Parameterized MMSE spectral magnitude estimation for the enhancement of noisy speech

被引:51
作者
Breithaupt, Colin [1 ]
Krawczyk, Martin [1 ]
Martin, Rainer [1 ]
机构
[1] Ruhr Univ Bochum, Inst Commun Acoust IKA, D-44780 Bochum, Germany
来源
2008 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-12 | 2008年
关键词
speech enhancement; MMSE estimation;
D O I
10.1109/ICASSP.2008.4518540
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
The enhancement of short-term spectra of noisy speech can be achieved by statistical estimation of the clean speech spectral components. We present a minimum mean-square error estimator of the clean speech spectral magnitude that uses both a parametric compression function in the estimation error criterion and a parametric prior distribution for the statistical model of the clean speech magnitude. The novel parametric estimator has many known magnitude estimators as a special solution and, additionally, affords estimators that combine the beneficial properties of different known solutions. The new estimator is evaluated in terms of segmental SNR, speech distortion, and noise suppression.
引用
收藏
页码:4037 / 4040
页数:4
相关论文
共 18 条
[1]   A modular approach to speech enhancement with an application to speech coding [J].
Accardi, AJ ;
Cox, RV .
ICASSP '99: 1999 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS VOLS I-VI, 1999, :201-204
[2]  
ANDRIANAKIS I, 2006, IEEE ICASSP, V3, P1068
[3]   SPEECH ENHANCEMENT USING A MINIMUM MEAN-SQUARE ERROR LOG-SPECTRAL AMPLITUDE ESTIMATOR [J].
EPHRAIM, Y ;
MALAH, D .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1985, 33 (02) :443-445
[4]   SPEECH ENHANCEMENT USING A MINIMUM MEAN-SQUARE ERROR SHORT-TIME SPECTRAL AMPLITUDE ESTIMATOR [J].
EPHRAIM, Y ;
MALAH, D .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1984, 32 (06) :1109-1121
[5]  
Ephraim Y., 2005, The Electrical Engineering Handbook
[6]   Minimum mean-square error estimation of discrete fourier coefficients with generalized gamma priors [J].
Erkelens, Jan S. ;
Hendriks, Richard C. ;
Heusdens, Richard ;
Jensen, Jesper .
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (06) :1741-1752
[7]  
Garofolo J. S., 1988, NATL I STANDARDS TEC
[8]  
Gradshteyn I. S., 2000, TABLE INTEGRALS SERI
[9]   Speech enhancement by MAP spectral amplitude estimation using a super-Gaussian speech model [J].
Lotter, T ;
Vary, P .
EURASIP JOURNAL ON APPLIED SIGNAL PROCESSING, 2005, 2005 (07) :1110-1126
[10]   Tracking speech-presence uncertainty to improve speech enhancement in non-stationary noise environments [J].
Malah, D ;
Cox, RV ;
Accardi, AJ .
ICASSP '99: 1999 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS VOLS I-VI, 1999, :789-792