Speaker Verification Anti-Spoofing Using Linear Prediction Residual Phase Features

被引:0
|
作者
Hanilci, Cemal [1 ]
机构
[1] Bursa Tech Univ, Dept Elect Elect Engn, Bursa, Turkey
来源
2017 25TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO) | 2017年
关键词
IDENTIFICATION; BIOMETRICS; SECURITY;
D O I
暂无
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
The vulnerability of automatic speaker verification (ASV) systems against spoofing attacks is an important security concern about the reliability of ASV technology. Recently, various countermeasures have been developed for spoofing detection. In this paper, we propose to use features derived from linear prediction (LP) residual signal for spoofing detection using simple Gaussian mixture model (GMM) classifier. Experiments conducted on recently released ASVspoof 2015 database show that LP residual phase cepstral coefficients (LPRPC) outperforms standard MFCC features and considerably improves the spoofing detection performance. With the LPRPC features 97% relative improvement is observed over standard MFCC features on known attacks.
引用
收藏
页码:96 / 100
页数:5
相关论文
共 50 条
  • [41] Fingerprint Anti-Spoofing Using Ridgelet Transform
    Nikam, Shankar Bhausaheb
    Agarwal, Suneeta
    2008 IEEE SECOND INTERNATIONAL CONFERENCE ON BIOMETRICS: THEORY, APPLICATIONS AND SYSTEMS (BTAS), 2008, : 98 - 103
  • [42] SPEAKER RECOGNITION AND VERIFICATION USING LINEAR PREDICTION ANALYSIS
    SAMBUR, MR
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1973, 53 (01): : 354 - &
  • [43] Vulnerability of Voice Verification System with STC Anti-spoofing Detector to Different Methods of Spoofing Attacks
    Shchemelinin, Vadim
    Kozlov, Alexandr
    Lavrentyeva, Galina
    Novoselov, Sergey
    Simonchik, Konstantin
    SPEECH AND COMPUTER (SPECOM 2015), 2015, 9319 : 480 - 486
  • [44] Multi-Perspective Features Learning for Face Anti-Spoofing
    Wang, Zhuming
    Xu, Yaowen
    Wu, Lifang
    Han, Hu
    Ma, Yukun
    Ma, Guozhang
    2021 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS (ICCVW 2021), 2021, : 4099 - 4105
  • [45] Auditory Perception Based Anti-Spoofing System for Human Age Verification
    Ilyas, Muhammad
    Othmani, Alice
    Fournier, Regis
    Nait-ali, Amine
    ELECTRONICS, 2019, 8 (11)
  • [46] Anti-spoofing for Display and Print Attacks on Pa Imprint Verification Systems
    Kanhangad, Vivek
    Bhilare, Shruti
    Garg, Pragalbh
    Singh, Pranjalya
    Chaudhari, Narendra
    BIOMETRIC AND SURVEILLANCE TECHNOLOGY FOR HUMAN AND ACTIVITY IDENTIFICATION XII, 2015, 9457
  • [47] Temporally Weighted Linear Prediction Features for Speaker Verification in Additive Noise
    Saeidi, Rahim
    Pohjalainen, Jouni
    Kinnunen, Tomi
    Alku, Paavo
    ODYSSEY 2010: THE SPEAKER AND LANGUAGE RECOGNITION WORKSHOP, 2010, : 40 - 46
  • [48] FASS: Face Anti-Spoofing System Using Image Quality Features and Deep Learning
    Solomon, Enoch
    Cios, Krzysztof J.
    ELECTRONICS, 2023, 12 (10)
  • [49] Anti-Spoofing Research of OCT Fingerprint Based on Attention Residual Network
    Wang H.
    Pan D.
    Liang R.
    Zhang Y.
    Liu Y.
    Chen P.
    Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2022, 34 (03): : 392 - 402
  • [50] Learning Temporal Features Using LSTM-CNN Architecture for Face Anti-spoofing
    Xu, Zhenqi
    Li, Shan
    Deng, Weihong
    PROCEEDINGS 3RD IAPR ASIAN CONFERENCE ON PATTERN RECOGNITION ACPR 2015, 2015, : 141 - 145