Multimodal biometric authentication based on score level fusion using support vector machine

被引:44
|
作者
Wang, F. [1 ]
Han, J. [1 ]
机构
[1] Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Peoples R China
关键词
face; iris; score level fusion; support vector machine; RECOGNITION; FACE;
D O I
10.2478/s11772-008-0054-8
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Fusion of multiple biometrics for human authentication performance improvement has received considerable attention. This paper presents a novel multimodal biometric authentication method integrating face and iris based on score level fusion. For score level fusion, support vector machine (SVM) based fusion rule is applied to combine two matching scores, respectively from Laplacianface based face verifier and phase information based iris verifier, to generate a single scalar score which is used to make the final decision. Experimental results show that the performance of the proposed method can bring obvious improvement comparing to the unimodal biometric identification methods and the previous fused face-iris methods.
引用
收藏
页码:59 / 64
页数:6
相关论文
共 50 条
  • [1] Multimodal biometric authentication based on score level fusion of finger biometrics
    Peng, Jialiang
    Abd El-Latif, Ahmed A.
    Li, Qiong
    Niu, Xiamu
    [J]. OPTIK, 2014, 125 (23): : 6891 - 6897
  • [2] Reliability score based multimodal fusion for biometric person authentication
    Chetty, Girija
    Wagner, Michael
    [J]. RECENT ADVANCES ON APPLIED MATHEMATICS: PROCEEDINGS OF THE AMERICAN CONFERENCE ON APPLIED MATHEMATICS (MATH '08), 2008, : 313 - 324
  • [3] Personal Authentication Using Relevance Vector Machine (RVM) for Biometric Match Score Fusion
    Long Binh Tran
    Thai Hoang Le
    [J]. 2015 SEVENTH INTERNATIONAL CONFERENCE ON KNOWLEDGE AND SYSTEMS ENGINEERING (KSE), 2015, : 7 - 12
  • [4] Multimodal Biometric Authentication System Based on Score-Level Fusion of Palmprint and Finger Vein
    Murukesh, C.
    Thanushkodi, K.
    Preethi, Padmanabhan
    Mohamed, Feroze Naina
    [J]. ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY ALGORITHMS IN ENGINEERING SYSTEMS, VOL 1, 2015, 324 : 551 - 560
  • [5] Multimodal Hybrid Face Recognition Based on Score Level Fusion using Relevance Vector Machine
    Khadhraoui, Taher
    Benzarti, Faouzi
    Amiri, Hamid
    [J]. 2014 IEEE/ACIS 13TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCE (ICIS), 2014, : 211 - 215
  • [6] A Multimodal Hand Vein Biometric based on Score Level Fusion
    Khan, Maleika Heenaye-Mamode
    [J]. INTERNATIONAL SYMPOSIUM ON ROBOTICS AND INTELLIGENT SENSORS 2012 (IRIS 2012), 2012, 41 : 897 - 903
  • [7] Score Level Fusion for Multimodal Biometric Identification
    Misar, Medha
    Gharpure, Damayanti
    [J]. 4TH INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES; MICRO TO NANO, 2019: (ETMN 2019), 2021, 2335
  • [8] A multimodal biometric system using match score and decision level fusion
    Punyani P.
    Gupta R.
    Kumar A.
    [J]. International Journal of Information Technology, 2022, 14 (2) : 725 - 730
  • [9] A Novel Biometric Authentication System with Score Level Fusion
    Balaka R.N.
    Maddali Surendra P.B.
    [J]. Annals of Data Science, 2017, 4 (3) : 383 - 404
  • [10] Score Level Fusion Based Multimodal Biometric Identification (Fingerprint & Voice)
    Elmir, Youssef
    Elberrichi, Zakaria
    Adjoudj, Reda
    [J]. 2012 6TH INTERNATIONAL CONFERENCE ON SCIENCES OF ELECTRONICS, TECHNOLOGIES OF INFORMATION AND TELECOMMUNICATIONS (SETIT), 2012, : 146 - 150