Design of a Text Independent Speaker Recognition System

被引:0
|
作者
Ozaydin, Selma [1 ]
机构
[1] Cankaya Univ, Elect & Commun Engn, Ankara, Turkey
关键词
speaker recognition; voice recognition; gaussian mixture model; biometrics; HTK;
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
This paper presents the design of a text independent speaker recognition system based on Mel-Frequency Cepstrum Coefficients and Gaussian Mixture Models. HTK speech recognition toolkit is used in the design of speaker models. The system is aimed to use it as a biometric authentication system. The experiments were performed on speech data consist of 134 speakers from YOHO database for different training conditions. The increase of the proposed system performance is observed with the decrease of Equal Error Rate. Experiment results show that the system gives the best recognition performance for Gaussian mixture model with 64 mixtures.
引用
收藏
页码:55 / 59
页数:5
相关论文
共 50 条
  • [1] TEXT INDEPENDENT SPEAKER RECOGNITION
    FOIL, JT
    JOHNSON, DH
    [J]. IEEE COMMUNICATIONS MAGAZINE, 1983, 21 (09) : 22 - 25
  • [2] Text Independent Automatic Speaker Recognition System in Malayalam
    Selvan, Karthik
    Babu, Anish K. K.
    [J]. PROCEEDINGS OF THE 2013 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING & COMMUNICATION SYSTEMS (ICACCS), 2013,
  • [3] TEXT INDEPENDENT SPEAKER RECOGNITION SYSTEM USING GMM
    Bagul, S. G.
    Shastri, R. K.
    [J]. 2013 INTERNATIONAL CONFERENCE ON HUMAN COMPUTER INTERACTIONS (ICHCI), 2013,
  • [4] TEXT-INDEPENDENT SPEAKER RECOGNITION
    ATAL, BS
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1972, 52 (01): : 181 - &
  • [5] Underlying Text Independent Speaker Recognition
    Singh, Nilu
    Khan, R. A.
    [J]. PROCEEDINGS OF THE 10TH INDIACOM - 2016 3RD INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT, 2016, : 6 - 10
  • [6] Source and System Features for Text Independent Speaker Recognition Using GMM Speaker Models
    Revathi, A.
    Venkataramani, Y.
    [J]. RECENT TRENDS IN NETWORKS AND COMMUNICATIONS, 2010, 90 : 21 - +
  • [7] A TEXT-INDEPENDENT SPEAKER RECOGNITION SYSTEM BASED ON VOWEL SPOTTING
    FAKOTAKIS, N
    TSOPANOGLOU, A
    KOKKINAKIS, G
    [J]. SPEECH COMMUNICATION, 1993, 12 (01) : 57 - 68
  • [8] Performance of Text-Independent Automatic Speaker Recognition on a Multicore System
    Kouatly, Rand
    Khan, Talha Ali
    [J]. TSINGHUA SCIENCE AND TECHNOLOGY, 2024, 29 (02) : 447 - 456
  • [9] Effect of Spoken Text on Text-independent Speaker Recognition
    Alsulaiman, Mansour
    [J]. PROCEEDINGS FIFTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS, MODELLING AND SIMULATION, 2014, : 279 - 284
  • [10] Codebook design using DCT coder for text-independent speaker recognition
    Lung, SY
    [J]. Proceedings of the Sixth IASTED International Conference on Signal and Image Processing, 2004, : 261 - 263