Presentation | 2001/9/21 Acoustic Analysis and Recognition of Whispered Speech Taisuke Ito, Kazuya Takeda, Fumitada Itakura, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this paper, acoustic properties and the recognition method of whispered speech are discussed. A whispered speech database that consists of whispered speech, normal speech and their corresponding facial video images of more than 6, 000 sentences from 100 speakers was prepared. The comparison between whispered and normal utterances show that 1)the cepstrum distance between them is 4 dB for voiced and 2 dB for unvoiced phonemes, respectively, 2)the spectral tilt of the whispered speech is less sloped than the normal speech and 3)the frequency of the lower formants(below 1.5kHz)is upper than that of the normal speech. Acoustic models(HMM)trained by the whispered speech database attain an accuracy of 64% in word recognition experiments. This accuracy can be improved to 76% when MLLR adaptation is applied, while the normal speech HMM adapter with the whispered speech attain only 66 %accuracy. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | whispered speech / acoustic analysis / speech recognition |
Paper # | DSP2001-98,SP2001-71 |
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Conference Information | |
Committee | SP |
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Conference Date | 2001/9/21(1days) |
Place (in Japanese) | (See Japanese page) |
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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) | Acoustic Analysis and Recognition of Whispered Speech |
Sub Title (in English) | |
Keyword(1) | whispered speech |
Keyword(2) | acoustic analysis |
Keyword(3) | speech recognition |
1st Author's Name | Taisuke Ito |
1st Author's Affiliation | Graduate School of Engineering, Nagoya University() |
2nd Author's Name | Kazuya Takeda |
2nd Author's Affiliation | Graduate School of Engineering, Nagoya University |
3rd Author's Name | Fumitada Itakura |
3rd Author's Affiliation | Graduate School of Engineering, Nagoya University |
Date | 2001/9/21 |
Paper # | DSP2001-98,SP2001-71 |
Volume (vol) | vol.101 |
Number (no) | 325 |
Page | pp.pp.- |
#Pages | 6 |
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