A comparative study of palmprint recognition algorithms

ACM Computing Surveys

Volumn 44, Issue 1, 2012, Pages

  Zhang, David ^a,b   Zuo, Wangmeng ^c   Yue, Feng ^c  

^a HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

^b SHENZHEN UNIVERSITY   (China)

^c HARBIN INSTITUTE OF TECHNOLOGY   (China)

Author keywords

Biometrics; Feature extraction; Palmprint recognition; Performance evaluation; Person identification

Indexed keywords

COMPARATIVE STUDIES; ERROR CORRELATION; FEATURE-BASED; GAUSSIAN CODES; HONG-KONG; HUMAN IDENTIFICATION; HYBRID METHOD; LINE DETECTORS; LOW RESOLUTION; ORIENTATION CODES; PALM-PRINT IMAGE; PALMPRINT RECOGNITION; PALMPRINTS; PERFORMANCE EVALUATION; PERSON IDENTIFICATION; RECOGNITION PERFORMANCE; RESEARCH DIRECTIONS; SCORE-LEVEL FUSION; UNIQUE FEATURES;

ALGORITHMS; ANTHROPOMETRY; BIOMETRICS; CODES (SYMBOLS);

FEATURE EXTRACTION;

EID: 84863229626     PISSN: 03600300     EISSN: 15577341     Source Type: Journal    
DOI: 10.1145/2071389.2071391     Document Type: Article

References (134)

1. AHONEN, T., HADID, A., AND PIETIKÄINEN, M. 2004. Face recognition with local binary patterns. In Proceedings of the European Conference on Computer Vision. 469-481.
2. AHONEN, T., HADID, A., AND PIETIKÄINEN, M. 2006. Face description with local binary patterns: Application to face recognition. IEEE Trans. Pattern Anal. Mach. Intell. 28, 12, 2037-2041. (Pubitemid 46405714)
3. ASHBAUGH, D. 1999. Quantitative-Qualitative Friction Ridge Analysis: An Introduction to Basic and Advanced Ridgeology. CRC Press.
4. AYKUT, M. AND EKINCI, M. 2007. Palmprint recognition using wavelet based kernel pca. In Proceedings of the IEEE 15th Signal Processing and Communications Applications. 1-4.
5. BEN-YACOUB, S., ABDELJAOUED, Y., AND MAYORAZ, E. 1999. Fusion of face and speech data for person identity verification. IEEE Trans. Neural Netw. 10, 5, 1065-1074.
6. CAPPELLI, R.,MAIO, D.,MALTONI, D.,WAYMAN, J., AND JAIN, A. 2006. Performance evaluation of fingerprint verification systems. IEEE Trans. Pattern Anal. Mach. Intell. 28, 1 (Jan.), 3-18.
7. CHEN, G. AND XIE, W. 2007. Pattern recognition with svm and dual-tree complex wavelets. Image Vis. Comput. 25, 6, 960-966. (Pubitemid 46541656)
8. CHEN, J., MOON, Y., WONG, M., AND SU, G. 2010. Palmprint authentication using a symbolic representation of images. Image Vis. Comput. 28, 3, 343-351.
9. CHEUNG, K., KONG, A., ZHANG, D., KAMEL, M., AND YOU, J. 2006. Does eigenpalm work? a system and evaluation perspective. In Proceedings of the International Conference on Pattern Recognition. 445-448. (Pubitemid 46553454)
10. CNET. 2006. British police get palm print database. http://news.cnet.com/ British-police-get-palm-printdatabase/2100-113903-6053083.html.
11. CONNIE, T., JIN, A., ONG, M., AND LING, D. 2003. An automated palmprint recognition system. Image Vis. Comput. 23, 5, 501-515. (Pubitemid 40519355)
12. CONNIE, T., TEOH, A., GOH, M., AND NGO, D. 2005. Palmhashing: A novel approach for cancelable biometrics. Inf. Process. Lett. 93, 1, 1-5.
13. CUMMINS, H. AND MIDLO, M. 1961. Finger Prints, Palms and Soles: An Introduction to Dermatoglyphics. Dover.
14. DAI, Q., BI, N., HUANG, D., ZHANG, D., AND LI, F. 2004. M-band wavelets applications to palmprint recognition based on texture features. In Proceedings of the International Conference on Image Processing. 893-896. (Pubitemid 40820178)
15. DASS, S., ZHU, Y., AND JAIN, A. 2006. Validating a biometric authentication system: Sample size requirements. IEEE Trans. Pattern Anal. Mach. Intell. 28, 12, 1902-1913. (Pubitemid 46405703)
16. DAUGMAN, J. 1993. High confidence visual recognition of persons by a test of statistical independence. IEEE Trans. Pattern Anal. Mach. Intell. 15, 11, 1148-1161.
17. DODDINGTONA, G., PRZYBOCKIB, M.,MARTIN, A., AND REYNOLDS, D. 2000. The nist speaker recognition evaluation c overview, methodology, systems, results, perspective. Speech Comm. 31, 2-3, 225-254.
18. DUTA, N., JAIN, A., AND MARDIA, K. 2002. Matching of palmprints. Pattern Recog. Lett. 23, 4), 477-485. (Pubitemid 34197126)
19. EKINCI, M. AND AYKUT, M. 2007. Gabor-based kernel pca for palmprint recognition. Electron. Lett. 43, 20, 1077-1079. (Pubitemid 47482842)
20. FIDLER, S., SKO ČAJ, D., AND LEONARDIS, A. 2006. Combining reconstructive and discriminative subspace methods for robust classification and regression by subsampling. IEEE Trans. Pattern Anal. Mach. Intell. 28, 3, 337-350. (Pubitemid 43167906)
21. GAO, Y. AND LEUNG, M. 2002. Face recognition using line edge map. IEEE Trans. Pattern Anal. Mach. Intell. 24, 6, 764-779. (Pubitemid 34669590)
22. GARRIS, M., TABASSI, E., AND WILSON, C. 2006. Nist fingerprint evaluations and developments. Proc. IEEE 94, 11, 1915-1926.
23. GUO, Z., ZHANG, D., ZHANG, L., AND ZUO, W. 2009. Palmprint verification using binary orientation cooccurrence vector. Pattern Recogn. Lett. 30, 13, 1219-1227.
