Multi-biometric templates using fingerprint and voice

被引:13
|
作者
Camlikaya, Eren [1 ]
Kholmatov, Alisher [1 ]
Yanikoglu, Berrin [1 ]
机构
[1] Sabanci Univ, Fac Engn & Nat Sci, TR-34956 Istanbul, Turkey
关键词
multimodal biometrics; multi-biometrics; voice; fingerprint; privacy;
D O I
10.1117/12.777738
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As biometrics gains popularity, there is an increasing concern about privacy and misuse of biometric data held in central repositories. Furthermore, biometric verification systems face challenges arising from noise and intra-class variations. To tackle both problems, a multimodal biometric verification system combining fingerprint and voice modalities is proposed. The system combines the two modalities at the template level, using multi-biometric templates. The fusion of fingerprint and voice data successfully diminishes privacy concerns by hiding the minutiae points from the fingerprint, among the artificial points generated by the features obtained from the spoken utterance. of the speaker. Equal error rates are observed to be under 2% for the system where 600 utterances from 30 people have been processed and fused with a database of 400 fingerprints from 200 individuals. Accuracy is increased compared to the previous results for voice verification over the same speaker database.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] Contactless multi-biometric system using fingerprint and palmprint selfies
    Herbadji A.
    Guermat N.
    Ziet L.
    Akhtar Z.
    Cheniti M.
    Herbadji D.
    [J]. Traitement du Signal, 2020, 37 (06): : 889 - 897
  • [2] Contactless Multi-biometric System Using Fingerprint and Palmprint Selfies
    Herbadji, Abderrahmane
    Guermat, Noubeil
    Ziet, Lahcene
    Akhtar, Zahid
    Cheniti, Mohamed
    Herbadji, Djamel
    [J]. TRAITEMENT DU SIGNAL, 2020, 37 (06) : 889 - 897
  • [3] Fusing Binary Templates for Multi-biometric Cryptosystems
    Mai, Guangcan
    Lim, Meng-Hui
    Yuen, Pong C.
    [J]. 2015 IEEE 7TH INTERNATIONAL CONFERENCE ON BIOMETRICS THEORY, APPLICATIONS AND SYSTEMS (BTAS 2015), 2015,
  • [4] Privacy Preserving Facial and Fingerprint Multi-biometric Authentication
    Anzaku, Esla Timothy
    Sohn, Hosik
    Ro, Yong Man
    [J]. DIGITAL WATERMARKING, 2011, 6526 : 239 - 250
  • [5] Fingerprint and Iris Multi-biometric Data Indexing and Retrieval
    Damer, Naser
    Terhoerst, Philipp
    Braun, Andreas
    Kuijper, Arjan
    [J]. 2018 21ST INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2018, : 2083 - 2090
  • [6] Fusing Iris, Palmprint and Fingerprint in a Multi-Biometric Recognition System
    Naderi, Habibeh
    Soleimani, Behrouz Haji
    Matwin, Stan
    Araabi, Babak Nadjar
    Soltanian-Zadeh, Hamid
    [J]. 2016 13TH CONFERENCE ON COMPUTER AND ROBOT VISION (CRV), 2016, : 327 - 334
  • [7] Feature Level Fused Templates for Multi-Biometric System on Smartphones
    Stokkenes, Martin
    Ramachandra, Raghavendra
    Raja, Kiran B.
    Sigaard, Morten K.
    Busch, Christoph
    [J]. 2017 5TH INTERNATIONAL WORKSHOP ON BIOMETRICS AND FORENSICS (IWBF 2017), 2017,
  • [8] A Multi-biometric Verification System for the Privacy Protection of Iris Templates
    Cimato, S.
    Gamassi, M.
    Piuri, V.
    Sassi, R.
    Scotti, F.
    [J]. PROCEEDINGS OF THE INTERNATIONAL WORKSHOP ON COMPUTATIONAL INTELLIGENCE IN SECURITY FOR INFORMATION SYSTEMS CISIS 2008, 2009, 53 : 227 - 234
  • [9] Evaluation and analysis of a face and voice outdoor multi-biometric system
    Vajaria, H.
    Islam, T.
    Mohanty, P.
    Sarkar, S.
    Sankar, R.
    Kasturi, R.
    [J]. PATTERN RECOGNITION LETTERS, 2007, 28 (12) : 1572 - 1580
  • [10] A fingerprint and finger-vein based cancelable multi-biometric system
    Yang, Wencheng
    Wang, Song
    Hu, Jiankun
    Zheng, Guanglou
    Valli, Craig
    [J]. PATTERN RECOGNITION, 2018, 78 : 242 - 251