVPR.2013.208 10.1109/TCYB.2014.2360894 10.1016/j.ins.2013.10.009 10.1016/j.patrec.2012.04.007 10.1016/j.ins.2013.10.010 |
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| Keywords | Biometric recognition Discriminative binary codes learning Finger vein recognition |
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| References | K.Wang, L.Yang, K.Su, G.Yang, Y.Yin, Binary Search Path of Vocabulary Tree Based Finger Vein Image Retrieval, ICB, 2016. Qiao, Chen, Tan (bib12) 2010; 43 Huang, Zhu, Wang, Zhang (bib6) 2016 Punnappurath, Rajagopalan, Taheri, Chellappa, Seetharaman (bib14) 2015; 24 Liu, Li, Liu, Lu, Ma (bib42) 2009; 42 H.Bhatt, S.Bharadwaj, R.Singh, M.Vatsa, A.Noore, A.Ross, On co-training online biometric classifiers. IJCB, 2011. Zhang, Zhou (bib45) 2005; 69 Kang, Wu (bib9) 2014; 9 L.Zhang, Y.Zhang, J.Tang, K.Lu, Q.Tian, Binary Codes Ranking with Weighted Hamming Distance,CVPR, 2013. Smith, Wiliem, Lovell, Brian (bib15) 2015; 10 Rosdi, Shing, Suandi (bib29) 2011; 11 Sun, Tan (bib17) 2009; 31 Xi, Yang, Yin, Yang (bib20) 2014; 53 Miura, Nagasaka, Miyatake (bib2) 2004; 15 Miura, Nagasaka, Miyatake (bib32) 2007; 90 Prado, Plantevit, Robardet (bib41) 2013; 25 Kumar, Zhou (bib1) 2012; 21 Liu, Ji, Wu, Liu (bib24) 2016 Kumar, Berg, Belhumeur, Nayar (bib38) 2011; 33 Lee, Jung, Kim (bib28) 2011; ,BASEL,SWITZERLAND11 Tistarelli, Li, Chellappa (bib16) 2009 Yang, Shi (bib3) 2014; 268 Zhang, Huang, Wang (bib7) 2016 Liu, Zhang, Chen, Xue (bib37) 2015; 99 Huang, Tang, Wang, Chen, Wang (bib4) 2015; 45 Yang, Yang, Yin, Xi (bib35) 2014; 135 Y.Gong, S.Kumar, H.Rowley, S.Lazebnik, Learning Binary Codes for High-Dimensional Data Using Bilinear Projections,CVPR, 2013. Lee (bib8) 2012; 33 Yang, Xi, Yin (bib44) 2012; 2012 Jing, Li, Zhang, Lan, Yang (bib18) 2012; 10 M.Rastegari, A.Farhadi, D.Forsyth, Attribute Discovery via Predictable Discriminative Binary Codes, ECCV, 2012. Song, Kim, Kim, Choi, Kong, Lee (bib31) 2011; 32 Dong, Yang, Yin, Xi, Yang, Liu (bib40) 2015; 29 Y.Wang, G.Mori, A.Discriminative, Latent Model of Object Classes and Attributes,ECCV, 2010. Huang, Zhang, Yin, Wang, Wang (bib5) 2016 He, Cai, Tan, Davis (bib13) 2015; 48 Yang, Xi, Yin, Vein (bib30) 2012; 12 Yang, Huang, Zhou, Liao (bib19) 2014; 268 Dong, Yang, Chen, Wang, Zhan (bib21) 2015; 9 Xi, Yang, Yin, Meng (bib36) 2013; 13 Liu, Song (bib22) 2012; 58 Cao, Jain (bib10) 2015; 10 Liu, Yang, Yin, Wang (bib43) 2014; 145 G.Lin, C.Shen, J.Wu, Optimizing Ranking Measures for Compact Binary Codes Learning, ECCV, 2014. Liu, Xie, Yan, Li, Lu (bib34) 2015; 26 Tistarelli (10.1016/j.patcog.2016.11.002_bib16) 2009 Jing (10.1016/j.patcog.2016.11.002_bib18) 2012; 10 Liu (10.1016/j.patcog.2016.11.002_bib42) 2009; 42 Huang (10.1016/j.patcog.2016.11.002_bib4) 2015; 45 Cao (10.1016/j.patcog.2016.11.002_bib10) 2015; 10 Rosdi (10.1016/j.patcog.2016.11.002_bib29) 2011; 11 Huang (10.1016/j.patcog.2016.11.002_bib5) 2016 Yang (10.1016/j.patcog.2016.11.002_bib3) 2014; 268 Yang (10.1016/j.patcog.2016.11.002_bib19) 2014; 268 Prado (10.1016/j.patcog.2016.11.002_bib41) 2013; 25 Dong (10.1016/j.patcog.2016.11.002_bib40) 2015; 29 10.1016/j.patcog.2016.11.002_bib11 Liu (10.1016/j.patcog.2016.11.002_bib22) 