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Palmprint Biometrics

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Touchless Palmprint Recognition Systems

Part of the book series: Advances in Information Security ((ADIS,volume 60))

Abstract

In this chapter, the state-of-the-art in palmprint recognition systems is described. After introducing palmprint recognition, a survey of the possible applications of palmprint recognition is presented. Then, biometric systems based on the palmprint are discussed. First, touch-based methods are reviewed. Touchless methods for palmprint recognition are then described. For both categories, methods that use two-dimensional samples and methods that use three-dimensional models are considered. The techniques used to estimate the quality of palmprint samples and their classification are reviewed. Finally, the methods used to generate synthetic palmprint samples are introduced.

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References

  1. NEC Automated Palmprint Identification System. http://nz.nec.com/en_NZ/solutions/public_safety/fingerprint_identification.html

  2. Palm reading guide. http://www.md-health.com/Palm-Reading-Guide.html

  3. Abeysundera, H.P., Eskil, M.T.: Palmprint verification using SIFT majority voting. In: E. Gelenbe, R. Lent, G. Sakellari (eds.) Computer and Information Sciences II, pp. 291–297. Springer London (2012)

    Google Scholar 

  4. Aykut, M., Ekinci, M.: AAM-based palm segmentation in unrestricted backgrounds and various postures for palmprint recognition. Pattern Recognition Letters 34(9), 955–962 (2013)

    Article  Google Scholar 

  5. Badrinath, G.S., Gupta, P.: An efficient multi-algorithmic fusion system based on palmprint for personnel identification. In: Proceedings of the International Conference on Advanced Computing and Communications (ADCOM), pp. 759–764 (2007)

    Google Scholar 

  6. Badrinath, G.S., Gupta, P.: Palmprint verification using SIFT features. In: Proceedings of the First Workshops on Image Processing Theory, Tools and Applications (IPTA), pp. 1–8 (2008)

    Google Scholar 

  7. Badrinath, G.S., Gupta, P.: Palmprint based verification system robust to rotation, scale and occlusion. In: Proceedings of the 12th International Conference on Computers and Information Technology (ICCIT), pp. 408–413 (2009)

    Google Scholar 

  8. Badrinath, G.S., Gupta, P.: Stockwell transform based palm-print recognition. Applied Soft Computing 11(7), 4267–4281 (2011)

    Article  Google Scholar 

  9. Badrinath, G.S., Gupta, P.: Palmprint based recognition system using phase-difference information. Future Generation Computer Systems 28(1), 287–305 (2012)

    Article  Google Scholar 

  10. Badrinath, G.S., Tiwari, K., Gupta, P.: An efficient palmprint based recognition system using 1D-DCT features. In: D.S. Huang, C. Jiang, V. Bevilacqua, J. Figueroa (eds.) Intelligent Computing Technology, Lecture Notes in Computer Science, vol. 7389, pp. 594–601. Springer Berlin Heidelberg (2012)

    Google Scholar 

  11. Ben Jemaa, S., Frikha, M., Moalla, I., Hammami, M., Ben-Abdallah, H.: Sfax-Miracl hand database for contactless hand biometrics applications. In: A. Elmoataz, D. Mammass, O. Lezoray, F. Nouboud, D. Aboutajdine (eds.) Image and Signal Processing, Lecture Notes in Computer Science, vol. 7340, pp. 226–234. Springer Berlin Heidelberg (2012)

    Google Scholar 

  12. Business Wire: El Paso police installs Sagem Morpho Palmprint System (2002). http://www.businesswire.com

  13. Cai, R., Hu, D.: Image fusion of palmprint and palm vein: Multispectral palm image fusion. In: Proceedings of the 2010 3rd International Congress on Image and Signal Processing (CISP), vol. 6, pp. 2778–2781 (2010)

    Google Scholar 

  14. Cannon, M., Byrne, M., Cotter, D., Sham, P., Larkin, C., O’Callaghan, E.: Further evidence for anomalies in the hand-prints of patients with schizophrenia: a study of secondary creases. Schizophrenia Research 13(2), 179–184 (1994)

    Article  Google Scholar 

  15. Cappelli, R., Ferrara, M., Maio, D.: A fast and accurate palmprint recognition system based on minutiae. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics 42(3), 956–962 (2012)

    Article  Google Scholar 

  16. Chen, J., Moon, Y.S., Wong, M.F., Su, G.: Palmprint authentication using a symbolic representation of image. Image and Vision Computing 28(3), 343–351 (2010)

    Article  Google Scholar 

  17. Chen, W.S., Chiang, Y.S., Chiu, Y.H.: Biometric verification by fusing hand geometry and palmprint. In: Proceedings of the Third International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIHMSP), vol. 2, pp. 403–406 (2007)

    Google Scholar 

  18. Chin, Y.J., Ong, T.S., Goh, M.K.O., Hiew, B.Y.: Integrating palmprint and fingerprint for identity verification. In: Proceedings of the Third International Conference on Network and System Security (NSS), pp. 437–442 (2009)

    Google Scholar 

  19. Choraś, M., Kozik, R.: Feature extraction method for contactless palmprint biometrics. In: D.S. Huang, M. McGinnity, L. Heutte, X.P. Zhang (eds.) Advanced Intelligent Computing Theories and Applications, Communications in Computer and Information Science, vol. 93, pp. 435–442. Springer Berlin Heidelberg (2010)

    Google Scholar 

  20. Choras, M., Kozik, R., Zelek, A.: A novel shape-texture approach to palmprint detection and identification. In: Proceedings of the Eighth International Conference on Intelligent Systems Design and Applications (ISDA), vol. 3, pp. 638–643 (2008)

    Google Scholar 

  21. Choras, R.S., Choras, M.: Hand shape geometry and palmprint features for the personal identification. In: Proceedings of the Sixth International Conference on Intelligent Systems Design and Applications (ISDA), vol. 2, pp. 1085–1090 (2006)

    Google Scholar 

  22. Chu, R., Liao, S., Han, Y., Sun, Z., Li, S.Z., Tan, T.: Fusion of face and palmprint for personal identification based on ordinal features. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)., pp. 1–2 (2007)

    Google Scholar 

  23. Connie, T., Jin, A.T.B., Ong, M.G.K., Ling, D.N.C.: An automated palmprint recognition system. Image and Vision Computing 23(5), 501–515 (2005)

    Article  Google Scholar 

  24. Crossmatch: L SCAN©1000PX. http://www.crossmatch.com/l-scan-1000px.php

  25. Cui, J.: 2D and 3D palmprint fusion and recognition using PCA plus TPTSR method. Neural Computing and Applications pp. 1–6 (2012)

    Google Scholar 

  26. Cui, J.: Multispectral fusion for palmprint recognition. Optik - International Journal for Light and Electron Optics (2012)

    Google Scholar 

  27. Cui, J., Xu, Y.: Three dimensional palmprint recognition using linear discriminant analysis method. In: Proceedings of the 2011 Second International Conference on Innovations in Bio-inspired Computing and Applications (IBICA), pp. 107–111 (2011)

    Google Scholar 

  28. Dai, J., Feng, J., Zhou, J.: Robust and efficient ridge-based palmprint matching. IEEE Transactions on Pattern Analysis and Machine Intelligence 34(8), 1618–1632 (2012)

