An improved SNR estimator for speech enhancement

被引:0
|
作者
Ren, Yao [1 ]
Johnson, Michael T. [1 ]
机构
[1] Marquette Univ, Speech & Signal Proc Lab, Milwaukee, WI 53201 USA
关键词
speech enhancement; least mean square error methods; maximum likelihood estimation;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper, we propose an MMSE a priori SNR estimator for speech enhancement. This estimator has similar benefits to the well-known decision-directed approach, but does not require an ad-hoc weighting factor to balance the past a priori SNR and current ML SNR estimate with smoothing across frames. Performance is evaluated in terms of estimation error and segmental SNR using the standard logSTSA speech enhancement method. Experimental results show that, in contrast with the decision-directed estimator and ML estimator, the proposed SNR estimator can help enhancement algorithms preserve more weak speech information and efficiently suppress musical noise.
引用
收藏
页码:4901 / 4904
页数:4
相关论文
共 50 条
  • [1] A New Improved Algorithm of Speech Enhancement Based on MCRA and Noncausal a Priori SNR Estimator
    Ying, Na
    Wang, Xuzhen
    Liu, Jianwei
    Wang, Qinfang
    Hua, Jianzhi
    Yang, Qingbiao
    PROCEEDINGS OF THE 2014 INTERNATIONAL CONFERENCE ON MECHATRONICS, ELECTRONIC, INDUSTRIAL AND CONTROL ENGINEERING, 2014, 5 : 1281 - 1284
  • [2] Speech enhancement using a noncausal a priori SNR estimator
    Cohen, I
    IEEE SIGNAL PROCESSING LETTERS, 2004, 11 (09) : 725 - 728
  • [3] An adaptive a priori SNR estimator for perceptual speech enhancement
    Lara Nahma
    Pei Chee Yong
    Hai Huyen Dam
    Sven Nordholm
    EURASIP Journal on Audio, Speech, and Music Processing, 2019
  • [4] An adaptive a priori SNR estimator for perceptual speech enhancement
    Nahma, Lara
    Yong, Pei Chee
    Dam, Hai Huyen
    Nordholm, Sven
    EURASIP JOURNAL ON AUDIO SPEECH AND MUSIC PROCESSING, 2019, 2019 (1)
  • [5] A novel approach to a robust a Priori SNR estimator in speech enhancement
    Park, Yun-Sik
    Chang, Joon-Hyuk
    IEICE TRANSACTIONS ON COMMUNICATIONS, 2007, E90B (08) : 2182 - 2185
  • [6] A Novel Approach to a Robust A Priori SNR Estimator in Speech Enhancement
    Park, Yun-Sik
    Chang, Joon-Hyuk
    JOURNAL OF THE ACOUSTICAL SOCIETY OF KOREA, 2006, 25 (08): : 383 - 388
  • [7] IMPROVED A PRIORI SNR ESTIMATION IN SPEECH ENHANCEMENT
    Nahma, Lara
    Yong, Pei Chee
    Dam, Hai Huyen
    Nordholm, Sven
    2017 23RD ASIA-PACIFIC CONFERENCE ON COMMUNICATIONS (APCC): BRIDGING THE METROPOLITAN AND THE REMOTE, 2017, : 253 - 257
  • [8] Speech Enhancement with Improved A Posteriori SNR Computation
    Suhadi, Suhadi
    Fingscheidt, Tim
    INTERSPEECH 2007: 8TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION, VOLS 1-4, 2007, : 1573 - 1576
  • [9] Analysis of the SNR Estimator for Speech Enhancement Using a Cascaded Linear Model
    Kaur, Harjeet
    Talwar, Rajneesh
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2016, 7 (01) : 178 - 182
  • [10] An improved generalized weighted Bayesian estimator for speech enhancement
    Liu, J. G.
    Zhou, Y.
    Liu, H. Q.
    Shi, L. M.
    2016 IEEE INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP), 2016, : 249 - 252