Speech denoising using nonnegative matrix factorization with priors

被引:173
|
作者
Wilson, Kevin W. [1 ]
Raj, Bhiksha [1 ]
Smaragdis, Paris [2 ]
Divakaran, Ajay [1 ]
机构
[1] Mitsubishi Elect Res Lab, Cambridge, MA USA
[2] Adobe Syst, Newton, MA USA
关键词
speech enhancement; speech processing;
D O I
10.1109/ICASSP.2008.4518538
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
We present a technique for denoising speech using nonnegative matrix factorization (NMF) in combination with statistical speech and noise models. We compare our new technique to standard NMF and to a state-of-the-art Wiener filter implementation and show improvements in speech quality across a range of interfering noise types.
引用
收藏
页码:4029 / +
页数:2
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