Automated human identification using ear imaging

被引:171
|
作者
Kumar, Ajay [1 ,2 ,3 ]
Wu, Chenye [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Comp, Kowloon, Hong Kong, Peoples R China
[2] Hong Kong Univ Sci & Technol, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
[3] Indian Inst Technol, Dept Elect Engn, Delhi, India
关键词
Biometrics; Ear identification; Personal identification; Ear segmentation; RECOGNITION; IMAGES; FACE;
D O I
10.1016/j.patcog.2011.06.005
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper investigates a new approach for the automated human identification using 2D ear imaging. We present a completely automated approach for the robust segmentation of curved region of interest using morphological operators and Fourier descriptors. We also investigate new feature extraction approach for ear identification using localized orientation information and also examine local gray-level phase information using complex Gabor filters. Our investigation develops a computationally attractive and effective alternative to characterize the automatically segmented ear images using a pair of log-Gabor filters. The experimental results achieve average rank-one recognition accuracy of 96.27% and 95.93%, respectively, on the publicly available database of 125 and 221 subjects. Our experimental results from the authentication experiments and false positive identification verses false negative identification also suggest the superiority of the proposed approach over the other popular feature extraction approach considered in this work. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:956 / 968
页数:13
相关论文
共 50 条
  • [1] A vision transformer-based automated human identification using ear biometrics
    Mehta, Ravishankar
    Shukla, Sindhuja
    Pradhan, Jitesh
    Singh, Koushlendra Kumar
    Kumar, Abhinav
    [J]. JOURNAL OF INFORMATION SECURITY AND APPLICATIONS, 2023, 78
  • [2] An Automated Ear Identification System Using Gabor Filter Responses
    Meraoumia, Abdallah
    Chitroub, Salim
    Bouridane, Ahmed
    [J]. 2015 IEEE 13TH INTERNATIONAL NEW CIRCUITS AND SYSTEMS CONFERENCE (NEWCAS), 2015,
  • [3] AR model based human identification using ear biometrics
    [J]. 1600, Science and Engineering Research Support Society (07):
  • [4] Personal Identification Using Computerized Human Ear Recognition System
    Tariq, Anam
    Anjum, M. Almas
    Akram, M. Usman
    [J]. 2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 50 - 54
  • [5] Automated Identification of Dementia Using FDG-PET Imaging
    Xia, Yong
    Lu, Shen
    Wen, Lingfeng
    Eberl, Stefan
    Fulham, Michael
    Feng, David Dagan
    [J]. BIOMED RESEARCH INTERNATIONAL, 2014, 2014
  • [6] Automated pollen identification using microscopic imaging and texture analysis
    Victor Marcos, J.
    Nava, Rodrigo
    Cristobal, Gabriel
    Redondo, Rafael
    Escalante-Ramirez, Boris
    Bueno, Gloria
    Deniz, Oscar
    Gonzalez-Porto, Amelia
    Pardo, Cristina
    Chung, Francois
    Rodriguez, Tomas
    [J]. MICRON, 2015, 68 : 36 - 46
  • [7] Multispectral Imaging for Automated Tissue Identification of Normal Human Surgical Specimens
    Shenson, Jared A.
    Liu, George S.
    Farrell, Joyce
    Blevins, Nikolas H.
    [J]. OTOLARYNGOLOGY-HEAD AND NECK SURGERY, 2021, 164 (02) : 328 - 335
  • [8] A Neural Network Based Human Identification Framework Using Ear Images
    Alaraj, Maen
    Hou, Jingyu
    Fukami, Tadanori
    [J]. TENCON 2010: 2010 IEEE REGION 10 CONFERENCE, 2010, : 1595 - 1600
  • [9] Using deep learning for the automated identification of cone and rod photoreceptors from adaptive optics imaging of the human retina
    Zhou, Mengxi
    Doble, Nathan
    Choi, Stacey S.
    Jin, Tianyu
    Xu, ChenWei
    Parthasarathy, Sreenivasan
    Amnath, Rajiv
    [J]. BIOMEDICAL OPTICS EXPRESS, 2022, 13 (10) : 5082 - 5097
  • [10] Identification of gap junction blockers using automated fluorescence microscopy imaging
    Li, ZY
    Yan, YP
    Powers, EA
    Ying, XY
    Janjua, K
    Garyantes, T
    Baron, B
    [J]. JOURNAL OF BIOMOLECULAR SCREENING, 2003, 8 (05) : 489 - 499