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A survey on ear biometrics

Abaza, Ayman, Ross, Arun, Hebert, Christina, Harrison, Mary Ann F., Nixon, Mark S.·2013·ACM Computing Surveys

Abstract

Recognizing people by their ear has recently received significant attention in the literature. Several reasons account for this trend: first, ear recognition does not suffer from some problems associated with other non-contact biometrics, such as face recognition; second, it is the most promising candidate for combination with the face in the context of multi-pose face recognition; and third, the ear can be used for human recognition in surveillance videos where the face may be occluded completely or in part. Further, the ear appears to degrade little with age. Even though current ear detection and recognition systems have reached a certain level of maturity, their success is limited to controlled indoor conditions. In addition to variation in illumination, other open research problems include hair occlusion, earprint forensics, ear symmetry, ear classification, and ear individuality. This article provides a detailed survey of research conducted in ear detection and recognition. It provides an up-to-date review of the existing literature revealing the current state-of-art for not only those who are working in this area but also for those who might exploit this new approach. Furthermore, it offers insights into some unsolved ear recognition problems as well as ear databases available for researchers.

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  1. 10.1109/ICPR.2006.465 · DOI
  2. Abaza , A. , Hebert , C. , and Harrison , M. F . 2010. Fast learning ear detection for real-time surveillance . In Proceedings of the IEEE Conference on Biometrics: Theory, Applications, and Systems (BTAS). Abaza, A., Hebert, C., and Harrison, M. F. 2010. Fast learning ear detection for real-time surveillance. In Proceedings of the IEEE Conference on Biometrics: Theory, Applications, and Systems (BTAS).
  3. Abaza , A. and Ross , A . 2010. Towards understanding the symmetry of human ears: A biometric perspective . In Proceedings of the IEEE Conference on Biometrics: Theory, Applications, and Systems (BTAS). Abaza, A. and Ross, A. 2010. Towards understanding the symmetry of human ears: A biometric perspective. In Proceedings of the IEEE Conference on Biometrics: Theory, Applications, and Systems (BTAS).
  4. 10.1007/11608288_105 · DOI
  5. Alberink , I. and Ruifrok , A. 2007 . Performance of the fearid earprint identification system. Forensic Sci . Int. 166 , 145 -- 154 . Alberink, I. and Ruifrok, A. 2007. Performance of the fearid earprint identification system. Forensic Sci. Int. 166, 145--154.
  6. Alvarez , L. , Gonzalez , E. , and Mazorra , L . 2005. Fitting ear contour using an ovoid model . In Proceedings of the IEEE International Carnahan Conference on Security Technology. 145--148 . Alvarez, L., Gonzalez, E., and Mazorra, L. 2005. Fitting ear contour using an ovoid model. In Proceedings of the IEEE International Carnahan Conference on Security Technology. 145--148.
  7. 10.1109/ICCTA.2007.82 · DOI
  8. Arbabzavar , B. and Nixon , M . 2007. On shape-mediated enrolment in ear biometrics . In Proceedings of the International Symposium on Visual Computing (ISVC). 549--558 . Arbabzavar, B. and Nixon, M. 2007. On shape-mediated enrolment in ear biometrics. In Proceedings of the International Symposium on Visual Computing (ISVC). 549--558.
  9. Arbabzavar , B. and Nixon , M . 2008. Robust log-gabor filter for ear biometrics . In Proceedings of the 18th IEEE International Conference on Pattern Recognition (ICPR). Arbabzavar, B. and Nixon, M. 2008. Robust log-gabor filter for ear biometrics. In Proceedings of the 18th IEEE International Conference on Pattern Recognition (ICPR).
  10. 10.1016/j.cviu.2010.11.014 · DOI
  11. Arbabzavar , B. , Nixon , M. , and Hurley , D . 2007. On model-based analysis of ear biometrics . In Proceedings of the IEEE Conference on Biometrics: Theory, Applications, and Systems (BTAS). Arbabzavar, B., Nixon, M., and Hurley, D. 2007. On model-based analysis of ear biometrics. In Proceedings of the IEEE Conference on Biometrics: Theory, Applications, and Systems (BTAS).
