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
  • [31] Improved GMM-UBM/SVM for speaker verification
    Liu, Minghui
    Dai, Beiqian
    Xie, Yanlu
    Yao, Zhiqiang
    2006 IEEE International Conference on Acoustics, Speech and Signal Processing, Vols 1-13, 2006, : 925 - 928
  • [32] Combining Deep Speaker Specific Representations with GMM-SVM for Speaker Verification
    Price, Ryan
    Biswas, Sangeeta
    Shinoda, Koichi
    14TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2013), VOLS 1-5, 2013, : 2787 - 2791
  • [33] Hybrid architecture based on HMM/MLFNN for speaker identification
    Beijing Daxue Xuebao Ziran Kexue Ban, 3 (359-367):
  • [34] HMM SPEAKER VERIFICATION WITH SPARSE TRAINING DATA ON TELEPHONE QUALITY SPEECH
    FORSYTH, ME
    SUTHERLAND, AM
    ELLIOTT, JA
    JACK, MA
    SPEECH COMMUNICATION, 1993, 13 (3-4) : 411 - 416
  • [35] A hybrid GMM/SVM approach to speaker identification
    Fine, S
    Navrátil, J
    Gopinath, RA
    2001 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-VI, PROCEEDINGS: VOL I: SPEECH PROCESSING 1; VOL II: SPEECH PROCESSING 2 IND TECHNOL TRACK DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS NEURALNETWORKS FOR SIGNAL PROCESSING; VOL III: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING MULTIMEDIA SIGNAL PROCESSING - VOL IV: SIGNAL PROCESSING FOR COMMUNICATIONS; VOL V: SIGNAL PROCESSING EDUCATION SENSOR ARRAY & MULTICHANNEL SIGNAL PROCESSING AUDIO & ELECTROACOUSTICS; VOL VI: SIGNAL PROCESSING THEORY & METHODS STUDENT FORUM, 2001, : 417 - 420
  • [36] Hybrid SVM/HMM Model for the Arab Phonemes Recognition
    Zarrouk, Elyes
    Benayed, Yassine
    INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY, 2016, 13 (05) : 574 - 582
  • [37] Unsupervised Learning of HMM Topology for Text-dependent Speaker Verification
    Liu, Ming
    Huang, Thomas
    INTERSPEECH 2006 AND 9TH INTERNATIONAL CONFERENCE ON SPOKEN LANGUAGE PROCESSING, VOLS 1-5, 2006, : 921 - 924
  • [38] Classifiers Ensemble of HMM and d-Vectors in Biometric Speaker Verification
    Carlos Atenco-Vazquez, Juan
    Moreno-Rodriguez, Juan C.
    Cruz-Vega, Israel
    Gomez-Gil, Pilar
    Arechiga, Rene
    Manuel Ramirez-Cortes, Juan
    ADVANCES IN SOFT COMPUTING, MICAI 2020, PT I, 2020, 12468 : 119 - 131
  • [39] Comparison of Two Kinds of Speaker Location Representation for SVM-based Speaker Verification
    Zhao, Xianyu
    Dong, Yuan
    Yang, Hao
    Zhao, Jian
    Lu, Liang
    Wang, Haila
    INTERSPEECH 2007: 8TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION, VOLS 1-4, 2007, : 1001 - +
  • [40] Emirati Speaker Verification Based on HMM1s, HMM2s, and HMM3s
    Shahin, Ismail
    PROCEEDINGS OF 2016 IEEE 13TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP 2016), 2016, : 562 - 567