A new approach to hand-based authentication

被引:0
|
作者
Amayeh, G. [1 ]
Bebis, G. [1 ]
Erol, A. [1 ]
Nicolescu, M. [1 ]
机构
[1] Univ Nevada, Comp Vis Lab, Reno, NV 89557 USA
关键词
biometrics; hand-based authentication; Zernike moments;
D O I
10.1117/12.721032
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Hand-based authentication is a key biometric technology with a wide range of potential applications both in industry and government. Traditionally, hand-based authentication is performed by extracting information from the whole hand. To account for hand and finger motion, guidance pegs are employed to fix the position and orientation of the hand. In this paper, we consider a component-based approach to hand-based verification. Our objective is to investigate the discrimination power of different parts of the hand in order to develop a simpler, faster, and possibly more accurate and robust verification system. Specifically, we propose a new approach which decomposes the hand in different regions, corresponding to the fingers and the back of the palm, and performs verification using information from certain parts of the hand only. Our approach operates on 2D images acquired by placing the hand on a flat lighting table. Using a part-based representation of the hand allows the system to compensate for hand and finger motion without using any guidance pegs. To decompose the hand in different regions, we use a robust methodology based on morphological operators which does not require detecting any landmark points on the hand. To capture the geometry of the back of the palm and the fingers in sufficient detail, we employ high-order Zernike moments which are computed using an efficient methodology. The proposed approach has been evaluated on a database of 100 subjects with 10 images per subject, illustrating promising performance. Comparisons with related approaches using the whole hand for verification illustrate the superiority of the proposed approach. Moreover, qualitative comparisons with state-of-the-art approaches indicate that the proposed approach has comparable or better performance.
引用
收藏
页数:9
相关论文
共 50 条
  • [31] EFFECT OF HAND-BASED SENSORS ON MANIPULATOR CONTROL PERFORMANCE
    BEJCZY, AK
    MECHANISM AND MACHINE THEORY, 1977, 12 (05) : 547 - 567
  • [32] Mobile computer vision system for hand-based identification
    Chernyshov V.G.
    Mestetskii L.M.
    Pattern Recognition and Image Analysis, 2015, 25 (02) : 209 - 214
  • [33] RBF neural networks for hand-based biometiric recognition
    Sanchez-Reillo, R
    Sanchez-Avila, C
    AUDIO- AND VIDEO-BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS, 2001, 2091 : 330 - 335
  • [34] A hand-based biometric system in visible light for mobile environments
    Barra, Silvio
    De Marsico, Maria
    Nappi, Michele
    Narducci, Fabio
    Riccio, Daniel
    INFORMATION SCIENCES, 2019, 479 : 472 - 485
  • [35] Design and implementation of hand-based tactile sensors for industrial robots
    Luo, Ren-Chyuan
    Robotics and Factories of the Future - Proceedings of an International Conference, 1984,
  • [36] Advanced Maintenance Simulation by Means of Hand-Based Haptic Interfaces
    Nappi, Michele
    Paolino, Luca
    Ricciardi, Stefano
    Sebillo, Monica
    Vitiello, Giuliana
    HUMAN-COMPUTER INTERACTION - INTERACT 2009, PT II, PROCEEDINGS, 2009, 5727 : 76 - 88
  • [37] A hand-based visual intent recognition algorithm for wheelchair motion
    Luhandjula, Thierry
    Djouani, Karim
    Hamam, Yskandar
    van Wyk, Ben
    Williams, Quentin
    3RD INTERNATIONAL CONFERENCE ON HUMAN SYSTEM INTERACTION, 2010, : 749 - 756
  • [38] An Efficient Coding Method for Indexing Hand-based Biometric Databases
    Kavati, Ilaiah
    Prasad, Munaga V. N. K.
    Bhagvati, Chakravarthy
    ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY ALGORITHMS IN ENGINEERING SYSTEMS, VOL 2, 2015, 325 : 723 - 731
  • [39] Autograft replacements for the scapholunate ligament: A biomechanical comparison of hand-based autografts
    Harvey, EJ
    Hanel, D
    Knight, JB
    Tencer, AF
    JOURNAL OF HAND SURGERY-AMERICAN VOLUME, 1999, 24A (05): : 963 - 967
  • [40] Hand-based Biometrics: High Security vs. Low Security
    Travieso Gonzalez, Carlos Manuel
    COMMUNICATION AND MANAGEMENT IN TECHNOLOGICAL INNOVATION AND ACADEMIC GLOBALIZATION, 2010, : 13 - 13