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
相关论文
共 50 条
  • [41] NONNEGATIVE MATRIX FACTORIZATION WITH MATRIX EXPONENTIATION
    Lyu, Siwei
    [J]. 2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 2038 - 2041
  • [42] Nonnegative rank factorization of a nonnegative matrix A with A† A≥0
    Jain, SK
    Tynan, J
    [J]. LINEAR & MULTILINEAR ALGEBRA, 2003, 51 (01): : 83 - 95
  • [43] Nonnegative Matrix Factorization: When Data is not Nonnegative
    Wu, Siyuan
    Wang, Jim
    [J]. 2014 7TH INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS (BMEI 2014), 2014, : 227 - 231
  • [44] Quantized Nonnegative Matrix Factorization
    de Frein, Ruairi
    [J]. 2014 19TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP), 2014, : 377 - 382
  • [45] Quadratic nonnegative matrix factorization
    Yang, Zhirong
    Oja, Erkki
    [J]. PATTERN RECOGNITION, 2012, 45 (04) : 1500 - 1510
  • [46] Elastic nonnegative matrix factorization
    Xiong, He
    Kong, Deguang
    [J]. PATTERN RECOGNITION, 2019, 90 : 464 - 475
  • [47] ON THE COMPLEXITY OF NONNEGATIVE MATRIX FACTORIZATION
    Vavasis, Stephen A.
    [J]. SIAM JOURNAL ON OPTIMIZATION, 2009, 20 (03) : 1364 - 1377
  • [48] Elastic Nonnegative Matrix Factorization
    Ballen, Peter
    Guha, Sudipto
    [J]. 2018 18TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOPS (ICDMW), 2018, : 1271 - 1278
  • [49] Clustering Data using a Nonnegative Matrix Factorization (NMF)
    Abdulla, Hussam Dahwa
    Polovincak, Martin
    Snasel, Vaclav
    [J]. 2009 SECOND INTERNATIONAL CONFERENCE ON THE APPLICATIONS OF DIGITAL INFORMATION AND WEB TECHNOLOGIES (ICADIWT 2009), 2009, : 749 - 752
  • [50] Phonocardiogram Signal Denoising Based on Nonnegative Matrix Factorization and Adaptive Contour Representation Computation
    Pham, Duong-Hung
    Meignen, Sylvain
    Dia, Nafissa
    Fontecave-Jallon, Julie
    Rivet, Bertrand
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2018, 25 (10) : 1475 - 1479