Evaluation of the deep nonlinear metric learning based speaker identification on the large scale of voiceprint corpus
Feng Yong; Cai Xinyuan; Ji Ruifang
2016-10
会议名称ISCSLP 2016
会议录名称ISCSLP 2016
会议日期2016.10.17-2016.10.20
会议地点Tian Jin, China
摘要Speaker recognition is a valuable biometric recognition technology. Recently, with the development of deep learning, many deep network based speaker recognition algorithms are proposed. However, the evaluations on the speaker recognition algorithms are always performed on a small or middle scale of voiceprint corpus. There are few evaluation reports of speaker recognition on a large scale of voiceprint corpus. In this paper, we try to introduce a deep nonlinear metric learning based speaker identification algorithm and construct a larger scale of voiceprint corpus consisting of about 440 thousand people. We perform the evaluation of the deep nonlinear metric learning based method on the large scale corpus and give the recognition rate results in different scales. The evaluation results prove that, the performance is surely decreased when the scale of the corpus is increased. But for the scale of 400 thousand, the recognition rate of Top 50 is stable at about 95%, which means that it could be used in some real applications.
关键词Speaker Identification Deep Nonlinear Metric Learning Large Scale Of Voiceprint Corpus
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/12488
专题数字内容技术与服务研究中心_听觉模型与认知计算
通讯作者Cai Xinyuan
作者单位School of Automation, Chongqing University
推荐引用方式
GB/T 7714
Feng Yong,Cai Xinyuan,Ji Ruifang. Evaluation of the deep nonlinear metric learning based speaker identification on the large scale of voiceprint corpus[C],2016.
条目包含的文件 下载所有文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
Evaluation of the de(1841KB)会议论文 开放获取CC BY-NC-SA浏览 下载
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Feng Yong]的文章
[Cai Xinyuan]的文章
[Ji Ruifang]的文章
百度学术
百度学术中相似的文章
[Feng Yong]的文章
[Cai Xinyuan]的文章
[Ji Ruifang]的文章
必应学术
必应学术中相似的文章
[Feng Yong]的文章
[Cai Xinyuan]的文章
[Ji Ruifang]的文章
相关权益政策
暂无数据
收藏/分享
文件名: Evaluation of the deep nonlinear metric learning based speaker identification on the large scale of voiceprint corpus.docx
格式: Microsoft Word
此文件暂不支持浏览
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。