Presentation 2000/12/14
Voice Activity Detection Using Non-speech Models and HMM Composition
Narimasa WATANABE, Takeshi YAMADA, Futoshi ASANO, Nobuhiko KITAWAKI,
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Abstract(in English) This paper proposes a new voice activity detection (VAD) method using non-speech models and HMM composition. The proposed method predicts a non-speech sound that overlaps with speech by a Viterbi algorithm with a speech model and non-speech models. Then, a Viterbi algorithm with composed models of the speech model and the predicted non-speech sound models is applied again. As a result, the overlap segments are detected. Furthermore, the non-speech sound that overlaps with speech and its SNR are identified. To evaluate the performance of the proposed method, preliminary experiments are conducted. These results showed that the VAD accuracy of the proposed method is improved by a maximum of 40% compared to that of the conventional method.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Vioce activity detection / Viterbi alignment / non-speech models / HMM composition
Paper # NLC2000-36,SP2000-84
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Committee NLC
Conference Date 2000/12/14(1days)
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Registration To Natural Language Understanding and Models of Communication (NLC)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Voice Activity Detection Using Non-speech Models and HMM Composition
Sub Title (in English)
Keyword(1) Vioce activity detection
Keyword(2) Viterbi alignment
Keyword(3) non-speech models
Keyword(4) HMM composition
1st Author's Name Narimasa WATANABE
1st Author's Affiliation Master's Program in Science and Engineering, University of Tsukuba()
2nd Author's Name Takeshi YAMADA
2nd Author's Affiliation Institute of Information Sciences and Electronics, University of Tsukuba
3rd Author's Name Futoshi ASANO
3rd Author's Affiliation Electrotechnical Laboratory
4th Author's Name Nobuhiko KITAWAKI
4th Author's Affiliation Institute of Information Sciences and Electronics, University of Tsukuba
Date 2000/12/14
Paper # NLC2000-36,SP2000-84
Volume (vol) vol.100
Number (no) 520
Page pp.pp.-
#Pages 6
Date of Issue