Presentation | 2008-12-10 Evaluation of speaker identification/verification method using phase information Longbiao WANG, Kazue MINAMI, Kazumasa YAMAMOTO, Seiichi NAKAGAWA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In conventional speaker recognition methods based on MFCC, phase information has been ignored. In this paper, we propose original phase information and a modified feature parameter obtained from the original phase information, and integrate the phase information with MFCC on a speaker identification/verification method. The speaker identification/verification experiments were performed using NTT database which consists of sentences uttered by 35 Japanese speakers (22 males and 13 females) with normal, fast and slow speaking modes on five sessions. Each speaker uttered only 5 utterances at a normal speaking mode (about 20 seconds in total) for training data. Although the phase information based method worked worse than MFCC based method, it had some ability of speaker identification. By integrating the phase information with the MFCC, the speaker identification error rate was remarkably reduced for all speaking rates in comparison with a standard MFCC-based method. The proposed modified phase information was more robust than the proposed original phase information for all speaking modes. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | speaker identification / speaker verification / MFCC / phase information / GMM |
Paper # | NLC2008-53,SP2008-108 |
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Conference Information | |
Committee | NLC |
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Conference Date | 2008/12/2(1days) |
Place (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Natural Language Understanding and Models of Communication (NLC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Evaluation of speaker identification/verification method using phase information |
Sub Title (in English) | |
Keyword(1) | speaker identification |
Keyword(2) | speaker verification |
Keyword(3) | MFCC |
Keyword(4) | phase information |
Keyword(5) | GMM |
1st Author's Name | Longbiao WANG |
1st Author's Affiliation | Department of System Engineering, Shizuoka University() |
2nd Author's Name | Kazue MINAMI |
2nd Author's Affiliation | Department of Information and computer Sciences, Toyohashi University of Technology |
3rd Author's Name | Kazumasa YAMAMOTO |
3rd Author's Affiliation | Department of Information and computer Sciences, Toyohashi University of Technology |
4th Author's Name | Seiichi NAKAGAWA |
4th Author's Affiliation | Department of Information and computer Sciences, Toyohashi University of Technology |
Date | 2008-12-10 |
Paper # | NLC2008-53,SP2008-108 |
Volume (vol) | vol.108 |
Number (no) | 337 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |