| Presentation | 1995/12/15 Robust Speaker Adaptation Effective for Environmental Changes Keizaburo TAKAGI, Koichi SHINODA, Hiroaki HATTORI, Takao WATANABE, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper describes an unsupervised and incremental speaker adaptation method. In practical applications, environmental changes for each adaptation utterance often degrade the speaker adaptation performance. To cope with this problem, the proposed method first cancel the effect of environmental differences for each utterance by using REALISE. Then we apply speaker adaptation with autonomous control using tree structure. The evaluation experiment was carried out for the utterances recorded from six speakers under three conditions in a vehicle environment. For the purpose of simulating rapidly changing environment, any two of the adjacent utterances are presented. In different conditions to the adaptation process. The evaluation results were 79%, 90%, and 95% for without processing, only applying REALISE, and proposed method after 100 words adaptation, respectively. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | speech recognition / speaker adaptation / environment adaptation / unsupervised adaptation / incremental adaptation |
| Paper # | SP95-100 |
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| Conference Information | |
| Committee | SP |
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| Conference Date | 1995/12/15(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) | Robust Speaker Adaptation Effective for Environmental Changes |
| Sub Title (in English) | |
| Keyword(1) | speech recognition |
| Keyword(2) | speaker adaptation |
| Keyword(3) | environment adaptation |
| Keyword(4) | unsupervised adaptation |
| Keyword(5) | incremental adaptation |
| 1st Author's Name | Keizaburo TAKAGI |
| 1st Author's Affiliation | Information Technology Research Laboratories, NEC Corporation() |
| 2nd Author's Name | Koichi SHINODA |
| 2nd Author's Affiliation | Information Technology Research Laboratories, NEC Corporation |
| 3rd Author's Name | Hiroaki HATTORI |
| 3rd Author's Affiliation | Information Technology Research Laboratories, NEC Corporation |
| 4th Author's Name | Takao WATANABE |
| 4th Author's Affiliation | Information Technology Research Laboratories, NEC Corporation |
| Date | 1995/12/15 |
| Paper # | SP95-100 |
| Volume (vol) | vol.95 |
| Number (no) | 431 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |