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
来源
2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP) | 2017年
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
  • [11] MMSE-OPTIMAL COMBINATION OF WIENER FILTERING AND HARMONIC MODEL BASED SPEECH ENHANCEMENT IN A GENERAL FRAMEWORK
    Krawczyk-Becker, Martin
    Gerkmann, Timo
    2015 IEEE WORKSHOP ON APPLICATIONS OF SIGNAL PROCESSING TO AUDIO AND ACOUSTICS (WASPAA), 2015,
  • [12] Model-based Speech Separation with Single-microphone Input
    Lee, S. W.
    Soong, Frank K.
    Ching, P. C.
    INTERSPEECH 2007: 8TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION, VOLS 1-4, 2007, : 2648 - 2651
  • [13] DNN-BASED SPEECH PRESENCE PROBABILITY ESTIMATION FORMULTI-FRAME SINGLE-MICROPHONE SPEECH ENHANCEMENT
    Tammen, Marvin
    Fischer, Doerte
    Meyer, Bernd T.
    Doclo, Simon
    2020 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2020, : 191 - 195
  • [14] Single-Microphone Early and Late Reverberation Suppression in Noisy Speech
    Mosayyebpour, Saeed
    Esmaeili, Morteza
    Gulliver, T. Aaron
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2013, 21 (02): : 322 - 335
  • [15] Comparison of Parameter Estimation Methods for Single-Microphone Multi-Frame Wiener Filtering
    Fischer, Doerte
    Bruemann, Klaus
    Doclo, Simon
    2019 27TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2019,
  • [16] A Robust Speech Enhancement Method Based on Microphone Array
    Zhang, Qiquan
    Wang, Mingjiang
    Zhang, Lu
    2017 17TH IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY (ICCT 2017), 2017, : 1673 - 1678
  • [17] 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
  • [18] Speech enhancement using MMSE estimation of amplitude and complex speech spectral coefficients under phase-uncertainty
    Kandagatla, Ravi Kumar
    Subbaiah, P. V.
    SPEECH COMMUNICATION, 2018, 96 : 10 - 27
  • [19] Robust subspace analysis and its application in microphone array for speech enhancement
    Yu, ZL
    Er, MH
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2005, E88A (07) : 1708 - 1715
  • [20] An MMSE estimator for speech enhancement under a combined stochastic-deterministic speech model
    Hendriks, Richard C.
    Heusdens, Richard
    Jensen, Jesper
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (02): : 406 - 415