Text-Independent Speaker Verification Based on Triplet Loss

被引：0
|
作者：
He, Junjie [1 ]
He, Jing [1 ]
Zhu, Liangjin [1 ]
机构：
[1] Commun Univ China, Sch Informat & Commun Engn, Beijing, Peoples R China
来源：
PROCEEDINGS OF 2020 IEEE 4TH INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC 2020) | 2020年
关键词：
Speaker Verification; LSTM; Triplet Loss;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
An improved end-to-end text-independent speaker verification model is proposed in this paper. LSTM networks are employed to extract the speaker model embedding, and the triplet loss is used to optimize the training of the network which make the training of the speaker verification model more efficient while keep the computation complexity relatively low. With the triplet loss, the proposed model can achieve better EER performance.
引用
收藏
页码：2385 / 2388
页数：4
相关论文
共 50 条
  • [31] Text-Independent Speaker Verification with Dual Attention Network
    Li, Jingyu
    Lee, Tan
    [J]. INTERSPEECH 2020, 2020, : 956 - 960
  • [32] Influence of task duration in text-independent speaker verification
    Fauve, Benoit
    Evans, Nicholas
    Pearson, Neil
    Bonastre, Jean-Francois
    Mason, John
    [J]. INTERSPEECH 2007: 8TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION, VOLS 1-4, 2007, : 2728 - +
  • [33] Mixup Learning Strategies for Text-independent Speaker Verification
    Zhu, Yingke
    Ko, Tom
    Mak, Brian
    [J]. INTERSPEECH 2019, 2019, : 4345 - 4349
  • [34] A Phoneme Localization Based Liveness Detection for Text-Independent Speaker Verification
    Zhang, Linghan
    Tan, Sheng
    Chen, Yingying
    Yang, Jie
    [J]. IEEE TRANSACTIONS ON MOBILE COMPUTING, 2023, 22 (10) : 5611 - 5624
  • [35] Local Variability Vector for Text-Independent Speaker Verification
    Chen, Liping
    Lee, Kong Aik
    Ma, Bin
    Guo, Wu
    Li, Haizhou
    Dai, Li Rong
    [J]. 2014 9TH INTERNATIONAL SYMPOSIUM ON CHINESE SPOKEN LANGUAGE PROCESSING (ISCSLP), 2014, : 54 - +
  • [36] A robust sequential test for text-independent speaker verification
    Lund, MA
    Lee, CC
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1996, 99 (01): : 609 - 621
  • [37] Exploration of Local Variability in Text-Independent Speaker Verification
    Chen, Liping
    Lee, Kong Aik
    Ma, Bin
    Guo, Wu
    Li, Haizhou
    Dai, Li-Rong
    [J]. JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2016, 82 (02): : 217 - 228
  • [38] Vector-Based Attentive Pooling for Text-Independent Speaker Verification
    Wu, Yanfeng
    Guo, Chenkai
    Gao, Hongcan
    Hou, Xiaolei
    Xu, Jing
    [J]. INTERSPEECH 2020, 2020, : 936 - 940
  • [39] Quasi Text-Independent Speaker-Verification based on Pattern Matching
    Gerber, Michael
    Beutler, Rene
    Pfister, Beat
    [J]. INTERSPEECH 2007: 8TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION, VOLS 1-4, 2007, : 93 - 96
  • [40] A New Score Normalization for Text-Independent Speaker Verification
    Ning, Hongke
    Zou, Y. X.
    Hu, Xuyan
    [J]. 2014 19TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP), 2014, : 636 - 639
12345