  12. Baillybailliere , E. , Bengio , S. , Bimbot , F. , Hamouz , M. , Kittler , J. , Mariethoz , J. , Matas , J. , Messer , K. , Popovici , V. , Poree , F. , Ruiz , B. , and Thiran , J . -P. 2003. The banca database and evaluation protocol . In Proceedings of the 4th International Conference on Audio- and Video-Based Biometric Person Authentication. Vol. 2688 . 625--638. Baillybailliere, E., Bengio, S., Bimbot, F., Hamouz, M., Kittler, J., Mariethoz, J., Matas, J., Messer, K., Popovici, V., Poree, F., Ruiz, B., and Thiran, J.-P. 2003. The banca database and evaluation protocol. In Proceedings of the 4th International Conference on Audio- and Video-Based Biometric Person Authentication. Vol. 2688. 625--638.
  13. Bertillon , A. 1896. Signaletic Instructions Including: The Theory and Practice of Anthropometrical Identification. R.W. McClaughry translation , The Werner Company . Bertillon, A. 1896. Signaletic Instructions Including: The Theory and Practice of Anthropometrical Identification. R.W. McClaughry translation, The Werner Company.
  14. Bhanu B. and Chen H. 2008. Human Ear Recognition by Computer 1st Ed. Springer. Bhanu B. and Chen H. 2008. Human Ear Recognition by Computer 1 st Ed. Springer. · DOI
  15. Boodoo , N. B. and Subramanian , R. K. 2009 . Robust multibiometric recognition using face and ear images . Int. J. Comput. Sci. Inf. Secur. 6 , 2 . Boodoo, N. B. and Subramanian, R. K. 2009. Robust multibiometric recognition using face and ear images. Int. J. Comput. Sci. Inf. Secur. 6, 2.
  16. Burge , M. and Burger , W . 1997. Ear biometrics for machine vision . In Proceedings of the 21st Workshop of the Austrian Association for Pattern Recognition. Burge, M. and Burger, W. 1997. Ear biometrics for machine vision. In Proceedings of the 21st Workshop of the Austrian Association for Pattern Recognition.
  17. Burge , M. and Burger , W . 2000. Ear biometrics in computer vision . In Proceedings of the 15th IEEE International Conference on Pattern Recognition (ICPR). 826--830 . Burge, M. and Burger, W. 2000. Ear biometrics in computer vision. In Proceedings of the 15th IEEE International Conference on Pattern Recognition (ICPR). 826--830.
  18. Bustard , J. and Nixon , M . 2008. Robust 2D ear registration and recognition based on SIFT point matching . In Proceedings of the IEEE Conference on Biometrics: Theory, Applications, and Systems (BTAS). Bustard, J. and Nixon, M. 2008. Robust 2D ear registration and recognition based on SIFT point matching. In Proceedings of the IEEE Conference on Biometrics: Theory, Applications, and Systems (BTAS).
  19. Bustard , J. and Nixon , M . 2010. 3D morphable model construction for robust ear and face recognition . In Proceedings of the IEEE Conference on Computer Vision and Patern Recognition (CVPR). Bustard, J. and Nixon, M. 2010. 3D morphable model construction for robust ear and face recognition. In Proceedings of the IEEE Conference on Computer Vision and Patern Recognition (CVPR).
  20. Cadavid , S. and Abdelmottaleb , M . 2007. Human identification based on 3D ear models . In Proceedings of the 1st IEEE International Conference on Biometrics: Theory, Applications, and Systems (BTAS). 1--6. Cadavid, S. and Abdelmottaleb, M. 2007. Human identification based on 3D ear models. In Proceedings of the 1st IEEE International Conference on Biometrics: Theory, Applications, and Systems (BTAS). 1--6.
  21. Cadavid , S. and Abdelmottaleb , M . 2008a. 3D ear modeling and recognition from video sequences using shape from shading . In Proceedings of the 19th IEEE International Conference on Pattern Recognition (ICPR). 1--4. Cadavid, S. and Abdelmottaleb, M. 2008a. 3D ear modeling and recognition from video sequences using shape from shading. In Proceedings of the 19th IEEE International Conference on Pattern Recognition (ICPR). 1--4.
  22. 10.1109/TIFS.2008.2007239 · DOI
  23. Champod , C. , Evett , I. , and Kuchler , B. 2001 . Earmarks as evidence: A critical review . Forens. Sci. 46 , 6, 1275 -- 1284 . Champod, C., Evett, I., and Kuchler, B. 2001. Earmarks as evidence: A critical review. Forens. Sci. 46, 6, 1275--1284. · DOI
  24. 10.1109/TPAMI.2003.1227990 · DOI · Paper page
  25. 10.5555/1018429.1021036 · DOI
  26. 10.1109/ACVMOT.2005.38 · DOI
  27. 10.1109/CVPR.2005.525 · DOI
  28. 10.1109/TPAMI.2007.1005 · DOI · Paper page
  29. 10.1007/978-3-540-24844-6_105 · DOI
  30. 10.5565/rev/elcvia.108 · DOI
  31. 10.1109/CISIM.2007.40 · DOI
  32. Choras , M. and Choras , R . 2006. Geometrical algorithms of ear contour shape representation and feature extraction . In Proceedings of the 6th IEEE International Conference on Intelligent Systems Design and Applications (ISDA). Choras, M. and Choras, R. 2006. Geometrical algorithms of ear contour shape representation and feature extraction. In Proceedings of the 6th IEEE International Conference on Intelligent Systems Design and Applications (ISDA).
  33. Cummings , A. , Nixon , M. , and Carter , J . 2010. A novel ray analogy for enrollment of ear biometrics . In Proceedings of the IEEE Conference on Biometrics: Theory, Applications, and Systems (BTAS). Cummings, A., Nixon, M., and Carter, J. 2010. A novel ray analogy for enrollment of ear biometrics. In Proceedings of the IEEE Conference on Biometrics: Theory, Applications, and Systems (BTAS).
  34. 10.3844/jcssp.2009.374.379 · DOI
  35. Dewi , K. and Yahagi , T . 2006. Ear photo recognition using scale invariant keypoints . In Proceedings of the International Computational Intelligence Conference. 253--258 . Dewi, K. and Yahagi, T. 2006. Ear photo recognition using scale invariant keypoints. In Proceedings of the International Computational Intelligence Conference. 253--258.
  36. 10.1109/IITA.2008.325 · DOI
  37. Fahmy , G. , Elsherbeeny , A. , Mandala , S. , Abdelmottaleb , M. , and Ammar , H . 2006. The effect of lighting direction/condition on the performance of face recognition algorithms . In Proceedings of the SPIE Conference on Human Identification. Fahmy, G., Elsherbeeny, A., Mandala, S., Abdelmottaleb, M., and Ammar, H. 2006. The effect of lighting direction/condition on the performance of face recognition algorithms. In Proceedings of the SPIE Conference on Human Identification.
  38. Feng , J. and Mu , Z . 2009. Texture analysis for ear recognition using local feature descriptor and transform filter . Proc. SPIE 7496 , 1. Feng, J. and Mu, Z. 2009. Texture analysis for ear recognition using local feature descriptor and transform filter. Proc. SPIE 7496, 1.
  39. Fields , C. , Falls , H. C. , Warren , C. P. , and Z Imberoff , M. 1960 . The ear of newborn as an identification constant . Obstetr. Gynecol. 16 , 98 -- 102 . Fields, C., Falls, H. C., Warren, C. P., and Z Imberoff, M. 1960. The ear of newborn as an identification constant. Obstetr. Gynecol. 16, 98--102.
  40. 10.1109/TSMCA.2007.909557 · DOI · Paper page
  41. Graham D. and Allison N. 1998. Characterizing virtual eigen-signatures for general-purpose face recognition. In Face Recognition: From Theory to Applications Springer 446--456. Graham D. and Allison N. 1998. Characterizing virtual eigen-signatures for general-purpose face recognition. In Face Recognition: From Theory to Applications Springer 446--456. · DOI
  42. Hailong , Z. and Mu , Z . 2009. Combining wavelet transform and orthogonal centroid algorithm for ear recognition . In Proceedings of the 2nd IEEE International Conference on Computer Science and Information Technology. Hailong, Z. and Mu, Z. 2009. Combining wavelet transform and orthogonal centroid algorithm for ear recognition. In Proceedings of the 2nd IEEE International Conference on Computer Science and Information Technology.
  43. Hajsaid , E. , Abaza , A. , and Ammar , H . 2008. Ear segmentation in color facial images using mathematical morphology . In Proceedings of the 6th IEEE Biometric Consortium Conference (BCC). Hajsaid, E., Abaza, A., and Ammar, H. 2008. Ear segmentation in color facial images using mathematical morphology. In Proceedings of the 6th IEEE Biometric Consortium Conference (BCC).
  44. 10.1016/S1355-0306(01)71885-0 · DOI
  45. 10.1049/ic:20000467 · DOI
  46. 10.1007/11527923_40 · DOI
  47. 10.1016/j.cviu.2004.11.001 · DOI
  48. Iannarelli , A. 1989. Ear Identification , Forensic Identification Series . Paramount Publishing Company , Fremont, CA . Iannarelli, A. 1989. Ear Identification, Forensic Identification Series. Paramount Publishing Company, Fremont, CA.
  49. 10.1109/WACV.2008.4544023 · DOI
  50. Islam , S. , Bennamoun , M. , Mian , A. , and Davies , R . 2008b. A fully automatic approach for human recognition from profile images using 2D and 3D ear data . In Proceedings of the 4th International Symposium on 3D Data Processing Visualization and Transmission. Islam, S., Bennamoun, M., Mian, A., and Davies, R. 2008b. A fully automatic approach for human recognition from profile images using 2D and 3D ear data. In Proceedings of the 4th International Symposium on 3D Data Processing Visualization and Transmission.
  51. 10.1007/978-3-642-02611-9_39 · DOI
  52. Islam S. Bennamoun M. Owens R. and Davies R. 2007. Biometric approaches of 2D-3D ear and face: A survey. In Advances in Computer and Information Sciences and Engineering Springer 509--514. Islam S. Bennamoun M. Owens R. and Davies R. 2007. Biometric approaches of 2D-3D ear and face: A survey. In Advances in Computer and Information Sciences and Engineering Springer 509--514. · DOI
  53. 10.1109/TCSVT.2003.818349 · DOI · Paper page
  54. Kisku , D. R. , Gupta , P. , Mehrotra , H. , and Sing , J. K. 2009 b. Multimodal belief fusion for face and ear biometrics . Intell. Inf. Manag. 1 , 3 . Kisku, D. R., Gupta, P., Mehrotra, H., and Sing, J. K. 2009b. Multimodal belief fusion for face and ear biometrics. Intell. Inf. Manag. 1, 3.
  55. Kisku , D. R. , Mehrotra , H. , Gupta , P. , and Sing , J. K . 2009a. SIFT-Based ear recognition by fusion of detected key-points from color similarity slice regions . In Proceedings of the IEEE International Conference on Advances in Computational Tools for Engineering Applications (ACTEA). 380--385 . Kisku, D. R., Mehrotra, H., Gupta, P., and Sing, J. K. 2009a. SIFT-Based ear recognition by fusion of detected key-points from color similarity slice regions. In Proceedings of the IEEE International Conference on Advances in Computational Tools for Engineering Applications (ACTEA). 380--385.
  56. Kocaman , B. , Kirci , M. , Gunes , E. O. , Cakir , Y. , and Ozbudak , O . 2009. On ear biometrics . In Proceedings of the IEEE Region 8 Conference (EUROCON). Kocaman, B., Kirci, M., Gunes, E. O., Cakir, Y., and Ozbudak, O. 2009. On ear biometrics. In Proceedings of the IEEE Region 8 Conference (EUROCON).
  57. Kumar , A. and Zhang , D . 2007. Ear authentication using log-gabor wavelets . In SPIE Defence and Security Symposium. Vol. 6539 . Kumar, A. and Zhang, D. 2007. Ear authentication using log-gabor wavelets. In SPIE Defence and Security Symposium. Vol. 6539.
  58. Lammi , H. 2004. Ear biometrics. Tech. rep ., Lappeenranta University of Technology . Lammi, H. 2004. Ear biometrics. Tech. rep., Lappeenranta University of Technology.
  59. 10.1109/ICICIC.2006.445 · DOI
  60. 10.1007/978-3-642-02611-9_45 · DOI
  61. Lynch , C. 2000. Ear-Prints provide evidence in court . Glasgow University News . Lynch, C. 2000. Ear-Prints provide evidence in court. Glasgow University News.
  62. Mahoor , M. , Cadavid , S. , and Abdelmottaleb , M . 2009. Multimodal ear and face modeling and recognition . In Proceedings of the IEEE International Conference on Image Processing (ICIP). Mahoor, M., Cadavid, S., and Abdelmottaleb, M. 2009. Multimodal ear and face modeling and recognition. In Proceedings of the IEEE International Conference on Image Processing (ICIP).
  63. 10.1258/rsmmsl.46.2.141 · DOI
  64. 10.1016/j.forsciint.2003.10.024 · DOI
  65. 10.1385/FSMP:1:4:247 · DOI
  66. 10.1385/FSMP:2:1:39 · DOI
  67. 10.1111/j.1556-4029.2006.00376.x · DOI
  68. Messer , K. , Matas , J. , Kittler , J. , Luettin , J. , and Maitre , G . 1999. XM2VTSDB: The extended M2VTS database . In Proceedings of the 2nd International Conference on Audio and Video-Based Biometric Person Authentication. Messer, K., Matas, J., Kittler, J., Luettin, J., and Maitre, G. 1999. XM2VTSDB: The extended M2VTS database. In Proceedings of the 2nd International Conference on Audio and Video-Based Biometric Person Authentication.
  69. Middendorff , C. and Bowyer , K. 2007 . Multibiometrics using face and ear. In Handbook of Biometrics, Springer , Chapter 16 , 315 -- 334 . Middendorff, C. and Bowyer, K. 2007. Multibiometrics using face and ear. In Handbook of Biometrics, Springer, Chapter 16, 315--334.
  70. Middendorff , C. , Bowyer , K. W. , and Yan , P. 2007 . Multimodal biometrics involving the human ear. In Multimodal Surveillance: Sensors, Algorithms and Systems, Artech House, Boston , Chapter 8 , 177 -- 190 . Middendorff, C., Bowyer, K. W., and Yan, P. 2007. Multimodal biometrics involving the human ear. In Multimodal Surveillance: Sensors, Algorithms and Systems, Artech House, Boston, Chapter 8, 177--190.
  71. 10.1109/ITNG.2008.254 · DOI
  72. 10.1109/TSMCB.2008.2009071 · DOI
  73. Moreno , B. , Sanchez , A. , and Velez , J . 1999. On the use of outer ear images for personal identification in security applications . In Proceedings of the 33rd IEEE International Conference on Security Technology. 469--476 . Moreno, B., Sanchez, A., and Velez, J. 1999. On the use of outer ear images for personal identification in security applications. In Proceedings of the 33rd IEEE International Conference on Security Technology. 469--476.
  74. Morgan , J. 1999. State v. Kunze, court of appeals of washington, division 2. 97 Wash.App. 832, 988 p.2d 977 . http://www.forensic-evidence.com/site/ID/ID Kunze.html Morgan, J. 1999. State v. Kunze, court of appeals of washington, division 2. 97 Wash.App. 832, 988 p.2d 977. http://www.forensic-evidence.com/site/ID/ID Kunze.html
  75. 10.1007/978-3-540-30548-4_76 · DOI
  76. 10.1016/j.patrec.2007.07.004 · DOI
  77. 10.1016/j.patcog.2008.10.016 · DOI
  78. 10.1016/j.eswa.2009.01.037 · DOI
  79. 10.1007/978-3-540-89646-3_33 · DOI
  80. Nosrati , M. , Faez , K. , and Faradji , F . 2007. Using 2D wavelet and principal component analysis for personal identification based on 2D ear structure . In Proceedings of the IEEE International Conference on Intelligent and Advanced Systems. Nosrati, M., Faez, K., and Faradji, F. 2007. Using 2D wavelet and principal component analysis for personal identification based on 2D ear structure. In Proceedings of the IEEE International Conference on Intelligent and Advanced Systems.
  81. Pan , X. , Cao , Y. , Xu , X. , Lu , Y. , and Zhao , Y . 2008. Ear and face based multimodal recognition based on KFDA . In Proceedings of the IEEE International Conference on Audio, Language and Image Processing (ICALIP). 965--969 . Pan, X., Cao, Y., Xu, X., Lu, Y., and Zhao, Y. 2008. Ear and face based multimodal recognition based on KFDA. In Proceedings of the IEEE International Conference on Audio, Language and Image Processing (ICALIP). 965--969.
  82. 10.1109/AVSS.2007.4425283 · DOI
  83. 10.1016/S0262-8856(97)00070-X · DOI
  84. 10.1109/34.879790 · DOI · Paper page
  85. Prakash , S. , Jayaraman , U. , and Gupta , P . 2008. Ear localization from side face images using distance transform and template matching . In Proceedings of the 1st IEEE Workshops on Image Processing Theory, Tools and Applications (IPTA). Prakash, S., Jayaraman, U., and Gupta, P. 2008. Ear localization from side face images using distance transform and template matching. In Proceedings of the 1st IEEE Workshops on Image Processing Theory, Tools and Applications (IPTA).
  86. 10.1109/ICAPR.2009.31 · DOI
  87. Pun , K. and Moon , Y . 2004. Recent advances in ear biometrics . In Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition (AFGR). 164--169 . Pun, K. and Moon, Y. 2004. Recent advances in ear biometrics. In Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition (AFGR). 164--169.
  88. 10.1016/j.forsciint.2008.02.009 · DOI
  89. Rahman , M. M. and Ishikawa , S . 2005. Proposing a passive biometric system for robotic vision . In Proceedings of the 10th International Symposium on Artificial Life and Robotics (AROB). Rahman, M. M. and Ishikawa, S. 2005. Proposing a passive biometric system for robotic vision. In Proceedings of the 10th International Symposium on Artificial Life and Robotics (AROB).
  90. Ross A. Nandakumar K. and Jain A. 2006. Handbook of Multibiometrics. Springer. Ross A. Nandakumar K. and Jain A. 2006. Handbook of Multibiometrics. Springer.
  91. Rusign . 2005. Signature database . University of Rajshahi , Bangladesh. Rusign. 2005. Signature database. University of Rajshahi, Bangladesh.
  92. 10.1007/s00414-005-0527-y · DOI
  93. Samaria , F. and Harter , A . 1994. Parameterization of a stochastic model for human face identification . In Proceedings of the 2nd IEEE Workshop on Application of Computer Vision. Samaria, F. and Harter, A. 1994. Parameterization of a stochastic model for human face identification. In Proceedings of the 2nd IEEE Workshop on Application of Computer Vision.
  94. Sana , A. and Gupta , P . 2007. Ear biometrics: A new approach . In Proceedings of the 6th International Conference on Advances in Pattern Recognition. Sana, A. and Gupta, P. 2007. Ear biometrics: A new approach. In Proceedings of the 6th International Conference on Advances in Pattern Recognition.
  95. 10.1109/ICAPR.2009.27 · DOI
  96. 10.1016/j.patcog.2007.06.024 · DOI
  97. Victor , B. , Bowyer , K. , and Sarkar , S . 2002. An evaluation of face and ear biometrics . In Proceedings of the 16th IEEE International Conference on Pattern Recognition (ICPR). 429--432 . Victor, B., Bowyer, K., and Sarkar, S. 2002. An evaluation of face and ear biometrics. In Proceedings of the 16th IEEE International Conference on Pattern Recognition (ICPR). 429--432.
  98. 10.1023/B:VISI.0000013087.49260.fb · DOI · Paper page
  99. Wang , Y. , Mu , Z. , and Zeng , H . 2008. Block-Based and multi-resolution methods for ear recognition using wavelet transform and uniform local binary patterns . In Proceedings of the 19th IEEE International Conference on Pattern Recognition (ICPR). 1--4. Wang, Y., Mu, Z., and Zeng, H. 2008. Block-Based and multi-resolution methods for ear recognition using wavelet transform and uniform local binary patterns. In Proceedings of the 19th IEEE International Conference on Pattern Recognition (ICPR). 1--4.
