Using Fishervoice to enhance the performance of I-vector based speaker verification system

Na Li, Xiangyang Zeng, Zhifeng Li, Yu Qiao, Weiwu Jiang

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

I-vector is a popular feature representation technique in speaker verification systems. In this paper, we use Fishervoice algorithm in combination with i-vector feature representation to improve speaker verification performance. By applying the Fishervoice model to map the i-vector into a low-dimensional discriminant subspace, the intra-speaker variability can be reduced and the discriminative class boundary information can be emphasized for enhanced recognition performance. Experiments on NIST SRE 2008 core test task show that the proposed framework achieves 19.9% and 8.5% dramatic relative decrease in EER and minDCF metrics respectively compared to the state-of-the-art PLDA based method.

源语言英语
主期刊名ICIST 2014 - Proceedings of 2014 4th IEEE International Conference on Information Science and Technology
编辑Guoqing Xu, Yu Qiao, Xinyu Wu
出版商Institute of Electrical and Electronics Engineers Inc.
578-581
页数4
ISBN(电子版)9781479948086
DOI
出版状态已出版 - 10 10月 2014
活动2014 4th IEEE International Conference on Information Science and Technology, ICIST 2014 - Shenzhen, 中国
期限: 26 4月 201428 4月 2014

出版系列

姓名ICIST 2014 - Proceedings of 2014 4th IEEE International Conference on Information Science and Technology

会议

会议2014 4th IEEE International Conference on Information Science and Technology, ICIST 2014
国家/地区中国
Shenzhen
时期26/04/1428/04/14

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