ROBUST MMSE FILTERING FOR SINGLE-MICROPHONE SPEECH ENHANCEMENT

被引:0
|
作者
Enzner, Gerald [1 ]
Thuene, Philipp [1 ]
机构
[1] Ruhr Univ Bochum, Adapt Syst Lab, D-44780 Bochum, Germany
关键词
optimum filtering; speech enhancement; SPECTRAL AMPLITUDE ESTIMATOR; SQUARE ERROR ESTIMATION; NOISE-REDUCTION; MUSICAL NOISE; SUPPRESSION; SUBTRACTION; EPHRAIM; PRIORS;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
MMSE filtering of signals contaminated with additive noise is addressed with explicit uncertainty of the second-order target signal statistics. The unfortunate lack of stationarity of speech, and hence the phenomenon of musical noise in speech enhancement, is an ideal problem for the proposed approach. Specifically, we complement the established short-time power-spectral subtraction for speech power estimation with a prior of the momentary speech-power level. The MMSE estimator for Gaussian speech amplitudes is then derived under these circumstances. The potential for the enhancement of noisy speech is briefly demonstrated by SNR and PESQ analysis.
引用
收藏
页码:4009 / 4013
页数:5
相关论文
共 50 条
  • [31] Phase-based dual-microphone robust speech enhancement
    Aarabi, P
    Shi, G
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (04): : 1763 - 1773
  • [32] FEATURE ENHANCEMENT FOR ROBUST SPEECH RECOGNITION ON SMARTPHONES WITH DUAL-MICROPHONE
    Lopez-Espejo, Ivan
    Gomez, Angel M.
    Gonzalez, Jose A.
    Peinado, Antonio M.
    2014 PROCEEDINGS OF THE 22ND EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2014, : 21 - 25
  • [33] INTEGRATING MULTIPLE OBSERVATIONS FOR MODEL-BASED SINGLE-MICROPHONE SPEECH SEPARATION WITH CONDITIONAL RANDOM FIELDS
    Yeung, Yu Ting
    Lee, Tan
    Leung, Cheung-Chi
    2012 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2012, : 257 - 260
  • [34] Combined wiener and coherence filtering in wavelet domain for microphone array speech enhancement
    Mahmoudi, D
    Drygajlo, A
    PROCEEDINGS OF THE 1998 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-6, 1998, : 385 - 388
  • [35] Dual microphone-based speech enhancement by spectral classification and Wiener filtering
    Jeong, S.
    Lee, S.
    Hahn, M.
    ELECTRONICS LETTERS, 2008, 44 (03) : 253 - 254
  • [36] A comparative intelligibility study of single-microphone noise reduction algorithms
    Hu, Yi
    Loizou, Philipos C.
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2007, 122 (03): : 1777 - 1786
  • [38] β-Masking MMSE Speech Enhancement for Speech Recognition
    You, Chang Huai
    Ma, Bin
    2017 IEEE 2ND INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING (ICSIP), 2017, : 341 - 345
  • [39] A SPEECH ENHANCEMENT ALGORITHM BY ITERATING SINGLE- AND MULTI-MICROPHONE PROCESSING AND ITS APPLICATION TO ROBUST ASR
    Zhang, Xueliang
    Wang, Zhong-Qiu
    Wang, DeLiang
    2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 276 - 280
  • [40] Combining MMSE enhancement with LA model adaptation for robust automatic speech recognition
    Ding, P
    Cao, ZG
    ELECTRONICS LETTERS, 2001, 37 (08) : 539 - 540