Presentation | 2000/12/14 Voice Activity Detection Using Non-speech Models and HMM Composition Narimasa WATANABE, Takeshi YAMADA, Futoshi ASANO, Nobuhiko KITAWAKI, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
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 |
Date of Issue |
Conference Information | |
Committee | NLC |
---|---|
Conference Date | 2000/12/14(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | |
Vice Chair | |
Secretary | |
Assistant |
Paper Information | |
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 |