Presentation 2007/12/13
Text-independent speaker verification experiment using a large-scale bone-conducted speech database
Masahiko KITA, Shingo KUROIWA, Satoru TSUGE, Hisanori MAKINAE, Takashi OSANAI, Toshiaki KAMADA, Masumi TANIMOTO, Seiji TSUCHIYA, Minoru FUKUMI, Fuji REN,
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Abstract(in English) In this paper, we conducted a speaker verification experiment using large-scale speech database maintained by National Research Institute of Police Science, Japan. In this experiment, we used speech data of 664 people collected by a capacitor microphone and a bone-conducted microphone. From experimental results, we confirmed that our proposed method that uses rank information obtained by multiple speaker model in previous work improved verification performance than a conventional method using T-norm score. In addition, we compared the speaker model based on GMMs and that based on VQ centroids. From this comparison, we can see that the speaker model based on VQ centroids is higher performance than that based on GMMs under the condition of the capacitor microphone speech. However, VQ centroids degraded the performance of that based on GMMs under the condition of the bone-conducted speech. Moreover, the performances of the bone-conducted speech significant degraded performance if there were difference of the speaking session between the registration and the testing.
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Keyword(in English) bioinformatics / speaker verification / bone-conduction speech
Paper # NLC2007-64,SP2007-127
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Conference Information
Committee SP
Conference Date 2007/12/13(1days)
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Paper Information
Registration To Speech (SP)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Text-independent speaker verification experiment using a large-scale bone-conducted speech database
Sub Title (in English)
Keyword(1) bioinformatics
Keyword(2) speaker verification
Keyword(3) bone-conduction speech
1st Author's Name Masahiko KITA
1st Author's Affiliation The University of Tokushima()
2nd Author's Name Shingo KUROIWA
2nd Author's Affiliation Chiba University
3rd Author's Name Satoru TSUGE
3rd Author's Affiliation The University of Tokushima
4th Author's Name Hisanori MAKINAE
4th Author's Affiliation National Research Institute of Police Science
5th Author's Name Takashi OSANAI
5th Author's Affiliation National Research Institute of Police Science
6th Author's Name Toshiaki KAMADA
6th Author's Affiliation National Research Institute of Police Science
7th Author's Name Masumi TANIMOTO
7th Author's Affiliation National Research Institute of Police Science
8th Author's Name Seiji TSUCHIYA
8th Author's Affiliation The University of Tokushima
9th Author's Name Minoru FUKUMI
9th Author's Affiliation The University of Tokushima
10th Author's Name Fuji REN
10th Author's Affiliation The University of Tokushima
Date 2007/12/13
Paper # NLC2007-64,SP2007-127
Volume (vol) vol.107
Number (no) 406
Page pp.pp.-
#Pages 6
Date of Issue