Convex combination framework for a priori SNR estimation in speech enhancement
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Authors
Nahma, L.
Yong, P.
Dam, Hai Huyen Heidi
Nordholm, Sven
Date
2017Type
Conference Paper
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Nahma, L. and Yong, P. and Dam, H.H.H. and Nordholm, S. 2017. Convex combination framework for a priori SNR estimation in speech enhancement, pp. 4975-4979.
Source Title
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
ISBN
School
Department of Mathematics and Statistics
Collection
Abstract
© 2017 IEEE. The paper proposes a convex combination fusion function based on a sigmoid function for the estimation of the a priori SNR in a speech enhancement framework with critical frequency band processing. The proposed method does not only eliminate the one frame delay generated by the well-known decision directed approach but also increases the adaptation speed during abrupt changes in the SNR estimation. As a result, the advantage of low musical noise has been maintained while more weak speech components have been preserved. Experimental results using instrumental and subjective measures also indicate improvement in speech quality compared to the reference methods.
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