Presentation | 2000/1/21 Speaker Verification by Integrating Dynamic and Static Features Using Subspace Method Masafumi Nishida, Yasuo Ariki, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In spaeker recognition, it is a problem that variation of speech features is caused by sentences and time difference. If phonetic information and speaker information included in speech data can be separated, robust speaker recognition will be realized. In this study, we try and propose a speaker verification method using subspace method based on principal component analysis in order to extract only speaker information included in speech data. We also propose an integration of dynamic and static features in speaker eigenspace in order to robustly normalize a variation of speech features. We carried out comparative experiments between proposed method and GMM that is a conventional method. As a result, the proposed method has shown the same verification performance as GMM and was effective for speaker verification. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | speaker verification / subspace method / speaker eigenspace / dynamic and static features for speaker |
Paper # | SP99-137 |
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Committee | SP |
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Conference Date | 2000/1/21(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Speech (SP) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Speaker Verification by Integrating Dynamic and Static Features Using Subspace Method |
Sub Title (in English) | |
Keyword(1) | speaker verification |
Keyword(2) | subspace method |
Keyword(3) | speaker eigenspace |
Keyword(4) | dynamic and static features for speaker |
1st Author's Name | Masafumi Nishida |
1st Author's Affiliation | Faculty of Science and Technology, Ryukoku University() |
2nd Author's Name | Yasuo Ariki |
2nd Author's Affiliation | Faculty of Science and Technology, Ryukoku University |
Date | 2000/1/21 |
Paper # | SP99-137 |
Volume (vol) | vol.99 |
Number (no) | 577 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |