Ubiquitous and robust text-independent speaker recognition for home automation digital life

Jhing Fa Wang, Ta Wen Kuan, Jia Chang Wang, Gaung Hui Gu

研究成果: 書貢獻/報告類型會議論文篇章同行評審

6 引文 斯高帕斯(Scopus)

摘要

This paper presents a ubiquitous and robust text-independent speaker recognitionarchitecture for home automation digital life. In this architecture, a multiple microphone configuration is adopted to receive the pervasive speech signals. The multi-channel speech signals are then added together with a mixer. In a ubiquitous computing environment, the received speech signal is usually heavily corrupted by background noises. An SNR-aware subspace speech enhancement approach is used as a pre-processing to enhance the mixed signal. Considering the text-independent speaker recognition, this paper applies a multi-class support vectors machine (SVM)[10][11] instead of conventional Gaussian mixture models (GMMs)[12]. In our experiments, the speaker recognition rate can averagely reach 97.2% with the proposed ubiquitous speaker recognitionarchitecture.

原文???core.languages.en_GB???
主出版物標題Ubiquitous Intelligence and Computing - 5th International Conference, UIC 2008, Proceedings
頁面297-310
頁數14
DOIs
出版狀態已出版 - 2008
事件5th International Conference on Ubiquitous Intelligence and Computing, UIC 2008 - Oslo, Norway
持續時間: 23 6月 200825 6月 2008

出版系列

名字Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
5061 LNCS
ISSN(列印)0302-9743
ISSN(電子)1611-3349

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???event.eventtypes.event.conference???5th International Conference on Ubiquitous Intelligence and Computing, UIC 2008
國家/地區Norway
城市Oslo
期間23/06/0825/06/08

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