A HMM/SVM Hybrid Method for Speaker Verification

被引:0
|
作者
Florin, Rastoceanu [1 ]
Militaru, Diana [1 ]
机构
[1] Minist Natl Def, Mil Equipment & Technol Res Agcy, Bucharest, Romania
关键词
speaker verification; Romanian language; SVM; HMM; PLP;
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
In this paper, we describe an application of speaker verification using Romanian vowels as speaker's models in case of a small Romanian language database. Vowels models are obtained with continuous HMMs using re-training of the vowels models for every speaker. Afterwards the models are classified with the powerful technique named SVM.
引用
收藏
页码:111 / 114
页数:4
相关论文
共 50 条
  • [41] A comparison of SVM and HMM classifiers in the off-line signature verification
    Justino, EJR
    Bortolozzi, F
    Sabourin, R
    PATTERN RECOGNITION LETTERS, 2005, 26 (09) : 1377 - 1385
  • [42] STATE-OF-THE-ART SEQUENCE KERNELS FOR SVM SPEAKER VERIFICATION
    Louradour, Jerome
    Daoudi, Khalid
    2008 IEEE WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING, 2008, : 498 - +
  • [43] VLSI Design for SVM-Based Speaker Verification System
    Wang, Jia-Ching
    Lian, Li-Xun
    Lin, Yan-Yu
    Zhao, Jia-Hao
    IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2015, 23 (07) : 1355 - 1359
  • [44] Client dependent GMM-SVM models for speaker verification
    Le, Q
    Bengio, S
    ARTIFICIAL NEURAL NETWORKS AND NEURAL INFORMATION PROCESSING - ICAN/ICONIP 2003, 2003, 2714 : 443 - 451
  • [45] SVM-BASED SPEAKER VERIFICATION FOR CODED AND UNCODED SPEECH
    Janicki, Artur
    2012 PROCEEDINGS OF THE 20TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2012, : 26 - 30
  • [46] Characterizing Speech Utterances for Speaker Verification with Sequence Kernel SVM
    Lee, Kong-Aik
    You, Changhuai
    Li, Haizhou
    Kinnunen, Tomi
    Zhu, Donglai
    INTERSPEECH 2008: 9TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2008, VOLS 1-5, 2008, : 1397 - +
  • [47] MiniVectors: an Improved GMM-SVM Approach for Speaker Verification
    Anguera, Xavier
    INTERSPEECH 2009: 10TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2009, VOLS 1-5, 2009, : 2323 - 2326
  • [48] Nonparametric feature normalization for SVM-based speaker verification
    Stolcke, Andreas
    Kajarekar, Sachin
    Ferrer, Luciana
    2008 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-12, 2008, : 1577 - +
  • [49] Evaluation of GMM-based Features for SVM Speaker Verification
    Liu, Minghui
    Huang, Zhongwei
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 5027 - 5030
  • [50] Speech/speaker recognition using a HMM/GMM hybrid model
    Rodriguez, E
    Ruiz, B
    Garcia-Crespo, A
    Garcia, F
    AUDIO- AND VIDEO-BASED BIOMETRIC PERSON AUTHENTICATION, 1997, 1206 : 227 - 234