Title :
Speech estimation from body-conducted speech with differential acceleration
Author :
Nakayama, Masashi ; Ishimitsu, Shunsuke ; Nakagawa, Seiji
Author_Institution :
Grad. Sch. of Inf. Sci., Hiroshima City Univ., Hiroshima
Abstract :
Speech-recognition rates decrease in noisy environments. The body-conducted speech, conducted in solids such as body and skins, has a noise-robust characteristics and can be served for recognition systems even in 98 dBSPL (-20 dBSNR) noise environments. However, the body-conduction can not capture high frequency sounds. Conventional methods to improve sound quality of body-conducted speeches need both speeches themselves and body-conducted speeches. In this paper, a new body-conducted speech retrieval technique in sound quality without a speech signal itself is proposed. First, high-frequency components in the body-conducted speech were emphasized using differential acceleration. Second, a conventional noise reduction method was adopted to make a clear body-conducted speech from a retrieval speech which contains constant noise. The recognition experiments using the proposed method showed that it improved recognition rate in all speakers.
Keywords :
speech recognition; body-conducted speech retrieval; constant noise; differential acceleration; noise environment; noise reduction; sound quality; speech estimation; speech recognition; Acceleration; Acoustic noise; Character recognition; Noise reduction; Noise robustness; Skin; Solids; Speech enhancement; Speech recognition; Working environment noise;
Conference_Titel :
Networking, Sensing and Control, 2009. ICNSC '09. International Conference on
Conference_Location :
Okayama
Print_ISBN :
978-1-4244-3491-6
Electronic_ISBN :
978-1-4244-3492-3
DOI :
10.1109/ICNSC.2009.4919392