24. GUYON, I., MAKHOUL, J., SCHWARTZ, R., AND VAPNIK, V. 1998. What size test set gives good error rate estimates. IEEE Trans. Pattern Anal. Mach. Intell. 20, 1, 52-64. (Pubitemid 128741307)
25. HAN, C. C. 2004. A hand-based personal authentication using a coarse-to-fine strategy. Image Vis. Comput. 22, 11 (Nov.), 909-918.
26. HAN, C.,CHENG, H., LIN, C., AND FAN, K. 2003. Personal authentication using palm-print features. Pattern Recog. 36, 2, 371-381.
27. HAN, Y., TAN, T., AND SUN, Z. 2007. Palmprint recognition based on directional features and graph matching. In Proceedings of the International Conference on Biometrics. 1164-1173.
28. HAN, D., GUO, Z., AND ZHANG, D. 2008. Multispectral palmprint recognition using wavelet-based image fusion. In Proceedings of the 9th International Conference on Signal Processing. 2074-2077.
29. HAO, Y., SUN, Z., AND TAN, T. 2007. Comparative studies on multispectral palm image fusion for biometrics. In Proceedings of the Asia Conference on Computer Vision. 12-21.
30. HAO, Y., SUN, Z., TAN, T., AND REN, C. 2008. Multispectral palm image fusion for accurate contact-free palmprint recognition. In Proceedings of the International Conference on Image Processing. 281-284.
31. HENNINGS, P., SAVVIDES, M., KUMAR, B., KAMEL, M., AND CAMPILHO, A. 2005. Verification of biometric palmprint patterns using optimal trade-off filter classifiers. In Proceedings of the International Conference on Image Analysis and Recognition. 1081-1088.
32. HENNINGS-YEOMANS, P., KUMAR, B. V., AND SAVVIDES, M. 2007. Palmprint classification using multiple advanced correlation filters and palm-specific segmentation. IEEE Trans. Inf. Forensics Secur. 2, 3, 613-622. (Pubitemid 47290593)
33. HU, D., FENG, G., AND ZHOU, Z. 2007. Two-dimensional locality preserving projection (2dlpp) with its application to palmprint recognition. Pattern Recog. 40, 1, 339-342. (Pubitemid 44486296)
34. HUANG, D., JIA, W., AND ZHANG, D. 2008. Palmprint verification based on principal lines. Pattern Recog. 41, 4, 1316-1328. (Pubitemid 350212967)
35. ITO, K., AOKI, T., NAKAJIMA, H., KOBAYASHI, K., AND HIGUCHI, T. 2006. A palmprint recognition algorithm using phase-based image matching. In Proceedings of the International Conference on Image Processing. 2669-2672.
36. JAIN, A. AND FIGUEIREDO, M. 2002. Unsupervised learning of finite mixture models. IEEE Trans. Pattern Anal. Mach. Intell. 24, 3, 381-396. (Pubitemid 35289353)
37. JAIN, A. AND DEMIRKUS, M. 2008. On latent palmprint matching. technical report. http://biometrics.cse.msu.edu/Publications/Palmprints/ OnLatentPalmprintMatchingJainDemirkus08.pdf.
38. JAIN, A. AND FENG, J. 2009. Latent palmprint matching. IEEE Trans. Pattern Anal. Mach. Intell. 31, 5, 1032-1047.
39. JAIN, A. K., ROSS, A., AND PRABHAKAR, S. 2004. An introduction to biometric recognition. IEEE Trans. Circuits Syst. Video Technol. 14, 1, 4-20.
40. JAIN, A., NANDAKUMAR, K., AND ROSS, A. 2005. Score normalization in multimodal biometric systems. Pattern Recog. 38, 12, 2270-2285. (Pubitemid 41336698)
41. JAIN, A., CHEN, Y., AND DEMIRKUS,M. 2007. Pores and ridges: High-resolution fingerprint matching using level 3 features. IEEE Trans. Pattern Anal. Mach. Intell. 29, 1, 15-27. (Pubitemid 46415942)
42. JAIN, A., FLYNN, P., AND ROSS, A. 2007. Handbook of Biometrics. Springer.
43. JIA, W., HUANG, D., AND ZHANG, D. 2008. Palmprint verification based on robust line orientation code. Pattern Recog. 41, 5, 1504-1513.
44. JING, X. AND ZHANG, D. 2004. A face and palmprint recognition approach based on discriminant dct feature extraction. IEEE Trans. Syst. Man Cybern. Part B: Cybernetics 34, 6, 2405-2415.
45. JING, X. AND WONG, H. 2006. Biometrics recognition based on fused gaborface and gaborpalm with dcv-rbf feature classification. Electron. Lett. 42, 21, 1205-1206.
46. JING, X., TANG, Y., AND ZHANG, D. 2005. A fourier-lda approach for image recognition. Pattern Recog. 38, 3, 453-457.
47. JING, X., YAO, Y., ZHANG, D., YANG, J., AND LI, M. 2007. Face and palmprint pixel level fusion and kernel dcv-rbf classifier for small sample biometric recognition. Pattern Recog. 27, 11, 3209-3224. (Pubitemid 46990434)
48. KITTLER, J., HATEF, M., DUIN, R., AND MATAS, J. 1998. On combining classifiers. IEEE Trans. Pattern Anal. Mach. Intell. 20, 3, 226-239. (Pubitemid 128741312)
49. KONG, A. 2007. Palmprint identification based on generalization of iriscode. Ph.D. thesis, University of Waterloo, Canada.
50. KONG, A. AND ZHANG, D. 2004. Competitive coding scheme for palmprint verification. In Proceedings of the 17th International Conference on Pattern Recognition. 520-523.
51. KONG, W., ZHANG, D., AND LI, W. 2003. Palmprint feature extraction using 2-d gabor filters. Pattern Recog. 36, 10, 2339-2347. (Pubitemid 36947217)
52. KONG, A., ZHANG, D., AND KAMEL, M. 2006a. Palmprint identification using feature-level fusion. Pattern Recog. 39, 3, 478-487. (Pubitemid 41808628)
53. KONG, A., ZHANG, D., AND KAMEL, M. 2006b. A study of brute-force break-ins of a palmprint verification system. IEEE Trans. Syst. Man Cybern. Part B 36, 5, 1201-1205. (Pubitemid 44500789)
54. KONG, A., CHEUNG, K., ZHANG, D., KAMEL, M., AND YOU, J. 2006. An analysis of biohashing and its variants. Pattern Recog. 39, 7, 1359-1368.
55. KONG, A., ZHANG, D., AND KAMEL, M. 2008. Three measure for secure palmprint identification. Pattern Recog. 41, 4, 1329-1337. (Pubitemid 350218149)
56. KONG, J., LU, Y.,WANG, S., QI, M., AND LI, H. 2008. A two stage neural network-based personal identification systems using handprint. Neurocomputing 71, 4-6, 641-647. (Pubitemid 351168453)
57. KUMAR, A. AND ZHANG, D. 2005. Personal authentication usingmultiple palmprint representation. Pattern Recog. 38, 10, 1695-1704. (Pubitemid 41037102)
58. KUMAR, A. AND ZHANG, D. 2006. Personal recognition using hand shape and texture. IEEE Trans. Image Process. 15, 8, 2454-2461. (Pubitemid 44089116)
59. KUMAR, A.,WONG, D., SHEN, H., AND JAIN, A. 2003. Personal verification using palmprint and hand geometry biometric. In Proceedings of the 4th International Conference on Audio-and Video-Based Biometric Person Authentication. Springer, 668-678.
60. LATHAUWER, L.,MOOR, B., AND VNDEWALLE, J. 2000. A multilinear singular value decomposition. SIAM J. Matrix Anal. Appl. 21, 4, 1233-1278.
61. LEE, T. 1996. Image representation using 2d gabor wavelet. IEEE Trans. Pattern Anal. Mach. Intell. 18, 10, 959-971. (Pubitemid 126773906)
62. LEUNG, M., FONG, A., AND HUI, S. 2007. Palmprint verification for controlling access to shared computing resources. IEEE Pervasive Comput. 6, 4, 40-47. (Pubitemid 47594393)
63. LIU, L. AND ZHANG, D. 2005. Palm-line detection. In Proceedings of International Conference on Image Processing. 269-272. (Pubitemid 44479469)
64. LI, F. AND LEUNG, K. 2006. Hierarchical identification of palmprint using line-based hough transform. In Proceedings of the 18th International Conference on Pattern Recognition. 149-152.
65. LI, W., ZHANG, D., AND XU, Z. 2002. Palmprint identification by fourier transform. Int. J. Pattern Recog. Artif. Intell. 16, 4, 417-432. (Pubitemid 34777581)
66. LI, Y.,WANG, K., AND ZHANG, D. 2005. Palmprint recognition based on translation invariant zernike moments and modular neural network. In Lecture Notes on Computer Science vol. 3497, 177-182. (Pubitemid 41314128)
67. LI, W., YOU, J., AND ZHANG, D. 2005. Texture-based palmprint retrieval using a layered search scheme for personal identification. IEEE Trans. Multimedia 7, 5, 891-898. (Pubitemid 41452517)
68. LIU, L., ZHANG, D., AND YOU, J. 2007. Detecting wide lines using isotropic nonlinear filtering. IEEE Trans. Image Process. 16, 6, 1584-1595. (Pubitemid 46796054)
69. LU, G., ZHANG, D., AND WANG, K. 2003. Palmprint recognition using eigenpalms features. Pattern Recog. Lett. 24, 9, 1463-1467. (Pubitemid 36225853)
70. MAIO, D.,MALTONI, D.,CAPPELLI, R.,WAYMAN, J., AND JAIN, A. 2002a. Fvc2000: Fingerprint verification competition. IEEE Trans. Pattern Anal. Mach. Intell. 24, 3, 402-412. (Pubitemid 35289355)
71. MAIO, D., MALTONI, D., CAPPELLI, R., WAYMAN, J., AND JAIN, A. 2002b. Fvc2002: Second fingerprint verification competition. In Proceedings of the 16th International Conference on Pattern Recognition. 811-814. (Pubitemid 44844609)
72. MAIO, D.,MALTONI, D., CAPPELLI, R.,WAYMAN, J., AND JAIN, A. 2004. Fvc2004: Third fingerprint verification competition. In Proceedings of the International Conference on Biometric Authentication. 1-7.
73. NANDAKUMAR, K., CHEN, Y., DASS, D., AND JAIN, A. 2008. Likelihood ratio-based biometric score fusion. IEEE Trans. Pattern Anal. Mach. Intell. 30, 2, 342-347.
74. NIST. 2008. The fbi's next generation identification (ngi). http://fingerprint.nist.gov/standard/presentations/ar-chives/NGIOverviewFeb2005. pdf.
75. NOH, J. AND RHEE, K. 2005. Palmprint identification algorithm using hu invariant moments and otsu binarization. In Proceedings of the 4th International Conference on Computer and Information Science. 94-99. (Pubitemid 44160212)
76. OJALA, T., PIETIKÄINEN, M., AND HARWOOK, D. 1996. A comparative study of texture measures with classification based on feature distribution. Pattern Recog. 29, 1, 51-59.
77. OJALA, T., PIETIKÄINEN, M., AND MÄENPÄÄ , T. 2002. Multiresolution gray-sclae and rotation invariant texture classification with local binary patterns. IEEE Trans. Pattern Anal. Mach. Intell. 24, 7, 971-987. (Pubitemid 34835471)
78. PAN, X., RUAN, Q., AND WANG, Y. 2007a. An improved 2dlpp method on gabor features for palmprint recognition. In Proceedings of IEEE International Conference on Image Processing. 413-416.
79. PAN, X., RUAN, Q., AND WANG, Y. 2007b. Palmprint recognition using fusion of local and global features. In Proceedings of the International Symposium on Intelligent Signal Processing and Communication Systems. 642-645.
80. PANG, Y., TEOH, A., NGO, D., AND SAN, H. 2004. Palmprint verification with moments. J. Comput. Graph. Vis. 12, 1-3, 325-332.
81. PHILLIPS, P. 2007. Frvt 2006 and ice 2006 large-scale results. http://iris.nist.gov/ice/FRVT2006andICE2006-LargeScaleReport.pdf.
82. PHILLIPS, P., MOON, H., RIZVI, S., AND RAUSS, P. 2000. The feret evaluation methodology for facerecognition algorithms. IEEE Trans. Pattern Anal. Mach. Intell. 22, 10, 1090-1104.
83. PHILLIPS, P., GROTHER, P., MICHEALS, R., BLACKBURN, D., TABASSI, E., AND BONE, J. 2003. Facial recognition vendor test 2002 evaluation report. In Proceedings of the 7th Annual Symposium on Principles of Programming Languages.
84. POON, C., WONG, D., AND SHEN, H. 2004a. A new method in locating and segmenting palmprint into region-of-interest. In Proceedings of the 17th International Conference on Pattern Recognition. 533-536.
85. POON, C., WONG, D., AND SHEN, H. 2004b. Personal identification and verification: fusion of palmprint representations. In Proceedings of the European Conference on Biometric Authentication. 782-788.
86. QIN, A., SUGANTHAN, P., TAY, C., AND PA, H. 2006. Personal identification system based on multiple palmprint features. In Proceedings of the 9th International Conference on Control, Automation, Robotics and Vision. 1-6.
87. RIBARIC, S. AND FRATRIC, I. 2005. A biometric identification system based on eigenpalm and eigenfinger features. IEEE Trans. Pattern Anal. Mach. Intell. 27, 11, 1698-1709. (Pubitemid 41685107)
88. ROWE, R., ULUDAG, U., DEMIRKUS, M., PARTHASARADHI, S., AND JAIN, A. 2007. A spectral whole-hand biometric authentication system. In Proceedings of Biometric Symposium.
89. SARKAR, S., PHILLIPS, P., LIU, Z., VEGA, I., GROTHER, P., AND BOWYER, K. 2005. The humanid gait challenge problem: Data sets, performance, and analysis. IEEE Trans. Pattern Anal. Mach. Intell. 27, 2, 162-177. (Pubitemid 40377311)
90. SCHÖLKOPF, B., SMOLA, A., AND MLLER, K. 1998. Nonlinear component analysis as a kernel eigenvalue problem. Neural Comput. 10, 5, 1299-1319. (Pubitemid 128463674)
91. SHANG, L., HUANG, D., DU, J., AND ZHENG, C. 2006. Palmprint recognition using fastica algorithm and radial basis probabilistic neural network. Neurocomputing 69, 13-15, 1782-1786. (Pubitemid 43906078)
92. SHU, W. AND ZHANG, D. 1998. Automated personal identification by palmprint. Opt. Eng. 38, 8, 2359-2362. (Pubitemid 128498170)
93. SNELICK, R., ULUDAG, U., MINK, A., INDOVINA, M., AND JAIN, A. 2005. Large scale evaluation of multimodal biometric authentication using state-of-the-art systems. IEEE Trans. Pattern Anal. Mach. Intell. 27, 3, 450-455. (Pubitemid 40377335)
94. SUN, Z., TAN, T.,WANG, Y., AND LI, S. 2005. Ordinal palmprint representation for personal identification. In Proceedings of the International Conference on Computer Vision and Pattern Recognition. 279-284.
95. SWGFAST. 2006. Scientific working group on friction ridge analysis, study and technology. http://www.swgfast.org/.
96. TEOH, A., NGO, D., AND GOH, A. 2004. Biohashing: Two factor authentication featuring fingerprint data and tokenised random number. Pattern Recog. 37, 11, 2245-2255. (Pubitemid 40134555)
97. TEOH, A., KUAN, Y., AND LEE, S. 2008. Cancellable biometrics and annotations on biohash. Pattern Recog. 41, 6, 2034-2044.
98. WANG, M. AND RUAN, Q. 2006a. Palmprint recognition based on two-dimensional methods. In Proceedings of the 8th International Conference on Signal Processing.
99. WANG, Y. AND RUAN, Q. 2006b. Kernel fisher discriminant analysis for palmprint recognition. In Proceedings of the 18th International Conference on Pattern Recognition. 457-460. (Pubitemid 46553457)
100. WANG, Y. AND RUAN, Q. 2006c. Palm-line extraction using steerable filters. In Proceedings of the 8th International Conference on Signal Processing.
101. WANG, Z., BOVIK, A., SHEIKH, H., AND SIMONCELLI, E. 2004. Image quality assessment: From error to structural similarity. IEEE Trans. Image Process. 13, 4, 600-612.
102. WANG, X., GONG, H., ZHANG, H., LI, B., AND ZHUANG, Z. 2006. Palmprint identification using boosting local binary pattern. In Proceedings of the International Conference on Pattern Recognition. 503-506. (Pubitemid 46553170)
103. WANG, J., YAU, W., SUWANDY, A., AND SUNG, E. 2008. Person recognition by fusing palmprint and palm vein images based on "Laplacianpalm" representation. Pattern Recog. 41, 5, 1514-1527.
104. WONG, M., ZHANG, D., KONG, W., AND LU, G. 2005. Real-time palmprint acquisition system design. IEE Proc. Vis. Image Signal Process. 152, 5, 527-534. (Pubitemid 41498658)
105. WRIGHT, J., YANG, A., GANESH, A., SASTRY, S., AND MA, Y. 2009. Robust face recognition via sparse representation. IEEE Trans. Pattern Anal. Mach. Intell. 31, 2, 210-227.
106. WU, X.,WANG, K., AND ZHANG, D. 2002. Fuzzy directional element energy feature (fdeef) based palmprint identification. In Proceedings of the 16th International Conference on Pattern Recognition. 95-98. (Pubitemid 44844950)
107. WU, X., ZHANG, D., AND WANG, K. 2003. Fisherpalms based palmprint recognition. Pattern Recog. Lett. 24, 15, 2829-2838. (Pubitemid 37027803)
108. WU, X.,WANG, K., AND ZHANG, D. 2004a. A novel approach of palm-line extraction. In Proceedings of the 3rd International Conference on Image and Graphics. 230-233. (Pubitemid 40498071)
109. WU, X., WANG, K., AND ZHANG, D. 2004b. Palmprint recognition using directional line energy feature. In Proceedings of the 17th International Conference on Pattern Recognition. 475-478.
110. WU, X.,WANG, K., AND ZHANG, D. 2005. Palmprint authentication based on orientation code matching. In Proceedings of the 5th International Conference on Audio-and Video-Based Biometric Person Authentication. 555-562. (Pubitemid 41423072)
111. WU, X.,WANG, K., AND ZHANG, D. 2006. Palmprint texture analysis using derivative of gaussian filters. In Proceedings of the International Conference on Computational Intelligence and Security. 751-754.