  100. Watabe , D. , Sai , H. , Sakai , K. , and Nakamura , O . 2008. Ear biometrics using jet space similarity . In Proceedings of the IEEE Canadian Conference on Electrical and Computer Engineering (CCECE). Watabe, D., Sai, H., Sakai, K., and Nakamura, O. 2008. Ear biometrics using jet space similarity. In Proceedings of the IEEE Canadian Conference on Electrical and Computer Engineering (CCECE).
  101. 10.1109/CVPRW.2006.12 · DOI
  102. 10.1109/TPAMI.2008.79 · DOI
  103. 10.1109/TPAMI.2007.1181 · DOI
  104. 10.1016/j.neucom.2006.10.016 · DOI
  105. Xie , Z. and Mu , Z . 2007. Improved locally linear embedding and its application on multi-pose ear recognition . In Proceedings of the IEEE International Conference on Wavelet Analysis and Pattern Recognition. Xie, Z. and Mu, Z. 2007. Improved locally linear embedding and its application on multi-pose ear recognition. In Proceedings of the IEEE International Conference on Wavelet Analysis and Pattern Recognition.
  106. Xie , Z. and Mu , Z . 2008. Ear recognition using lle and idlle algorithm . In Proceedings of the 19th IEEE International Conference on Pattern Recognition (ICPR). 1--4. Xie, Z. and Mu, Z. 2008. Ear recognition using lle and idlle algorithm. In Proceedings of the 19th IEEE International Conference on Pattern Recognition (ICPR). 1--4.
  107. Xu , X. and Mu , Z . 2007a. Feature fusion method based on kcca for ear and profile face based multimodal recognition . In Proceedings of the IEEE International Conference on Automation and Logistics. 620--623 . Xu, X. and Mu, Z. 2007a. Feature fusion method based on kcca for ear and profile face based multimodal recognition. In Proceedings of the IEEE International Conference on Automation and Logistics. 620--623.
  108. 10.1109/ICIG.2007.143 · DOI
  109. Xu , X. , Mu , Z. , and Yuan , L . 2007. Feature-Level fusion method based on kfda for multimodal recognition fusing ear and profile face . In Proceedings of the IEEE International Conference on Wavelet Analysis and Pattern Recognition (ICWAPR). Vol. 3 . 1306--1310. Xu, X., Mu, Z., and Yuan, L. 2007. Feature-Level fusion method based on kfda for multimodal recognition fusing ear and profile face. In Proceedings of the IEEE International Conference on Wavelet Analysis and Pattern Recognition (ICWAPR). Vol. 3. 1306--1310.
  110. 10.1109/CVPR.2005.450 · DOI
  111. 10.1007/11527923_52 · DOI
  112. 10.1109/3DPVT.2006.25 · DOI
  113. 10.1109/TPAMI.2007.1067 · DOI · Paper page
  114. 10.1117/12.603154 · DOI
  115. Yaqubi , M. , Faez , K. , and Motamed , S . 2008. Ear recognition using features inspired by visual cortex and support vector machine technique . In Proceedings of the IEEE International Conference on Computer and Communication Engineering. Yaqubi, M., Faez, K., and Motamed, S. 2008. Ear recognition using features inspired by visual cortex and support vector machine technique. In Proceedings of the IEEE International Conference on Computer and Communication Engineering.
  116. Yuan , L. and Mu , Z . 2007. Ear recognition based on 2D images . In Proceedings of the 1st IEEE International Conference on Biometrics: Theory, Applications, and Systems (BTAS). Yuan, L. and Mu, Z. 2007. Ear recognition based on 2D images. In Proceedings of the 1st IEEE International Conference on Biometrics: Theory, Applications, and Systems (BTAS).
  117. Yuan , L. , Mu , Z. , and Liu , Y . 2006a. Multimodal recognition using face profile and ear . In Proceedings of the IEEE International Symposium on Systems and Control in Aerospace and Astronautics (ISSCAA). 887--891 . Yuan, L., Mu, Z., and Liu, Y. 2006a. Multimodal recognition using face profile and ear. In Proceedings of the IEEE International Symposium on Systems and Control in Aerospace and Astronautics (ISSCAA). 887--891.
  118. 10.1109/ICPR.2006.1198 · DOI
  119. Yuan , L. , Wang , Z. , and Mu , Z. 2010 . Ear recognition under partial occlusion based on neighborhood preserving embedding . Proc. SPIE, Biometric Technol. Hum. Identif. VII 7667 . Yuan, L., Wang, Z., and Mu, Z. 2010. Ear recognition under partial occlusion based on neighborhood preserving embedding. Proc. SPIE, Biometric Technol. Hum. Identif. VII 7667.
  120. Yuan L. and Zhang , F . 2009. Ear detection based on improved adaboost algorithm . In Proceedings of the 8th IEEE International Conference on Machine Learning and Cybernetics (ICMLC). Yuan L. and Zhang, F. 2009. Ear detection based on improved adaboost algorithm. In Proceedings of the 8th IEEE International Conference on Machine Learning and Cybernetics (ICMLC).
  121. Yuizono , T. , Wang , Y., S Atoh , K. , and Nakayama , S . 2002. Study on individual recognition for ear images by using genetic local search . In Proceeding of the IEEE Congress on Evolutionary Computation (CEC). 237--242 . Yuizono, T., Wang, Y., S Atoh, K., and Nakayama, S. 2002. Study on individual recognition for ear images by using genetic local search. In Proceeding of the IEEE Congress on Evolutionary Computation (CEC). 237--242.
  122. Zhang , H. and Mu , Z . 2008. Ear recognition method based on fusion features of global and local features . In Proceedings of the IEEE International Conference on Wavelet Analysis and Pattern Recognition. Zhang, H. and Mu, Z. 2008. Ear recognition method based on fusion features of global and local features. In Proceedings of the IEEE International Conference on Wavelet Analysis and Pattern Recognition.
  123. Zhang , H. , Mu , Z. , Qu , W. , L Iu , L. , and Zhang , C . 2005. A novel approach for ear recognition based on ICA and RBF network . In Proceedings of the 4th IEEE International Conference on Machine Learning and Cybernetics. 4511--4515 . Zhang, H., Mu, Z., Qu, W., L Iu, L., and Zhang, C. 2005. A novel approach for ear recognition based on ICA and RBF network. In Proceedings of the 4th IEEE International Conference on Machine Learning and Cybernetics. 4511--4515.
  124. Zhang , Z. and Liu , H . 2008. Multi-View ear recognition based on b-spline pose manifold construction . In Proceedings of the 7th IEEE World Congress on Intelligent Control and Automation. Zhang, Z. and Liu, H. 2008. Multi-View ear recognition based on b-spline pose manifold construction. In Proceedings of the 7th IEEE World Congress on Intelligent Control and Automation.
  125. Zhou , J. , Cadavid , S. , and Abdelmottaleb , M . 2010. Histograms of categorized shapes for 3D ear detection . In Proceedings of the IEEE Conference on Biometrics: Theory, Applications, and Systems (BTAS). Zhou, J., Cadavid, S., and Abdelmottaleb, M. 2010. Histograms of categorized shapes for 3D ear detection. In Proceedings of the IEEE Conference on Biometrics: Theory, Applications, and Systems (BTAS).

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Metadata

Authors
Abaza, A., Ross, A., Hebert, C., Harrison, M. A. F., & Nixon, M. S.
Affiliations
  • WVHTC Foundation, Fairmont, WV
  • West Virginia University, Morgantown, WV
  • University of Southampton, Southampton, UK
Venue
ACM Computing Surveys
Published
2013-02
Volume
45
Issue
2
Pages
1-35
ISSN
  • 0360-0300
  • 1557-7341
Cited by
178
References
1
Language
en
Funders
  • Division of Information and Intelligent Systems (IIS-0642554)
  • Biomedical Engineering Department at Cairo University
  • Office of Naval Research

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