Microphone array speech enhancement by Bayesian estimation of spectral amplitude and phase

被引:33
|
作者
Balan, R [1 ]
Rosca, J [1 ]
机构
[1] Siemens Corp Res, Multimedia & Video Technol Dept, Princeton, NJ 08540 USA
关键词
D O I
10.1109/SAM.2002.1191030
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Microphone arrays provide new opportunities for noise reduction and speech enhancement. This paper presents a novel decomposition of the estimation problems for short-time spectral amplitude (STSA), log STSA, and phase in the Bayesian estimation framework. The decomposition is based on the notion of sufficient statistics for the microphone array case. It nicely generalizes the well-known single-channel Ephraim-Malah estimators [4, 5] to the microphone array case. We also compare noise reduction obtained in the single channel with the two- and four-channel cases on real data.
引用
收藏
页码:209 / 213
页数:5
相关论文
共 50 条
  • [1] Microphone Array Based Speech Spectral Amplitude Estimators with Phase Estimation
    Parchami, Mahdi
    Zhu, Wei-Ping
    Champagne, Benoit
    [J]. 2014 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2014, : 133 - 136
  • [2] Speech enhancement based on a microphone array and log-spectral amplitude estimation
    Cohen, I
    Berdugo, B
    [J]. 22ND CONVENTION OF ELECTRICAL AND ELECTRONICS ENGINEERS IN ISRAEL, PROCEEDINGS, 2002, : 4 - 6
  • [3] BAYESIAN SPECTRAL AMPLITUDE ESTIMATION FOR SPEECH ENHANCEMENT WITH CORRELATED SPECTRAL COMPONENTS
    Plourde, Eric
    Champagne, Benoit
    [J]. 2009 IEEE/SP 15TH WORKSHOP ON STATISTICAL SIGNAL PROCESSING, VOLS 1 AND 2, 2009, : 397 - 400
  • [4] Multichannel speech enhancement using Bayesian spectral amplitude estimation
    Lotter, T
    Benien, C
    Vary, P
    [J]. 2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL I, PROCEEDINGS: SPEECH PROCESSING I, 2003, : 880 - 883
  • [5] Speech enhancement based on Bayesian decision and spectral amplitude estimation
    Feng Deng
    Chang-Chun Bao
    [J]. EURASIP Journal on Audio, Speech, and Music Processing, 2015
  • [6] Speech enhancement based on Bayesian decision and spectral amplitude estimation
    Deng, Feng
    Bao, Chang-Chun
    [J]. EURASIP JOURNAL ON AUDIO SPEECH AND MUSIC PROCESSING, 2015,
  • [7] Speech enhancement using the microphone array and short-term spectral amplitude estimator
    Dam, HQ
    Nordholm, SE
    Dam, HH
    Low, SY
    [J]. PROCEEDINGS OF THE 2004 INTERNATIONAL SYMPOSIUM ON INTELLIGENT MULTIMEDIA, VIDEO AND SPEECH PROCESSING, 2004, : 17 - 20
  • [8] Generalized Bayesian Estimators of the Spectral Amplitude for Speech Enhancement
    Plourde, Eric
    Champagne, Benoit
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2009, 16 (06) : 485 - 488
  • [9] Perceptually weighted β-order spectral amplitude Bayesian estimator for phase compensated speech enhancement
    Saleem, Nasir
    Khattak, Muhammad Irfan
    Nawaz, Aamir
    Umer, Farhana
    Ochani, Manesh Kumar
    [J]. APPLIED ACOUSTICS, 2021, 178
  • [10] β-order MMSE spectral amplitude estimation for speech enhancement
    You, CH
    Koh, SN
    Rahardja, S
    [J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 2005, 13 (04): : 475 - 486