A novel a priori SNR estimation approach based on selective cepstro-temporal smoothing

被引:94
|
作者
Breithaupt, Colin [1 ]
Gerkmann, Timo [1 ]
Martin, Rainer [1 ]
机构
[1] Ruhr Univ Bochum, Inst Commun Acoust IKA, D-44780 Bochum, Germany
关键词
speech enhancement; decision-directed approach; SNR estimation; musical noise; cepstral analysis;
D O I
10.1109/ICASSP.2008.4518755
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
While state-of-the-art approaches obtain an estimate of the a priori SNR by adaptively smoothing its maximum likelihood estimate in the frequency domain, we selectively smooth the maximum likelihood estimate in the cepstral domain. In the cepstral domain the noisy speech signal is decomposed into coefficients related mainly to the speech envelope, the excitation, and noise. As in the cepstral. domain coefficients that represent speech can be robustly determined, we can apply little smoothing to speech coefficients and strong smoothing to noise coefficients. Thus, speech components are preserved and musical noise is suppressed. In speech enhancement experiments we obtain consistent improvements over the well known decision-directed approach.
引用
收藏
页码:4897 / 4900
页数:4
相关论文
共 50 条
  • [41] A Novel Approach for Electromechanical Mode Estimation Based on PMU
    Dekhtiar, Sergei
    Chusovitin, Pavel
    Pazderin, Andrey
    2017 9TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND ELECTRICAL ENGINEERING (ICITEE), 2017,
  • [42] A New Approach for a Priori Client Threshold Estimation in Biometric Signature Recognition Based on Multiple Linear Regression
    Simon-Hurtado, Arancha
    Manso-Martinez, Esperanza
    Vivaracho-Pascual, Carlos
    Pascual-Gaspar, Juan M.
    NEURAL INFORMATION PROCESSING, ICONIP 2012, PT III, 2012, 7665 : 174 - 182
  • [43] A Temporal Filtering Approach Based on Optical Flow Estimation for Video Coding
    Li, Bohan
    Partin, Lauren
    Han, Jingning
    Xu, Yaowu
    IEEE MMSP 2021: 2021 IEEE 23RD INTERNATIONAL WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING (MMSP), 2021,
  • [44] Efficient Cumulant-Based Methods for Joint Angle and Frequency Estimation Using Spatial-Temporal Smoothing
    Wang, Yuexian
    Wang, Ling
    Yang, Xin
    Xie, Jian
    Ng, Brian W-H
    Zhang, Peng
    ELECTRONICS, 2019, 8 (01)
  • [45] A Novel Local Spline Smoothing-Based Approach for Medical Ultrasound Images Enhancement
    Afdideh, Fardin
    Rad, Roya Khasheei
    Resalat, Seyed Navid
    Sabeti, Elyas
    2012 IEEE EMBS CONFERENCE ON BIOMEDICAL ENGINEERING AND SCIENCES (IECBES), 2012,
  • [46] Novel Approach to Estimate Missing Data Using Spatio-Temporal Estimation Method
    Shelotkar, Aniruddha D.
    Ingole, P. V.
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2016, 7 (04) : 167 - 174
  • [47] A novel approach based on stream cipher for selective speech encryption
    Belmeguenai A.
    Ahmida Z.
    Ouchtati S.
    Djemii R.
    International Journal of Speech Technology, 2017, 20 (3) : 685 - 698
  • [48] A Novel Approach to Carrying Capacity: From a priori Prescription to a posteriori Derivation Based on Underlying Mechanisms and Dynamics
    Mote, Safa
    Rivas, Jorge
    Kalnay, Eugenia
    ANNUAL REVIEW OF EARTH AND PLANETARY SCIENCES, VOL 48, 2020, 2020, 48 : 657 - 683
  • [49] ON A NOVEL SUBSPACE-BASED APPROACH TO PARAMETER-ESTIMATION
    STOICA, P
    SODERSTROM, T
    DIGITAL SIGNAL PROCESSING, 1995, 5 (04) : 237 - 242
  • [50] A Novel Approach For Radar PRI Classification Based on Features Estimation
    Barnwal, Pawan
    Upadhyay, Dhaval
    Bera, Subhash Chandra
    2019 URSI ASIA-PACIFIC RADIO SCIENCE CONFERENCE (AP-RASC), 2019,