2012; 58 Lee (10.1016/j.patcog.2016.11.002_bib28) 2011; ,BASEL,SWITZERLAND11 10.1016/j.patcog.2016.11.002_bib33 10.1016/j.patcog.2016.11.002_bib39 Kumar (10.1016/j.patcog.2016.11.002_bib38) 2011; 33 Zhang (10.1016/j.patcog.2016.11.002_bib45) 2005; 69 Miura (10.1016/j.patcog.2016.11.002_bib2) 2004; 15 Xi (10.1016/j.patcog.2016.11.002_bib36) 2013; 13 Yang (10.1016/j.patcog.2016.11.002_bib44) 2012; 2012 Miura (10.1016/j.patcog.2016.11.002_bib32) 2007; 90 Yang (10.1016/j.patcog.2016.11.002_bib35) 2014; 135 Lee (10.1016/j.patcog.2016.11.002_bib8) 2012; 33 Yang (10.1016/j.patcog.2016.11.002_bib30) 2012; 12 Liu (10.1016/j.patcog.2016.11.002_bib37) 2015; 99 Kang (10.1016/j.patcog.2016.11.002_bib9) 2014; 9 Dong (10.1016/j.patcog.2016.11.002_bib21) 2015; 9 Liu (10.1016/j.patcog.2016.11.002_bib34) 2015; 26 Huang (10.1016/j.patcog.2016.11.002_bib6) 2016 Sun (10.1016/j.patcog.2016.11.002_bib17) 2009; 31 10.1016/j.patcog.2016.11.002_bib23 Song (10.1016/j.patcog.2016.11.002_bib31) 2011; 32 Qiao (10.1016/j.patcog.2016.11.002_bib12) 2010; 43 He (10.1016/j.patcog.2016.11.002_bib13) 2015; 48 Liu (10.1016/j.patcog.2016.11.002_bib43) 2014; 145 Xi (10.1016/j.patcog.2016.11.002_bib20) 2014; 53 Kumar (10.1016/j.patcog.2016.11.002_bib1) 2012; 21 10.1016/j.patcog.2016.11.002_bib27 10.1016/j.patcog.2016.11.002_bib26 Smith (10.1016/j.patcog.2016.11.002_bib15) 2015; 10 Liu (10.1016/j.patcog.2016.11.002_bib24) 2016 10.1016/j.patcog.2016.11.002_bib25 Punnappurath (10.1016/j.patcog.2016.11.002_bib14) 2015; 24 Zhang (10.1016/j.patcog.2016.11.002_bib7) 2016 |
| References_xml | – year: 2016 ident: bib7 article-title: Textured detailed graph model for dorsal hand vein recognition: a holistic approach publication-title: ICB – reference: Y.Gong, S.Kumar, H.Rowley, S.Lazebnik, Learning Binary Codes for High-Dimensional Data Using Bilinear Projections,CVPR, 2013. – volume: ,BASEL,SWITZERLAND11 start-page: 2319 year: 2011 end-page: 2333 ident: bib28 article-title: New finger biometric method using near infrared imaging publication-title: Sensors – volume: 90 start-page: 1185 year: 2007 end-page: 1194 ident: bib32 article-title: Extraction of finger-vein patterns using maximum curvature points in image profiles publication-title: IEICE Trans. Inf. Syst. – volume: 33 start-page: 1962 year: 2011 end-page: 1977 ident: bib38 article-title: Describable visual attributes for face verification and image search publication-title: IEEE Trans. Pattern Anal. Mach. – volume: 25 start-page: 2090 year: 2013 end-page: 2104 ident: bib41 article-title: Jean-Franc,ois Boulicaut, Mining graph topological patterns: finding co-variations among vertex descriptors publication-title: IEEE Trans. Knowl. Data Eng. – volume: 145 start-page: 75 year: 2014 end-page: 89 ident: bib43 article-title: Singular value decomposition based minutiae matching method for finger vein recognition publication-title: Neurocomputing – year: 2016 ident: bib5 article-title: Local feature approach to dorsal hand vein recognition by Centroid-based Circular Key-point Grid and fine-grained matching publication-title: Image Vis. Comput. – volume: 33 start-page: 1520 year: 2012 end-page: 1528 ident: bib8 article-title: A novel biometric system based on palm vein image publication-title: Pattern Recognit. Lett. – volume: 21 start-page: 2228 year: 2012 end-page: 2244 ident: bib1 article-title: Human identification using finger images publication-title: IEEE Trans. Image Process. – reference: H.Bhatt, S.Bharadwaj, R.Singh, M.Vatsa, A.Noore, A.Ross, On co-training online biometric classifiers. IJCB, 2011. – reference: L.Zhang, Y.Zhang, J.Tang, K.Lu, Q.Tian, Binary Codes Ranking with Weighted Hamming Distance,CVPR, 2013. – year: 2016 ident: bib24 publication-title: Towards Optimal Binary Codes Learning via Ordinal Embedding – volume: 268 start-page: 20 year: 2014 end-page: 32 ident: bib19 article-title: Comparative competitive coding for personal identification by using finger vein and finger dorsal texture fusion publication-title: Inf. Sci. – volume: 42 start-page: 218 year: 2009 end-page: 228 ident: bib42 article-title: Image annotation via graph learning publication-title: Pattern Recognit. – volume: 12 start-page: 1738 year: 2012 end-page: 1757 ident: bib30 article-title: Recognition based on a personalized best bit map publication-title: Sensors – volume: 48 start-page: 3160 year: 2015 end-page: 3168 ident: bib13 article-title: Learning predictable binary codes for face indexing publication-title: Pattern Recognit. – volume: 45 start-page: 1823 year: 2015 end-page: 1837 ident: bib4 article-title: Hand-dorsa Vein Recognition by Matching Local Features of Multisource Keypoints publication-title: IEEE Trans. Cybern. – volume: 69 start-page: 224 year: 2005 end-page: 231 ident: bib45 article-title: (2D) publication-title: Neurocomputing – year: 2009 ident: bib16 article-title: Handbook of Remote Biometrics publication-title: Biometrics – volume: 2012 start-page: 1 year: 2012 end-page: 9 ident: bib44 article-title: Finger vein recognition based on (2D) publication-title: J. Biomed. Biotechnol. – volume: 26 start-page: 969 year: 2015 end-page: 977 ident: bib34 article-title: Finger-vein recognition with modified binary tree model publication-title: Neural Comput. Appl. – volume: 32 start-page: 1541 year: 2011 end-page: 1547 ident: bib31 article-title: A finger-vein verification system using mean curvature publication-title: Pattern Recognit. Lett. – volume: 135 start-page: 218 year: 2014 end-page: 228 ident: bib35 article-title: Exploring soft biometric traits in finger vein recognition publication-title: Neurocomputing – volume: 15 start-page: 194 year: 2004 end-page: 203 ident: bib2 article-title: Feature extraction of finger-vein patterns based on repeated line tracking and its application to personal identification publication-title: Mach. Vis. Appl. – volume: 29 start-page: 1 year: 2015 end-page: 20 ident: bib40 article-title: Finger vein verification with vein textons publication-title: Int. J. Pattern Recognit. Artif. Intell. – volume: 58 start-page: 522 year: 2012 end-page: 527 ident: bib22 article-title: An embedded real-time finger-vein recognition system for mobile devices publication-title: IEEE Trans. Consum. Electron. – year: 2016 ident: bib6 article-title: Dorsal hand vein recognition via hierarchical combination of texture and shape clues publication-title: Neurocomputing – volume: 10 start-page: 3590 year: 2012 end-page: 3602 ident: bib18 article-title: Optimal subset-division based discrimination and its kernelization for face and palmprint recognition publication-title: Pattern Recognit. – reference: K.Wang, L.Yang, K.Su, G.Yang, Y.Yin, Binary Search Path of Vocabulary Tree Based Finger Vein Image Retrieval, ICB, 2016. – volume: 10 start-page: 736 year: 2015 end-page: 745 ident: bib15 article-title: Face recognition on consumer devices: reflections on replay attacks publication-title: IEEE Trans. Inf. Forensics Secur. – volume: 53 start-page: 1 year: 2014 end-page: 8 ident: bib20 article-title: Finger vein recognition based on the hyperinformation feature publication-title: Opt. Eng. – reference: Y.Wang, G.Mori, A.Discriminative, Latent Model of Object Classes and Attributes,ECCV, 2010. – volume: 43 start-page: 331 year: 2010 end-page: 341 ident: bib12 article-title: Sparsity preserving projections with applications to face recognition publication-title: Pattern Recognit. – volume: 9 start-page: 4126 year: 2015 end-page: 4142 ident: bib21 article-title: Finger Vein Recognition Based on Multi-Orientation Weighted Symmetric Local Graph structure publication-title: KSII Trans. Internet Inf. Syst. – volume: 268 start-page: 33 year: 2014 end-page: 52 ident: bib3 article-title: Towards finger-vein image restoration and enhancement for finger-vein recognition publication-title: Inf. Sci. – volume: 9 start-page: 1974 year: 2014 end-page: 1985 ident: bib9 article-title: Contactless Palm Vein Recognition Using a Mutual Foreground-Based Local Binary Pattern publication-title: IEEE Trans. Inf. Forensics Secur. – volume: 11 start-page: 11357 year: 2011 end-page: 11371 ident: bib29 article-title: Finger vein recognition using local line binary pattern publication-title: Sensors – volume: 99 start-page: 1 year: 2015 end-page: 8 ident: bib37 article-title: Joint Binary Classifier Learning for ECOC-based Multi-class Classification publication-title: IEEE Trans. Pattern Anal. Mach. – volume: 24 start-page: 2067 year: 2015 end-page: 2082 ident: bib14 article-title: Face Recognition across Non-Uniform Motion Blur, Illumination, and Pose publication-title: IEEE Trans. Image Process. – reference: M.Rastegari, A.Farhadi, D.Forsyth, Attribute Discovery via Predictable Discriminative Binary Codes, ECCV, 2012. – reference: G.Lin, C.Shen, J.Wu, Optimizing Ranking Measures for Compact Binary Codes Learning, ECCV, 2014. – volume: 13 start-page: 11243 year: 2013 end-page: 11259 ident: bib36 article-title: Finger vein recognition with personalized feature selection publication-title: Sensors – volume: 10 start-page: 104 year: 2015 end-page: 117 ident: bib10 article-title: Learning Fingerprint Reconstruction: from Minutiae to Image publication-title: IEEE Trans. Inf. Forensics Secur. – volume: 31 start-page: 2211 year: 2009 end-page: 2226 ident: bib17 article-title: Ordinal Measures for Iris Recognition publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 10 start-page: 3590 issue: 45 year: 2012 ident: 10.1016/j.patcog.2016.11.002_bib18 article-title: Optimal subset-division based discrimination and its kernelization for face and palmprint recognition publication-title: Pattern Recognit. doi: 10.1016/j.patcog.2012.04.001 – ident: 10.1016/j.patcog.2016.11.002_bib26 doi: 10.1007/978-3-319-10578-9_40 – ident: 10.1016/j.patcog.2016.11.002_bib33 – volume: 69 start-page: 224 issue: 1 year: 2005 ident: 10.1016/j.patcog.2016.11.002_bib45 article-title: (2D)2 PCA: two-directional two-dimensional PCA for efficient face representation and recognition publication-title: Neurocomputing doi: 10.1016/j.neucom.2005.06.004 – volume: ,BASEL,SWITZERLAND11 start-page: 2319 issue: 3 year: 2011 ident: 10.1016/j.patcog.2016.11.002_bib28 article-title: New finger biometric method using near infrared imaging publication-title: Sensors doi: 10.3390/s110302319 – volume: 10 start-page: 104 issue: 1 year: 2015 ident: 10.1016/j.patcog.2016.11.002_bib10 article-title: Learning Fingerprint Reconstruction: from Minutiae to Image publication-title: IEEE Trans. Inf. Forensics Secur. doi: 10.1109/TIFS.2014.2363951 – year: 2016 ident: 10.1016/j.patcog.2016.11.002_bib24 – volume: 48 start-page: 3160 issue: 10 year: 2015 ident: 10.1016/j.patcog.2016.11.002_bib13 article-title: Learning predictable binary codes for face indexing publication-title: Pattern Recognit. doi: 10.1016/j.patcog.2015.03.016 – volume: 145 start-page: 75 year: 2014 ident: 10.1016/j.patcog.2016.11.002_bib43 article-title: Singular value decomposition based minutiae matching method for finger vein recognition publication-title: Neurocomputing doi: 10.1016/j.neucom.2014.05.069 – volume: 25 start-page: 2090 issue: 9 year: 2013 ident: 10.1016/j.patcog.2016.11.002_bib41 article-title: Jean-Franc,ois Boulicaut, Mining graph topological patterns: finding co-variations among vertex descriptors publication-title: IEEE Trans. Knowl. Data Eng. doi: 10.1109/TKDE.2012.154 – volume: 21 start-page: 2228 issue: 4 year: 2012 ident: 10.1016/j.patcog.2016.11.002_bib1 article-title: Human identification using finger images publication-title: IEEE Trans. Image Process. doi: 10.1109/TIP.2011.2171697 – volume: 11 start-page: 11357 issue: 12 year: 2011 ident: 10.1016/j.patcog.2016.11.002_bib29 article-title: Finger vein recognition using local line binary pattern publication-title: Sensors doi: 10.3390/s111211357 – volume: 10 start-page: 736 issue: 4 year: 2015 ident: 10.1016/j.patcog.2016.11.002_bib15 article-title: Face recognition on consumer devices: reflections on replay attacks publication-title: IEEE Trans. Inf. Forensics Secur. doi: 10.1109/TIFS.2015.2398819 – volume: 12 start-page: 1738 issue: 2 year: 2012 ident: 10.1016/j.patcog.2016.11.002_bib30 article-title: Recognition based on a personalized best bit map publication-title: Sensors doi: 10.3390/s120201738 – volume: 2012 start-page: 1 issue: 3 year: 2012 ident: 10.1016/j.patcog.2016.11.002_bib44 article-title: Finger vein recognition based on (2D)2 PCA and metric learning publication-title: J. Biomed. Biotechnol. – volume: 135 start-page: 218 issue: 5 year: 2014 ident: 10.1016/j.patcog.2016.11.002_bib35 article-title: Exploring soft biometric traits in finger vein recognition publication-title: Neurocomputing doi: 10.1016/j.neucom.2013.12.029 – volume: 13 start-page: 11243 issue: 9 year: 2013 ident: 10.1016/j.patcog.2016.11.002_bib36 article-title: Finger vein recognition with personalized feature selection publication-title: Sensors doi: 10.3390/s130911243 – volume: 26 start-page: 969 issue: 4 year: 2015 ident: 10.1016/j.patcog.2016.11.002_bib34 article-title: Finger-vein recognition with modified binary tree model publication-title: Neural Comput. Appl. doi: 10.1007/s00521-014-1783-x – year: 2016 ident: 10.1016/j.patcog.2016.11.002_bib6 article-title: Dorsal hand vein recognition via hierarchical combination of texture and shape clues publication-title: Neurocomputing doi: 10.1016/j.neucom.2016.06.057 – volume: 24 start-page: 2067 issue: 7 year: 2015 ident: 10.1016/j.patcog.2016.11.002_bib14 article-title: Face Recognition across Non-Uniform Motion Blur, Illumination, and Pose publication-title: IEEE Trans. Image Process. doi: 10.1109/TIP.2015.2412379 – volume: 32 start-page: 1541 issue: 11 year: 2011 ident: 10.1016/j.patcog.2016.11.002_bib31 article-title: A finger-vein verification system using mean curvature publication-title: Pattern Recognit. Lett. doi: 10.1016/j.patrec.2011.04.021 – volume: 9 start-page: 4126 issue: 10 year: 2015 ident: 10.1016/j.patcog.2016.11.002_bib21 article-title: Finger Vein Recognition Based on Multi-Orientation Weighted Symmetric Local Graph structure publication-title: KSII Trans. Internet Inf. Syst. – volume: 90 start-page: 1185 issue: 8 year: 2007 ident: 10.1016/j.patcog.2016.11.002_bib32 article-title: Extraction of finger-vein patterns using maximum curvature points in image profiles publication-title: IEICE Trans. Inf. Syst. doi: 10.1093/ietisy/e90-d.8.1185 – year: 2016 ident: 10.1016/j.patcog.2016.11.002_bib5 article-title: Local feature approach to dorsal hand vein recognition by Centroid-based Circular Key-point Grid and fine-grained matching publication-title: Image Vis. Comput. – ident: 10.1016/j.patcog.2016.11.002_bib23 doi: 10.1007/978-3-642-33783-3_63 – ident: 10.1016/j.patcog.2016.11.002_bib39 doi: 10.1007/978-3-642-15555-0_12 – volume: 43 start-page: 331 issue: 1 year: 2010 ident: 10.1016/j.patcog.2016.11.002_bib12 article-title: Sparsity preserving projections with applications to face recognition publication-title: Pattern Recognit. doi: 10.1016/j.patcog.2009.05.005 – volume: 15 start-page: 194 issue: 4 year: 2004 ident: 10.1016/j.patcog.2016.11.002_bib2 article-title: Feature extraction of finger-vein patterns based on repeated line tracking and its application to personal identification publication-title: Mach. Vis. Appl. doi: 10.1007/s00138-004-0149-2 – ident: 10.1016/j.patcog.2016.11.002_bib11 doi: 10.1109/IJCB.2011.6117519 – volume: 29 start-page: 1 issue: 4 year: 2015 ident: 10.1016/j.patcog.2016.11.002_bib40 article-title: Finger vein verification with vein textons publication-title: Int. J. Pattern Recognit. Artif. Intell. doi: 10.1142/S0218001415560030 – volume: 42 start-page: 218 issue: 2 year: 2009 ident: 10.1016/j.patcog.2016.11.002_bib42 article-title: Image annotation via graph learning publication-title: Pattern Recognit. doi: 10.1016/j.patcog.2008.04.012 – ident: 10.1016/j.patcog.2016.11.002_bib25 doi: 10.1109/CVPR.2013.69 – year: 2016 ident: 10.1016/j.patcog.2016.11.002_bib7 article-title: Textured detailed graph model for dorsal hand vein recognition: a holistic approach publication-title: ICB – volume: 53 start-page: 1 issue: 1 year: 2014 ident: 10.1016/j.patcog.2016.11.002_bib20 article-title: Finger vein recognition based on the hyperinformation feature publication-title: Opt. Eng. doi: 10.1117/1.OE.53.1.013108 – volume: 58 start-page: 522 issue: 2 year: 2012 ident: 10.1016/j.patcog.2016.11.002_bib22 article-title: An embedded real-time finger-vein recognition system for mobile devices publication-title: IEEE Trans. Consum. Electron. doi: 10.1109/TCE.2012.6227456 – volume: 33 start-page: 1962 issue: 10 year: 2011 ident: 10.1016/j.patcog.2016.11.002_bib38 article-title: Describable visual attributes for face verification and image search publication-title: IEEE Trans. Pattern Anal. Mach. doi: 10.1109/TPAMI.2011.48 – volume: 31 start-page: 2211 issue: 12 year: 2009 ident: 10.1016/j.patcog.2016.11.002_bib17 article-title: Ordinal Measures for Iris Recognition publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/TPAMI.2008.240 – volume: 9 start-page: 1974 issue: 11 year: 2014 ident: 10.1016/j.patcog.2016.11.002_bib9 article-title: Contactless Palm Vein Recognition Using a Mutual Foreground-Based Local Binary Pattern publication-title: IEEE Trans. Inf. Forensics Secur. doi: 10.1109/TIFS.2014.2361020 – ident: 10.1016/j.patcog.2016.11.002_bib27 doi: 10.1109/CVPR.2013.208 – volume: 99 start-page: 1 year: 2015 ident: 10.1016/j.patcog.2016.11.002_bib37 article-title: Joint Binary Classifier Learning for ECOC-based Multi-class Classification publication-title: IEEE Trans. Pattern Anal. Mach. – volume: 45 start-page: 1823 issue: 9 year: 2015 ident: 10.1016/j.patcog.2016.11.002_bib4 article-title: Hand-dorsa Vein Recognition by Matching Local Features of Multisource Keypoints publication-title: IEEE Trans. Cybern. doi: 10.1109/TCYB.2014.2360894 – volume: 268 start-page: 33 issue: 1 year: 2014 ident: 10.1016/j.patcog.2016.11.002_bib3 article-title: Towards finger-vein image restoration and enhancement for finger-vein recognition publication-title: Inf. Sci. doi: 10.1016/j.ins.2013.10.009 – year: 2009 ident: 10.1016/j.patcog.2016.11.002_bib16 article-title: Handbook of Remote Biometrics – volume: 33 start-page: 1520 issue: 12 year: 2012 ident: 10.1016/j.patcog.2016.11.002_bib8 article-title: A novel biometric system based on palm vein image publication-title: Pattern Recognit. Lett. doi: 10.1016/j.patrec.2012.04.007 – volume: 268 start-page: 20 issue: 1 year: 2014 ident: 10.1016/j.patcog.2016.11.002_bib19 article-title: Comparative competitive coding for personal identification by using finger vein and finger dorsal texture fusion publication-title: Inf. Sci. doi: 10.1016/j.ins.2013.10.010 |
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| SubjectTerms | Biometric recognition Discriminative binary codes learning Finger vein recognition |
| Title | Learning discriminative binary codes for finger vein recognition |
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