DocumentCode :
2177714
Title :
Phase-sensitive speech enhancement for cochlear implant processing
Author :
Jafari, Pourya S. ; Kang, Hou-Yong ; Wang, Xiaosong ; Fu, Qian-Jie ; Jiang, Hui
Author_Institution :
Dept. of Comput. Sci. & Eng., York Univ., Toronto, ON, Canada
fYear :
2011
fDate :
22-27 May 2011
Firstpage :
5104
Lastpage :
5107
Abstract :
In this paper, we present a new approach to enhance noisy speech based on an environmental model incorporating the phase between noise and clean speech (often called phase-sensitive model) in log power spectral domain. Some previous phase-sensitive methods normally assume the phase factor to be a random variable or set it heuristically. In this work, we assume phase to be an unknown parameter that can be estimated deterministically from data and present an algorithm for its estimation. Words-in-sentences recognition by twelve cochlear implant subjects was tested under six different noisy listening conditions with and without the speech enhancement algorithm. Experimental results show that the proposed phase-sensitive approach significantly improves the recognition of noisy speech and significantly outperforms other conventional phase insensitive methods in all listening conditions.
Keywords :
cochlear implants; handicapped aids; speech enhancement; speech recognition; cochlear implant processing; noisy listening condition; noisy speech recognition; phase factor; phase insensitive method; phase-sensitive noisy speech enhancement; power spectral domain; random variable; words-in-sentence recognition; Cochlear implants; Estimation; Noise; Noise measurement; Speech; Speech enhancement; Speech recognition; cochlear implant; log power spectral domain; phase-sensitive model; relative phase; speech enhancement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
ISSN :
1520-6149
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2011.5947505
Filename :
5947505
Link To Document :
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