112. WU, X., ZHANG, D., AND WANG, K. 2006a. Fusion of phase and orientation information for palmprint authentication. Pattern Anal. Appl. 9, 2, 103-111. (Pubitemid 44494986)
113. WU, X., ZHANG, D., AND WANG, K. 2006b. Palm line extraction and matching for personal authentication. IEEE Trans. Syst. Man Cybern. Part A 36, 5, 978-987.
114. YANG, J., ZHANG, D., FRANGI, A., AND YANG, J. 2004. Two-dimensional pca: A new approach to face representation and recognition. IEEE Trans. Pattern Anal. Mach. Intell. 26, 1, 131-137.
115. YANG, J., ZHANG, D., YANG, J., AND NIU, B. 2007. Globally maximizing, locally minimizing: Unsupervised discriminant projection with applications to face and palm biometrics. IEEE Trans. Pattern Anal.Mach. Intell. 29, 4, 650-664. (Pubitemid 46464405)
116. YAO, Y., JING, X., AND WONG, H. 2007. Face and palmprint feature level fusion for single sample biometrics recognition. Neurocomputing 70, 7-9, 1582-1586. (Pubitemid 46349970)
117. YOU, J., LI, W., AND ZHANG, D. 2002. Hierarchical palmprint identification via multiple feature extraction. Pattern Recog. 35, 4, 847-859. (Pubitemid 34128811)
118. YOU, J., KONG, W., ZHANG, D., AND CHEUNG, K. 2004. On hierarchical palmprint coding with multiple features for personal identification in large databases. IEEE Trans. Circuits Syst. Video Technol. 14, 2, 234-243.
119. YUE, F., ZUO, W., ZHANG, D., AND WANG, K. 2009. Competitive code-based palmprint recognition using fcm-based orientation selection. Pattern Recog. 42, 11, 2841-2849.
120. ZHANG, D. 2004. Palmprint Authentication. Kluwer Academic, USA.
121. ZHANG, D. AND SHU, W. 1999. Two novel characteristic in palmprint verification: Datum point invariance and line feature matching. Pattern Recog. 32, 4, 691-702.
122. ZHANG, L. AND ZHANG, D. 2004. Characterization of palmprints by wavelet signatures via directional context modeling. IEEE Trans. Syst. Man Cybern. Part B 34, 3, 1335-1347.
123. ZHANG, D. AND ZUO, W. 2007. Computational intelligence-based biometric technologies. IEEE Computat. Intell. Mag. 2, 2, 26-36. (Pubitemid 46733339)
124. ZHANG, D., KONG, W. K., YOU, J., AND WONG, M. 2003. Online palmprint identification. IEEE Trans. Pattern Anal. Mach. Intell. 25, 9, 1041-1050.
125. ZHANG, D., LU, G., KONG, W., AND WONG, M. 2005. Online palmprint authentication system for civil applications. J. Comput. Sci. Technol. 20, 1, 1-8.
126. ZHANG, D., JING, X., AND YANG, J. 2006. Biometric Image Discrimination Technologies. Idea Group Publishing, Hershey, PA.
127. ZHANG, L., GUO, Z.,WANG, Z., AND ZHANG, D. 2007. Palmprint verification using complex wavelet transform. In Proceedings of the International Conference on Image Processing. 417-420.
128. ZHANG, D., LU, G., LI, W., ZHANG, L., AND LUO, N. 2009. Palmprint recognition using 3-d information. IEEE Trans. Syst. Man Cybern.-Part C 39, 5, 505-519.
129. ZHANG, D., GUO, Z., LU, G., ZHANG, L., AND ZUO, W. 2010. An online system of multi-spectral palmprint verification. IEEE Trans. Instrument. Measure. 59, 2, 480-490.
130. ZHANG, D., KANHANGAD, V., LUO, N., AND KUMAR, A. 2010. Robust palmprint verification using 2d and 3d features. Pattern Recog. 43, 1, 358-368.
131. ZHAO, W., CHELLAPPA, R., PHILLIPS, P., AND ROSENFELD, A. 2003. Face recognition: A literature survey. ACM Comput. Surv. 35, 4, 399-458.
132. ZHAO, Z., HUANG, D., AND JIA, W. 2007. Palmprint recognition with 2dpca+pca based on modular neural networks. Neurocomputing 71, 1-3, 448-454. (Pubitemid 350028675)
133. ZUO, W., ZHANG, D., AND WANG, K. 2006a. An assembled matrix distance metric for 2dpca-based image recognition. Pattern Recog. Lett. 27, 2, 210-216. (Pubitemid 41689834)
134. ZUO, W., ZHANG, D., AND WANG, K. 2006b. Bi-directional pca with assembled matrix distance metric for image recognition. IEEE Trans. Syst. Man Cybern. Part B: Cybernetics 36, 4, 863-872. (Pubitemid 44178155)