    Article  Google Scholar 

  29. Dai, J., Zhou, J.: Multifeature-based high-resolution palmprint recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence 33(5), 945–957 (2011)

    Article  Google Scholar 

  30. Dewan, S.K.: Elementary, Watson: Scan a palm, find a clue. The New York Times (2003)

    Google Scholar 

  31. Doublet, J., Lepetit, O., Revenu, M.: Contact less hand recognition using shape and texture features. In: Proceedings of the 2006 8th International Conference on Signal Processing, vol. 3, pp. – (2006)

    Google Scholar 

  32. Doublet, J., Lepetit, O., Revenu, M.: Contactless palmprint authentication using circular Gabor filter and approximated string matching. In: Proceedings of the Ninth IASTED International Conference on Signal and Image Processing, SIP, pp. 511–516. ACTA Press, Anaheim, CA, USA (2007)

    Google Scholar 

  33. Doublet, J., Revenu, M., Lepetit, O.: Robust grayscale distribution estimation for contactless palmprint recognition. In: Proceedings of the First IEEE International Conference on Biometrics: Theory, Applications, and Systems (BTAS), pp. 1–6 (2007)

    Google Scholar 

  34. Duta, N., Jain, A.K., Mardia, K.V.: Matching of palmprints. Pattern recognition letters 23, 477–485 (2002)

    Article  MATH  Google Scholar 

  35. Ekinci, M., Aykut, M.: Gabor-based kernel PCA for palmprint recognition. Electronics Letters 43(20), 1077–1079 (2007)

    Article  Google Scholar 

  36. Fahmy, M.M.M.: Palmprint recognition based on Mel frequency Cepstral coefficients feature extraction. Ain Shams Engineering Journal 1(1), 39–47 (2010)

    Article  Google Scholar 

  37. Fang, L., Leung, M.K.H., Shikhare, T., Chan, V., Choon, K.F.: Palmprint classification. In: Proceedings of the IEEE International Conference on Systems, Man and Cybernetics (SMC), vol. 4, pp. 2965–2969 (2006)

    Google Scholar 

  38. FBI: A practical guide for palm print capture - document overview. https://www.fbibiospecs.org/docs/PalmGuidance%20v1.0.pdf

  39. FBI: The Science of Fingerprints. Classification and Uses. U.S. Department of Justice, FBI. Superintendent of Documents, U.S. Government Printing Office, Washington, D.C. (2006)

    Google Scholar 

  40. Feng, Y., Li, J., Huang, L., Li, C.: Real-time ROI acquisition for unsupervised and touch-less palmprint. World Academy of science, Engineering and Technology 78, 823–827 (2011)

    Google Scholar 

  41. Ferrer, M.A., Vargas, F., Morales, A.: BiSpectral contactless hand based biometric system. In: Proceedings of the 2011 2nd National Conference on Telecommunications (CONATEL), pp. 1–6 (2011)

    Google Scholar 

  42. Franzgrote, M., Borg, C., Tobias Ries, B.J., Bussemaker, S., Jiang, X., Fieleser, M., Zhang, D.: Palmprint verification on mobile phones using accelerated competitive code. In: Proceedings of the 2011 International Conference on Hand-Based Biometrics (ICHB), pp. 1–6 (2011)

    Google Scholar 

  43. Fratric, I., Ribaric, S.: Colour-based palmprint verification - an experiment. In: Proceedings of the 14th IEEE Mediterranean Electrotechnical Conference (MELECON), pp. 890–895 (2008)

    Google Scholar 

  44. Fuertes, J.J., Travieso, C.M., Ferrer, M.A., Alonso, J.B.: Intra-modal biometric system using hand-geometry and palmprint texture. In: Proceedings of the 2010 IEEE International Carnahan Conference on Security Technology (ICCST), pp. 318–322 (2010)

    Google Scholar 

  45. Gui, J., Jia, W., Zhu, L., Wang, S.L., Huang, D.S.: Locality preserving discriminant projections for face and palmprint recognition. Neurocomputing 73(13–15), 2696–2707 (2010)

    Article  Google Scholar 

  46. Guo, Z., Zhang, D., Zhang, L., Liu, W.: Feature band selection for online multispectral palmprint recognition. IEEE Transactions on Information Forensics and Security 7(3), 1094–1099 (2012)

    Article  Google Scholar 

  47. Guo, Z., Zhang, D., Zhang, L., Zuo, W.: Palmprint verification using binary orientation co-occurrence vector. Pattern Recognition Letters pp. 1219–1227 (2009)

    Google Scholar 

  48. Guo, Z., Zhang, D., Zhang, L., Zuo, W., Lu, G.: Empirical study of light source selection for palmprint recognition. Pattern Recognition Letters 32(2), 120–126 (2011)

    Article  Google Scholar 

  49. Guo, Z., Zuo, W., Zhang, L., Zhang, D.: A unified distance measurement for orientation coding in palmprint verification. Neurocomputing 73(4–6), 944–950 (2010)

    Article  Google Scholar 

  50. Gupta, A., Sachdeva, M., Garg, U.: OPMAOP: Opposite Pair Matching Approach in Offline Palmprint. In: Proceedings of the IEEE International Advance Computing Conference (IACC), pp. 519–524 (2009)

    Google Scholar 

  51. Han, D., Guo, Z., Zhang, D.: Multispectral palmprint recognition using wavelet-based image fusion. In: Proceedings of the 9th International Conference on Signal Processing (ICSP), pp. 2074–2077 (2008)

    Google Scholar 

  52. Han, Y., Sun, Z., Wang, F., Tan, T.: Palmprint recognition under unconstrained scenes. In: Y. Yagi, S. Kang, I. Kweon, H. Zha (eds.) Computer Vision - ACCV 2007, Lecture Notes in Computer Science, vol. 4844, pp. 1–11. Springer Berlin Heidelberg (2007)

    Google Scholar 

  53. Han, Y., Tan, T., Sun, Z., Hao, Y.: Embedded palmprint recognition system on mobile devices. In: S.W. Lee, S.Z. Li (eds.) Advances in Biometrics, Lecture Notes in Computer Science, vol. 4642, pp. 1184–1193. Springer Berlin Heidelberg (2007)

    Google Scholar 

  54. Hao, Y., Sun, Z., Tan, T., Ren, C.: Multispectral palm image fusion for accurate contact-free palmprint recognition. In: Proceedings of the 15th IEEE International Conference on Image Processing (ICIP), pp. 281–284 (2008)

    Google Scholar 

  55. Hennings-Yeomans, P.H., Kumar, B.V.K.V., Savvides, M.: Palmprint classification using multiple advanced correlation filters and palm-specific segmentation. IEEE Transactions on Information Forensics and Security 2(3), 613–622 (2007)

    Article  Google Scholar 

  56. Huang, D.S., Jia, W., Zhang, D.: Palmprint verification based on principal lines. Pattern Recognition 41(4), 1316–1328 (2008)

    Article  Google Scholar 

  57. Huang, W., Lin, X., Dai, X.: A novel approach for palmprint ridges features extraction. In: Proceedings of the 2nd International Congress on Image and Signal Processing (CISP), pp. 1–5 (2009)

    Google Scholar 

  58. Imtiaz, H., Fattah, S.A.: A DCT-based feature extraction algorithm for palm-print recognition. In: Proceedings of the 2010 IEEE International Conference on Communication Control and Computing Technologies (ICCCCT), pp. 657–660 (2010)

    Google Scholar 

  59. Imtiaz, H., Fattah, S.A.: A histogram-based dominant wavelet domain feature selection algorithm for palm-print recognition. Computers & Electrical Engineering 39(4), 1114–1128 (2013)

    Article  Google Scholar 

  60. Imtiaz, H., Fattah, S.A.: A wavelet-based dominant feature extraction algorithm for palm-print recognition. Digital Signal Processing 23(1), 244–258 (2013)

    Article  MathSciNet  Google Scholar 

  61. Indian Institute of Technology Delhi: IIT Delhi Touchless Palmprint Database (Version 1.0). http://www4.comp.polyu.edu.hk/%7ecsajaykr/IITD/Database_Palm.htm

  62. Institute of Automation, Chinese Academy of Sciences: CASIA Multispectral Palmprint database. http://www.idealtest.org/dbDetailForUser.do?id=6

  63. Institute of Automation, Chinese Academy of Sciences: CASIA palmprint image database. http://biometrics.idealtest.org/dbDetailForUser.do?id=5

  64. Ito, K., Aoki, T., Nakajima, H., Kobayashi, K., Higuchi, T.: A phase-based palmprint recognition algorithm and its experimental evaluation. In: Proceedings of the International Symposium on Intelligent Signal Processing and Communications (ISPACS), pp. 215–218 (2006)

    Google Scholar 

  65. Jain, A.K., Demirkus, M.: On latent palmprint matching. Tech. Rep. MSU-CSE-08-8, Department of Computer Science, Michigan State University, East Lansing, Michigan (2008)

    Google Scholar 

  66. Jain, A.K., Feng, J.: Latent palmprint matching. IEEE Transactions on Pattern Analysis and Machine Intelligence 31(6), 1032–1047 (2009)

    Article  Google Scholar 

  67. Jia, W., Hu, R.X., Gui, J., Zhao, Y., Ren, X.M.: Palmprint recognition across different devices. Sensors 12(6), 7938–7964 (2012)

    Article  Google Scholar 

  68. Jia, W., Huang, D.S., Zhang, D.: Palmprint verification based on robust line orientation code. Pattern Recognition 41(5), 1504–1513 (2008)

    Article  MATH  Google Scholar 

  69. Jia, W., Ling, B., Chau, K.W., Heutte, L.: Palmprint identification using restricted fusion. Applied Mathematics and Computation 205(2), 927–934 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  70. Jia, W., Zhu, Y.H., Liu, L.F., Huang, D.S.: Fast palmprint retrieval using principal lines. In: Proceedings of the IEEE International Conference on Systems, Man and Cybernetics (SMC), pp. 4118–4123 (2009)

    Google Scholar 

  71. Jing, X., Li, S., Zhang, D., Lan, C., Yang, J.: Optimal subset-division based discrimination and its kernelization for face and palmprint recognition. Pattern Recognition 45(10), 3590–3602 (2012)

    Article  MATH  Google Scholar 

  72. Jing, X.Y., Zhang, D.: A face and palmprint recognition approach based on discriminant DCT feature extraction. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics 34(6), 2405–2415 (2004)

    Article  Google Scholar 

  73. Kanchana, S., Balakrishnan, G.: Quadtree decomposition for palm print feature representation in palmprint recognition system. In: Proceedings of the 2012 IEEE International Conference on Advanced Communication Control and Computing Technologies (ICACCCT), pp. 291–294 (2012)

    Google Scholar 

  74. Kanhangad, V., Kumar, A., Zhang, D.: Contactless and pose invariant biometric identification using hand surface. IEEE Transactions on Image Processing 20(5), 1415–1424 (2011)

    Article  MathSciNet  Google Scholar 

  75. Kanhangad, V., Kumar, A., Zhang, D.: A unified framework for contactless hand verification. IEEE Transactions on Information Forensics and Security 6(3), 1014–1027 (2011)

    Article  Google Scholar 

  76. Kekre, H.B., Bharadi, V.A.: Fingerprint & palmprint segmentation by automatic thresholding of Gabor magnitude. In: Proceedings of the 2009 2nd International Conference on Emerging Trends in Engineering and Technology (ICETET), pp. 235–241 (2009)

    Google Scholar 

  77. Kekre, H.B., Sarode, T., Vig, R., Pranay, A., Aashita, I., Saurabh, B.: Palmprint identification using Kronecker product of DCT and Walsh transforms for multi-spectral images. In: Proceedings of the 2011 International Conference on Hand-Based Biometrics (ICHB), pp. 1–7 (2011)

    Google Scholar 

  78. Khan, Z., Mian, A., Hu, Y.: Contour Code: Robust and efficient multispectral palmprint encoding for human recognition. In: Proceedings of the 2011 IEEE International Conference on Computer Vision (ICCV), pp. 1935–1942 (2011)

    Google Scholar 

  79. Kisku, D.R., Gupta, P., Sing, J.K., Hwang, C.J.: Multispectral palm image fusion for person authentication using ant colony optimization. In: Proceedings of the 2010 International Workshop on Emerging Techniques and Challenges for Hand-Based Biometrics (ETCHB), pp. 1–7 (2010)

    Google Scholar 

  80. Kong, A., Zhang, D., Kamel, M.: Palmprint identification using feature-level fusion. Pattern Recognition 39(3), 478–487 (2006)

    Article  MATH  Google Scholar 

  81. Kong, A., Zhang, D., Kamel, M.: Three measures for secure palmprint identification. Pattern Recognition 41(4), 1329–1337 (2008)

    Article  Google Scholar 

  82. Kong, A., Zhang, D., Kamel, M.: A survey of palmprint recognition. Pattern Recognition 42(7), 1408–1418 (2009)

    Article  Google Scholar 

  83. Kong, A.W.K., Zhang, D.: Competitive coding scheme for palmprint verification. In: Proceedings of the 17th International Conference on Pattern Recognition (ICPR), vol. 1, pp. 520–523 (2004)

    Google Scholar 

  84. Kong, A.W.K., Zhang, D., Lu, G.: A study of identical twins’ palmprints for personal verification. Pattern Recognition 39(11), 2149–2156 (2006)

    Article  MATH  Google Scholar 

  85. Kostadinov, D., Bogdanova, S.: Logistic regression classifier for palmprint verification. In: Proceedings of the 2012 19th International Conference on Systems, Signals and Image Processing (IWSSIP), pp. 413–416 (2012)

    Google Scholar 

  86. Kozik, R., Zelek, A., Choras, M.: Palmprint recognition enhanced by the shape features. In: Proceedings of the 7th Computer Information Systems and Industrial Management Applications (CISIM), pp. 214–215 (2008)

    Google Scholar 

  87. Kumar, A.: Incorporating cohort information for reliable palmprint authentication. In: Proceedings of the Sixth Indian Conference on Computer Vision, Graphics Image Processing (ICVGIP), pp. 583–590 (2008)

    Google Scholar 

  88. Kumar, A., Hanmandlu, M., Madasu, V.K., Vasikarla, S.: A palm print authentication system using quantized phase feature representation. In: Proceedings of the 2011 IEEE Applied Imagery Pattern Recognition Workshop (AIPR), pp. 1–8 (2011)

    Google Scholar 

  89. Kumar, A., Wong, D.C.M., Shen, H.C., Jain, A.K.: Personal verification using palmprint and hand geometry biometric. In: J. Kittler, M.S. Nixon (eds.) Audio- and Video-Based Biometric Person Authentication, Lecture Notes in Computer Science, vol. 2688, pp. 668–678. Springer Berlin Heidelberg (2003)

    Google Scholar 

  90. Kumar, A., Zhang, D.: Combining fingerprint, palmprint and hand-shape for user authentication. In: Proceedings of the 18th International Conference on Pattern Recognition (ICPR), vol. 4, pp. 549–552 (2006)

    Google Scholar 

  91. Laadjel, M., Bouridane, A., Kurugollu, F., Nibouche, O., Yan, W.: Partial palmprint matching using invariant local minutiae descriptors. In: Y.Q. Shi (ed.) Transactions on Data Hiding and Multimedia Security V, Lecture Notes in Computer Science, vol. 6010, pp. 1–17. Springer Berlin Heidelberg (2010)

    Google Scholar 

  92. Laadjel, M., Kurugollu, F., Bouridane, A., Boussakta, S.: Degraded partial palmprint recognition for forensic investigations. In: Proceedings of the 2009 16th IEEE International Conference on Image Processing (ICIP), pp. 1513–1516 (2009)

    Google Scholar 

  93. Li, F., Leung, M.K.H., Chian, C.S.: Making palm print matching mobile. CoRR abs/0912.0578 (2009)

    Google Scholar 

  94. Li, J., Shi, G.: A novel palmprint feature processing method based on skeleton image. In: Proceedings of the IEEE International Conference on Signal Image Technology and Internet Based Systems (SITIS), pp. 221–228 (2008)

    Google Scholar 

  95. Li, J., Shi, G., Zheng, Y., Liu, Y.: The research on offline palmprint identification. In: Proceedings of the 2009 WRI World Congress on Computer Science and Information Engineering, vol. 1, pp. 587–590 (2009)

    Google Scholar 

  96. Li, W., Zhang, B., Zhang, L., Yan, J.: Principal line-based alignment refinement for palmprint recognition. IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews 42(6), 1491–1499 (2012)

    Article  MathSciNet  Google Scholar 

  97. Li, W., Zhang, D., Lu, G., Luo, N.: A novel 3-D palmprint acquisition system. IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans 42(2), 443–452 (2012)

    Article  Google Scholar 

  98. Li, W., Zhang, D., Xu, Z.: Palmprint identification by Fourier transform. International Journal of Pattern Recognition and Artificial Intelligence 16(04), 417–432 (2002)

    Article  Google Scholar 

  99. Li, W., Zhang, D., Zhang, D.: Three dimensional palmprint recognition. In: Proceedings of the IEEE International Conference on Systems, Man and Cybernetics (SMC), pp. 4847–4852 (2009)

    Google Scholar 

  100. Li, W., Zhang, D., Zhang, D., Lu, G., Yan, J.: Efficient joint 2D and 3D palmprint matching with alignment refinement. In: Proceedings of the 2010 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 795–801 (2010)

    Google Scholar 

  101. Li, W., Zhang, D., Zhang, D., Lu, G., Yan, J.: 3-D palmprint recognition with joint line and orientation features. IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews 41(2), 274–279 (2011)

    Article  Google Scholar 

  102. Li-cong, Z., Ding, X.M., Yan-qiang, Z., Qiang, L., Cheng-qi, W.: Embedded online palmprint verification system based on Ethernet. In: Proceedings of the 2nd International Congress on Image and Signal Processing (CISP), pp. 1–5 (2009)

    Google Scholar 

  103. Liu, E., Jain, A.K., Tian, J.: A coarse to fine minutiae-based latent palmprint matching. IEEE Transactions on Pattern Analysis and Machine Intelligence (2013)

    Google Scholar 

  104. Liu, M., Li, L.: Cross-correlation based binary image registration for 3D palmprint recognition. In: Proceedings of the 2012 IEEE 11th International Conference on Signal Processing (ICSP), vol. 3, pp. 1597–1600 (2012)

    Google Scholar 

  105. Lu, C.W., Fan, I., Han, C.C., Chang, J.C., Fan, K.C., Liao, H.Y.M.: Palmprint verification using gradient maps and support vector machines. In: Proceedings of the 2012 Asia-Pacific Signal Information Processing Association Annual Summit and Conference (APSIPA ASC), pp. 1–4 (2012)

    Google Scholar 

  106. Lu, G., Zhang, D., Kong, W.K., Wong, M.: A palmprint authentication system. In: A.K. Jain, P. Flynn, A.A. Ross (eds.) Handbook of Biometrics, pp. 171–187. Springer US (2008)

    Google Scholar 

  107. Lu, J., Tan, Y.P.: Improved discriminant locality preserving projections for face and palmprint recognition. Neurocomputing 74(18), 3760–3767 (2011)

    Article  Google Scholar 

  108. Lu, J., Zhao, Y., Hu, J.: Enhanced Gabor-based region covariance matrices for palmprint recognition. Electronics Letters 45(17), 880–881 (2009)

    Article  Google Scholar 

  109. Luo, N., Guo, Z., Wu, G., Song, C.: Joint palmprint and palmvein verification by dual competitive coding. In: Proceedings of the 2011 3rd International Conference on Advanced Computer Control (ICACC), pp. 538–542 (2011)

    Google Scholar 

  110. Ma, S., Wu, G., Zhang, N., Li, H., Luo, N., Chen, Q.: Embedded three-dimensional surface measurement system for palmprint. In: Proceedings of the 2011 International Conference on Hand-Based Biometrics (ICHB), pp. 1–5 (2011)

    Google Scholar 

  111. Madasu, H., Gupta, H.M., Mittal, N., Vasikarla, S.: An authentication system based on palmprint. In: Proceedings of the Sixth International Conference on Information Technology: New Generations (ITNG), pp. 399–404 (2009)

    Google Scholar 

  112. Mansoor, A.B., Masood, H., Mumtaz, M., Khan, S.A.: A feature level multimodal approach for palmprint identification using directional subband energies. Journal of Network and Computer Applications 34(1), 159–171 (2011)

    Article  Google Scholar 

  113. Masood, H., Asim, M., Mumtaz, M., Mansoor, A.B.: Combined contourlet and non-subsampled contourlet transforms based approach for personal identification using palmprint. In: Digital Image Computing: Techniques and Applications (DICTA), pp. 408–415 (2009)

    Google Scholar 

  114. Masood, H., Mumtaz, M., Butt, M.A.A., Mansoor, A.B., Khan, S.A.: Wavelet based palmprint authentication system. In: Proceedings of the International Symposium on Biometrics and Security Technologies (ISBAST), pp. 1–7 (2008)

    Google Scholar 

  115. Meraoumia, A., Chitroub, S., Bouridane, A.: 2D and 3D palmprint information and Hidden Markov Model for improved identification performance. In: Proceedings of the 2011 11th International Conference on Intelligent Systems Design and Applications (ISDA), pp. 648–653 (2011)

    Google Scholar 

  116. Meraoumia, A., Chitroub, S., Bouridane, A.: Fusion of multispectral palmprint images for automatic person identification. In: Proceedings of the 2011 Saudi International Electronics, Communications and Photonics Conference (SIECPC), pp. 1–6 (2011)

    Google Scholar 

  117. Methani, C., Namboodiri, A.M.: Pose invariant palmprint recognition. In: M. Tistarelli, M.S. Nixon (eds.) Advances in Biometrics, Lecture Notes in Computer Science, vol. 5558, pp. 577–586. Springer Berlin Heidelberg (2009)

    Google Scholar 

  118. Methani, C., Namboodiri, A.M.: Video based palmprint recognition. In: Proceedings of the 2010 20th International Conference on Pattern Recognition (ICPR), pp. 1352–1355 (2010)

    Google Scholar 

  119. Michael, G.K.O., Connie, T., Jin, A.T.B.: An innovative contactless palm print and knuckle print recognition system. Pattern Recognition Letters 31(12), 1708–1719 (2010)

    Article  Google Scholar 

  120. Michael, G.K.O., Connie, T., Jin, A.T.B.: Robust palm print and knuckle print recognition system using a contactless approach. In: Proceedings of the 2010 the 5th IEEE Conference on Industrial Electronics and Applications (ICIEA), pp. 323–329 (2010)

    Google Scholar 

  121. Michael, G.K.O., Connie, T., Teoh, A.B.J.: Touch-less palm print biometrics: Novel design and implementation. Image and Vision Computing 26(12), 1551–1560 (2008)

    Article  Google Scholar 

  122. Michael, G.K.O., Connie, T., Teoh, A.B.J.: A contactless biometric system using palm print and palm vein features. In: D.G. Chetty (ed.) Advanced Biometric Technologies (2011)

    Google Scholar 

  123. Michal, C., Kozik, R.: Contactless palmprint and knuckle biometrics for mobile devices. Pattern Analysis & Applications 15(1), 73–85 (2012)

    Article  Google Scholar 

  124. Morales, A., Ferrer, M.A., Kumar, A.: Improved palmprint authentication using contactless imaging. In: Proceedings of the 2010 Fourth IEEE International Conference on Biometrics: Theory Applications and Systems (BTAS), pp. 1–6 (2010)

    Google Scholar 

  125. Morales, A., Ferrer, M.A., Kumar, A.: Towards contactless palmprint authentication. IET Computer Vision 5(6), 407–416 (2011)

    Article  MathSciNet  Google Scholar 

  126. Morales, A., Ferrer, M.A., Travieso, C.M., Alonso, J.B.: Multisampling approach applied to contactless hand biometrics. In: Proceedings of the 2012 IEEE International Carnahan Conference on Security Technology (ICCST), pp. 224–229 (2012)

    Google Scholar 

  127. Morales, A., Kumar, A., Ferrer, M.A.: Incorporating color information for reliable palmprint authentication. In: Proceedings of the 2011 18th IEEE International Conference on Image Processing (ICIP), pp. 3193–3196 (2011)

    Google Scholar 

  128. Mu, M., Ruan, Q., Guo, S.: Shift and gray scale invariant features for palmprint identification using complex directional wavelet and local binary pattern. Neurocomputing 74(17), 3351–3360 (2011)

    Article  Google Scholar 

  129. Mu, M., Ruan, Q., Ming, Y.: Shape parameters of Gaussian as descriptor for palmprint recognition based on dual-tree complex wavelet transform. In: Proceedings of the 2010 IEEE 10th International Conference on Signal Processing (ICSP), pp. 1406–1409 (2010)

    Google Scholar 

  130. National Science and Technology Council (NSTC): Palmprint recognition. http://www.biometrics.gov/documents/palmprintrec.pdf

  131. Negi, A., Panigrahi, B., Prasad, M.V.N., Das, M.: A palmprint classification scheme using heart line feature extraction. In: Proceedings of the 9th International Conference on Information Technology (ICIT), pp. 180–181 (2006)

    Google Scholar 

  132. Nibouche, O., Jiang, J.: Palmprint matching using feature points and SVD factorisation. Digital Signal Processing 23(4), 1154–1162 (2013)

    Article  MathSciNet  Google Scholar 

  133. Nibouche, O., Jiang, J., Trundle, P.: Analysis of performance of palmprint matching with enforced sparsity. Digital Signal Processing 22(2), 348–355 (2012)

    Article  MathSciNet  Google Scholar 

  134. Palanikumar, S., Sasikumar, M., Rajeesh, J.: Palmprint enhancement using GA-AIVHE method. In: Proceedings of the 2010 IEEE International Conference on Communication Control and Computing Technologies (ICCCCT), pp. 637–642 (2010)

    Google Scholar 

  135. Pan, X., Ruan, Q., Wang, Y.: Palmprint recognition using fusion of local and global features. In: Proceedings of the International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS), pp. 642–645 (2007)

    Google Scholar 

  136. Pan, X., Ruan, Q., Wang, Y.: Palmprint recognition using contourlets-based local fractal dimensions. In: Proceedings of the 9th International Conference on Signal Processing (ICSP), pp. 2108–2111 (2008)

    Google Scholar 

  137. Pan, X., Ruan, Q.Q.: Palmprint recognition using Gabor feature-based (2D)2PCA. Neurocomputing 71(13–15), 3032–3036 (2008)

    Article  Google Scholar 

  138. Pan, X., Ruan, Q.Q.: Palmprint recognition with improved two-dimensional locality preserving projections. Image and Vision Computing 26(9), 1261–1268 (2008)

    Article  Google Scholar 

  139. Pan, X., Ruan, Q.Q., Wang, Y.X.: An improved 2DLPP method on Gabor features for palmprint recognition. In: Proceedings of the IEEE International Conference on Image Processing (ICIP), vol. 2, pp. 413–416 (2007)

    Google Scholar 

  140. Poinsot, A., Yang, F., Paindavoine, M.: Small sample biometric recognition based on palmprint and face fusion. In: Proceedings of the Fourth International Multi-Conference on Computing in the Global Information Technology (ICCGI), pp. 118–122 (2009)

    Google Scholar 

  141. Prasad, S.M., Govindan, V., Sathidevi, P.S.: Image quality augmented intramodal palmprint authentication. IET Image Processing 6(6), 668–676 (2012)

    Article  Google Scholar 

  142. Punsawad, Y., Wongsawat, Y.: Palmprint image enhancement using phase congruency. In: Proceedings of the IEEE International Conference on Robotics and Biomimetics (ROBIO), pp. 1643–1646 (2009)

    Google Scholar 

  143. Qin, A.K., Suganthan, P.N., Tay, C.H., Pa, H.S.: Personal identification system based on multiple palmprint features. In: Proceedings of the 9th International Conference on Control, Automation, Robotics and Vision (ICARCV), pp. 1–6 (2006)

    Google Scholar 

  144. Raghavendra, R., Dorizzi, B., Rao, A., Kumar, G.H.: Designing efficient fusion schemes for multimodal biometric systems using face and palmprint. Pattern Recognition 44(5), 1076–1088 (2011)

    Article  MATH  Google Scholar 

  145. Ribaric, S., Fratric, I., Kis, K.: A biometric verification system based on the fusion of palmprint and face features. In: Proceedings of the 4th International Symposium on Image and Signal Processing and Analysis (ISPA), pp. 12–17 (2005)

    Google Scholar 

  146. Ribaric, S., Marcetic, M.: Personal recognition based on the Gabor features of colour palmprint images. In: Proceedings of the 2012 Proceedings of the 35th International Convention MIPRO, pp. 967–972 (2012)

    Google Scholar 

  147. Rotinwa-Akinbile, M.O., Aibinu, A.M., Salami, M.J.E.: A novel palmprint segmentation technique. In: Proceedings of the 2011 First International Conference on Informatics and Computational Intelligence (ICI), pp. 235–239 (2011)

    Google Scholar 

  148. Rotinwa-Akinbile, M.O., Aibinu, A.M., Salami, M.J.E.: Palmprint recognition using principal lines characterization. In: Proceedings of the 2011 First International Conference on Informatics and Computational Intelligence (ICI), pp. 278–282 (2011)

    Google Scholar 

  149. Sakdanupab, M., Covavisaruch, N.: An efficient approach for automatic palmprint classification. In: Proceedings of the IEEE International Conference on Signal Image Technology and Internet Based Systems (SITIS), pp. 229–234 (2008)

    Google Scholar 

  150. Sang, H., Liu, F.: Defocused palmprint recognition using 2DPCA. In: Proceedings of the International Conference on Artificial Intelligence and Computational Intelligence (AICI), vol. 1, pp. 611–615 (2009)

    Google Scholar 

  151. Shang, P., Li, T.: Multifractal characteristics of palmprint and its extracted algorithm. Applied Mathematical Modelling 33(12), 4378–4387 (2009)

    Article  MATH  Google Scholar 

  152. Shashikala, K.P., Raja, K.B.: Palmprint identification using transform domain and spatial domain techniques. In: Proceedings of the 2012 International Conference on Computing Sciences (ICCS), pp. 105–109 (2012)

    Google Scholar 

  153. Shekhar, S., Kumar, B.S., Ramesh, S.: Robust approach for palm (ROI) extraction in palmprint recognition system. In: Proceedings of the 2012 IEEE International Conference on Engineering Education: Innovative Practices and Future Trends (AICERA), pp. 1–6 (2012)

    Google Scholar 

  154. Shu, W., Zhang, D.: Automated personal identification by palmprint. Optical Engineering 37(8), 2359–2362 (1998)

    Article  Google Scholar 

  155. Singh, S., Ramalho, M., Correia, P.L., Soares, L.D.: PP-RIDER: A rotation-invariant degraded partial palmprint recognition technique. In: 2012 Proceedings of the 20th European Signal Processing Conference (EUSIPCO), pp. 1499–1503 (2012)

    Google Scholar 

  156. Su, C.L.: Palm-print recognition by matrix discriminator. Expert Systems and Applications 36(7), 10,259–10,265 (2009)

    Article  Google Scholar 

  157. Sun, D., Qiu, Z., Qiang, L.: Palmprint identification using Gabor wavelet probabilistic neural networks. In: Proceedings of the 2006 8th International Conference on Signal Processing, vol. 4, pp. – (2006)

    Google Scholar 

  158. Tan, Z., Yang, J., Shang, Z., Shi, G., Chang, S.: Minutiae-based offline palmprint identification system. In: Proceedings of the WRI Global Congress on Intelligent Systems (GCIS), vol. 4, pp. 466–471 (2009)

    Google Scholar 

  159. The Hong Kong Polytechnic University: PolyU 2D + 3D palmprint database. http://www4.comp.polyu.edu.hk/~biometrics/2D_3D_Palmprint.htm

  160. The Hong Kong Polytechnic University: PolyU hyperspectral palmprint database. http://www4.comp.polyu.edu.hk/~biometrics/HyperspectralPalmprint/HSP.htm

  161. The Hong Kong Polytechnic University: PolyU multispectral palmprint database. http://www4.comp.polyu.edu.hk/~biometrics/MultispectralPalmprint/MSP.htm

  162. The Hong Kong Polytechnic University: PolyU palmprint database. http://www4.comp.polyu.edu.hk/~biometrics/polyudb.htm

  163. Tiwari, K., Arya, D.K., Badrinath, G.S., Gupta, P.: Designing palmprint based recognition system using local structure tensor and force field transformation for human identification. Neurocomputing 116(0), 222–230 (2013)

    Article  Google Scholar 

  164. Universidad de Las Palmas de Gran Canaria: GPDS 100 Contactless hands 2Band database. http://www.gpds.ulpgc.es/download/

  165. Valarmathy, S., Kumar, M.A., Sudha, M.: Improvement in palmprint recognition rate using fusion of multispectral palmprint images. In: Proceedings of the 2012 International Conference on Computing, Communication and Applications (ICCCA), pp. 1–5 (2012)

    Google Scholar 

  166. Wan, M., Lai, Z., Shao, J., Jin, Z.: Two-dimensional local graph embedding discriminant analysis (2DLGEDA) with its application to face and palm biometrics. Neurocomputing 73(1–3), 197–203 (2009)

    Article  Google Scholar 

  167. Wang, J., Li, D., Li, M., Lin, Y.: Research on the extraction to the region of interest area in palmprint. In: Proceedings of the 2012 24th Chinese Control and Decision Conference (CCDC), pp. 3714–3718 (2012)

    Google Scholar 

  168. Wang, J.G., Yau, W.Y., Suwandy, A.: Feature-level fusion of palmprint and palm vein for person identification based on a “Junction Point” representation. In: Proceedings of the 15th IEEE International Conference on Image Processing (ICIP), pp. 253–256 (2008)

    Google Scholar 

  169. Wang, J.G., Yau, W.Y., Suwandy, A., Sung, E.: Fusion of palmprint and palm vein images for person recognition based on “Laplacianpalm” feature. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1–8 (2007)

    Google Scholar 

  170. Wang, M., Ruan, Q.: Palmprint recognition based on two-dimensional methods. In: Proceedings of the 2006 8th International Conference on Signal Processing, vol. 4 (2006)

    Google Scholar 

  171. Wang, R., Ramos, D., Firrez, J.: Improving radial triangulation-based forensic palmprint recognition according to point pattern comparison by relaxation. In: A.K. Jain, A.A. Ross, S. Prabhakar, J. Kim (eds.) ICB, pp. 427–432. IEEE (2012)

    Google Scholar 

  172. Wang, X., Lei, L., Wang, M.: Palmprint verification based on 2D - Gabor wavelet and pulse-coupled neural network. Knowledge-Based Systems 27(0), 451–455 (2012)

    Article  MathSciNet  Google Scholar 

  173. Wang, X., Liang, J., Wang, M.: On-line fast palmprint identification based on adaptive lifting wavelet scheme. Knowledge-Based Systems 42, 68–73 (2013)

    Article  MathSciNet  Google Scholar 

  174. Wang, Y., Ruan, Q.: An improved unsharp masking method for palmprint image enhancement. In: Proceedings of the First International Conference on Innovative Computing, Information and Control (ICICIC), vol. 2, pp. 669–672 (2006)

    Google Scholar 

  175. Wang, Y., Ruan, Q.: Kernel fisher discriminant analysis for palmprint recognition. In: Proceedings of the 18th International Conference on Pattern Recognition (ICPR), vol. 4, pp. 457–460 (2006)

    Google Scholar 

  176. Wang, Y., Ruan, Q.: Palm-line extraction using steerable filters. In: Proceedings of the 2006 8th International Conference on Signal Processing, vol. 3, pp. – (2006)

    Google Scholar 

  177. Wang, Y., Ruan, Q., Pan, X.: An improved square-based palmprint segmentation method. In: Proceedings of the International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS), pp. 316–319 (2007)

    Google Scholar 

  178. Wang, Y., Ruan, Q., Pan, X.: Palmprint recognition method using dual-tree complex wavelet transform and local binary pattern histogram. In: Proceedings of the International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS), pp. 646–649 (2007)

    Google Scholar 

  179. Wang, Y.X., Sun, G.H.: Palmprint recognition using palm-line direction field texture feature. In: Proceedings of the 2012 International Conference on Machine Learning and Cybernetics (ICMLC), vol. 3, pp. 1130–1134 (2012)

    Google Scholar 

  180. Wei, Z., Han, Y., Sun, Z., Tan, T.: Palmprint image synthesis: A preliminary study. In: Proceedings of the 15th IEEE International Conference on Image Processing (ICIP), pp. 285–288 (2008)

    Google Scholar 

  181. Wong, K.Y.E., Chekima, A., Dargham, J.A., Sainarayanan, G.: Palmprint identification using Sobel operator. In: Proceedings of the 10th International Conference on Control, Automation, Robotics and Vision (ICARCV), pp. 1338–1341 (2008)

    Google Scholar 

  182. Wong, K.Y.E., Sainarayanan, G., Chekima, A.: Palmprint identification using wavelet energy. In: Proceedings of the International Conference on Intelligent and Advanced Systems (ICIAS), pp. 714–719 (2007)

    Google Scholar 

  183. Wong, M., Zhang, D., Kong, W.K., Lu, G.: Real-time palmprint acquisition system design. IEE Proceedings - Vision, Image and Signal Processing 152(5), 527–534 (2005)

    Article  Google Scholar 

  184. Wu, J., Qiu, Z.: A hierarchical palmprint identification method using hand geometry and grayscale distribution features. In: Proceedings of the 18th International Conference on Pattern Recognition (ICPR), vol. 4, pp. 409–412 (2006)

    Google Scholar 

  185. Wu, X., Wang, K., Zhang, D.: HMMs based palmprint identification. In: D. Zhang, A.K. Jain (eds.) Biometric Authentication, Lecture Notes in Computer Science, vol. 3072, pp. 775–781. Springer Berlin Heidelberg (2004)

    Google Scholar 

  186. Wu, Y.P., Tian, J.W., Xu, D., Zhang, X.J.: Palmprint recognition based on RB K-means and hierarchical SVM. In: Proceedings of the 2007 International Conference on Machine Learning and Cybernetics, vol. 6, pp. 3641–3647 (2007)

    Google Scholar 

  187. Xiao-yong, W., Dan, X., Ngo, C.W.: Multibiometrics based on palmprint and handgeometry. In: Proceedings of the Fourth Annual ACIS International Conference on Computer and Information Science, pp. 495–500 (2005)

    Google Scholar 

  188. Xu, X., Guo, Z.: Multispectral palmprint recognition using quaternion principal component analysis. In: Proceedings of the 2010 International Workshop on Emerging Techniques and Challenges for Hand-Based Biometrics (ETCHB), pp. 1–5 (2010)

    Google Scholar 

  189. Xu, Y., Fan, Z., Qiu, M., Zhang, D., Yang, J.Y.: A sparse representation method of bimodal biometrics and palmprint recognition experiments. Neurocomputing 103, 164–171 (2013)

    Article  Google Scholar 

  190. Yan, Y., Zhang, Y.J.: Discriminant projection embedding for face and palmprint recognition. Neurocomputing 71(16–18), 3534–3543 (2008)

    Article  Google Scholar 

  191. li Yang, W., li Wang, L.: Research of palmprint identification method using Zernike moment and neural network. In: Proceedings of the 2010 Sixth International Conference on Natural Computation (ICNC), vol. 3, pp. 1310–1313 (2010)

    Google Scholar 

  192. Yang, W., Wang, S., Jie, L., Shao, G.: A new palmprint identification technique based on a two-stage neural network classifier. In: Proceedings of the Fourth International Conference on Natural Computation (ICNC), vol. 5, pp. 18–23 (2008)

    Google Scholar 

  193. Yang, X., Feng, J., Zhou, J.: Palmprint indexing based on ridge features. In: Proceedings of the 2011 International Joint Conference on Biometrics, IJCB, pp. 1–8. IEEE Computer Society, Washington, DC, USA (2011)

    Google Scholar 

  194. Yashodha, G., Bremananlh, R.: Rotation invariant palmprint recognition: An overview and implementation. In: Proceedings of the 2012 International Conference on Machine Vision and Image Processing (MVIP), pp. 145–148 (2012)

    Google Scholar 

  195. Yih, E.W.K., Sainarayanan, G., Chekima, A., Narendra, G.: Palmprint identification using sequential modified Haar wavelet energy. In: Proceedings of the International Conference on Signal Processing, Communications and Networking (ICSCN), pp. 411–416 (2008)

    Google Scholar 

  196. You, J., Kong, W.K., Zhang, D., Cheung, K.H.: On hierarchical palmprint coding with multiple features for personal identification in large databases. IEEE Transactions on Circuits and Systems for Video Technology 14(2), 234–243 (2004)

    Article  Google Scholar 

  197. Yu, P., Xu, D.: Palmprint recognition using generalized discriminant analysis. In: Proceedings of the International Conference on Audio, Language and Image Processing (ICALIP), pp. 1517–1521 (2008)

    Google Scholar 

  198. Yu, P., Xu, D., Zhou, H.: Feature level fusion using palmprint and finger geometry based on Canonical Correlation Analysis. In: Proceedings of the 2010 3rd International Conference on Advanced Computer Theory and Engineering (ICACTE), vol. 5, pp. V5–260–V5–264 (2010)

    Google Scholar 

  199. Yu, P., Yu, P., Xu, D.: Comparison of PCA, LDA and GDA for palmprint verification. In: Proceedings of the 2010 International Conference on Information Networking and Automation (ICINA), vol. 1, pp. V1–148–V1–152 (2010)

    Google Scholar 

  200. Yu, P.F., Xu, D.: Palmprint recognition based on modified DCT features and RBF neural network. In: Proceedings of the 2008 International Conference on Machine Learning and Cybernetics, vol. 5, pp. 2982–2986 (2008)

    Google Scholar 

  201. Yue, F., Zuo, W., Zhang, D., Li, B.: Fast palmprint identification with multiple templates per subject. Pattern Recognition Letters 32(8), 1108–1118 (2011)

    Article  Google Scholar 

  202. Yue, F., Zuo, W., Zhang, D., Wang, K.: Orientation selection using modified FCM for competitive code-based palmprint recognition. Pattern Recognition 42(11), 2841–2849 (2009)

    Article  MATH  Google Scholar 

  203. Zhang, B., Li, W., Qing, P., Zhang, D.: Palm-print classification by global features. IEEE Transactions on Systems, Man, and Cybernetics: Systems 43(2), 370–378 (2013)

    Article  Google Scholar 

  204. Zhang, D.: Online palmprint classification. In: Palmprint Authentication, International Series on Biometrics, vol. 3, pp. 155–167. Springer US (2004)

    Google Scholar 

  205. Zhang, D., Guo, Z., Lu, G., Zhang, D., Zuo, W.: An online system of multispectral palmprint verification. IEEE Transactions on Instrumentation and Measurement 59(2), 480–490 (2010)

    Article  Google Scholar 

  206. Zhang, D., Guo, Z., Lu, G., Zhang, L., Liu, Y., Zuo, W.: Online joint palmprint and palmvein verification. Expert Systems with Applications 38(3), 2621–2631 (2011)

    Article  Google Scholar 

  207. Zhang, D., Kanhangad, V., Luo, N., Kumar, A.: Robust palmprint verification using 2D and 3D features. Pattern Recognition 43(1), 358–368 (2010)

    Article  MATH  Google Scholar 

  208. Zhang, D., Kong, W.K., You, J., Wong, M.: Online palmprint identification. IEEE Transactions on Pattern Analysis and Machine Intelligence 25(9), 1041–1050 (2003)

    Article  Google Scholar 

  209. Zhang, D., Lu, G., Li, W., Zhang, D., Luo, N.: Palmprint recognition using 3-D information. IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews 39(5), 505–519 (2009)

    Article  Google Scholar 

  210. Zhang, D., Shu, W.: Two novel characteristics in palmprint verification: datum point invariance and line feature matching. Pattern Recognition 32(4), 691–702 (1999)

    Article  Google Scholar 

  211. Zhang, D., Zuo, W., Yue, F.: A comparative study of palmprint recognition algorithms. ACM Computing Surveys (CSUR) 44(1), 2:1–2:37 (2012)

    Google Scholar 

  212. Zhang, D.D.: Palmprint Authentication. International Series on Biometrics. Springer (2004)

    Google Scholar 

  213. Zhang, H., Hu, D.: Palmprint verification system using Moiré pattern. In: Proceedings of the 2009 IEEE International Conference on Robotics and Biomimetics (ROBIO), pp. 1224–1229 (2009)

    Google Scholar 

  214. Zhang, L., Li, H.: Encoding local image patterns using Riesz transforms: With applications to palmprint and finger-knuckle-print recognition. Image and Vision Computing 30(12), 1043–1051 (2012)

    Article  Google Scholar 

  215. Zhang, L., Li, H., Niu, J.: Fragile bits in palmprint recognition. IEEE Signal Processing Letters 19(10), 663–666 (2012)

    Article  Google Scholar 

  216. Zhang, Q., Zhu, X.: Study of the thinning algorithm for thenar palmprint. In: Proceedings of the 2010 First ACIS International Symposium on Cryptography and Network Security, Data Mining and Knowledge Discovery, E-Commerce Its Applications and Embedded Systems (CDEE), pp. 179–182 (2010)

    Google Scholar 

  217. Zhang, S., Gu, X.: Palmprint recognition method based on score level fusion. Optik - International Journal for Light and Electron Optics (2012)

    Google Scholar 

  218. Zheng, Y., Liu, Y., Shi, G., Li, J., Wang, Q.: Segmentation of offline palmprint. In: Proceedings of the Third International IEEE Conference on Signal-Image Technologies and Internet-Based System (SITIS), pp. 804–811 (2007)

    Google Scholar 

  219. Zheng, Y., Shi, G., Wang, Q., Zhang, L.: Palmprint image quality measures in minutiae-based recognition. In: Proceedings of the 14th International Workshop on Systems, Signals and Image Processing, 2007 and 6th EURASIP Conference focused on Speech and Image Processing, Multimedia Communications and Services, pp. 140–143 (2007)

    Google Scholar 

  220. Zheng, Y., Shi, G., Wang, Q., Zhang, L.: Location of special areas on palmprint. In: Proceedings of the Congress on Image and Signal Processing (CISP), vol. 2, pp. 786–791 (2008)

    Google Scholar 

  221. Zheng, Y., Shi, G., Zhang, L., Wang, Q., Zhao, Y.: Research on offline palmprint image enhancement. In: Proceedings of the IEEE International Conference on Image Processing (ICIP), vol. 1, pp. 541–544 (2007)

    Google Scholar 

  222. Zhou, J., Sun, D., Qiu, Z., Xiong, K., Liu, D., Zhang, Y.: Palmprint recognition by fusion of multi-color components. In: Proceedings of the International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery (CyberC), pp. 273–278 (2009)

    Google Scholar 

  223. Zhou, Y., Guo, T., Wu, M., Zhao, T.: Latent palmprint image segmentation based on dissimilarity tolerance. In: Proceedings of the 2010 International Conference on Multimedia Communications (Mediacom), pp. 83–86 (2010)

    Google Scholar 

  224. Zhou, Y., Zeng, Y., Lizhen, Hu, W.: Application and development of palm print research. Technology and Health Care 10(5), 383–390 (2002)

    Google Scholar 

  225. Zhu, X., Liu, D.: Analysis of divisibility in thenar palmprint with texture features. In: 2010 First ACIS International Symposium on Cryptography and Network Security, Data Mining and Knowledge Discovery, E-Commerce Its Applications and Embedded Systems (CDEE), pp. 183–186 (2010)

    Google Scholar 

  226. Zhu, X., Zhang, Q., Liu, D., Lv, W.: An edge extraction algorithm of thenar palmprint image based on wavelet multi-scale. In: Proceedings of the 2010 Third International Symposium on Information Processing (ISIP), pp. 555–558 (2010)

    Google Scholar 

  227. Zuo, W., Yue, F., Zhang, D.: On accurate orientation extraction and appropriate distance measure for low-resolution palmprint recognition. Pattern Recognition 44(4), 964–972 (2011)

    Article  MATH  Google Scholar 

  228. Zuo, W., Zhang, H., Zhang, D., Wang, K.: Post-processed LDA for face and palmprint recognition: What is the rationale. Signal Processing 90(8), 2344–2352 (2010)

    Article  MATH  Google Scholar 

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    Angelo Genovese, Vincenzo Piuri & Fabio Scotti

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Genovese, A., Piuri, V., Scotti, F. (2014). Palmprint Biometrics. In: Touchless Palmprint Recognition Systems. Advances in Information Security, vol 60. Springer, Cham. https://doi.org/10.1007/978-3-319-10365-5_4

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