| Presentation | 2003/5/23 Speaker Identification by Combining Speaker Specific GMM with Speaker Adapted Syllable-based HMM Seiichi NAKAGAWA, Wei ZHANG, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We present a new text-independent speaker recognition method by combining speaker-specific Gaussian Mixture Model (GMM) with syllable-based HMM adapted by MLLR or MAP. The robustness of this speaker recognition method for speaking style's change was evaluated. The speaker identification experiment using NTT database which consists of sentences uttered at three speed modes (normal, fast and slow) by 35 Japanese speakers (22 males and 13 females) on five sessions over ten months was conducted. Each speaker uttered only 5 training utterances. We obtained the accuracy of 100% for text-independent speaker identification. This result was superior to some conventional methods for the same database. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Speaker identification / GMM / Speaker adaptation / HMM |
| Paper # | SP2003-31 |
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| Conference Information | |
| Committee | SP |
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| Conference Date | 2003/5/23(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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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 Identification by Combining Speaker Specific GMM with Speaker Adapted Syllable-based HMM |
| Sub Title (in English) | |
| Keyword(1) | Speaker identification |
| Keyword(2) | GMM |
| Keyword(3) | Speaker adaptation |
| Keyword(4) | HMM |
| 1st Author's Name | Seiichi NAKAGAWA |
| 1st Author's Affiliation | Departmento of Information and Computer Sciences, Toyohashi University of Technology() |
| 2nd Author's Name | Wei ZHANG |
| 2nd Author's Affiliation | Departmento of Information and Computer Sciences, Toyohashi University of Technology |
| Date | 2003/5/23 |
| Paper # | SP2003-31 |
| Volume (vol) | vol.103 |
| Number (no) | 94 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |