Codebook-Based Speech Enhancement Using Markov Process and Speech-presence Probability

被引:0
作者
He, Qi [1 ]
Bao, Chang-chun [1 ]
Bao, Feng [1 ]
机构
[1] Beijing Univ Technol, Speech & Audio Signal Proc Lab, Sch Elect Informat & Control Engn, Beijing 100124, Peoples R China
来源
16TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2015), VOLS 1-5 | 2015年
关键词
Codebook; Markov process; Wiener filter; Speech enhancement; NONSTATIONARY ENVIRONMENTS; NOISE-ESTIMATION;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This paper presents a codebook-based speech enhancement algorithm by using Markov process and speech-presence probability (SPP). The Markov process is utilized to model the correlation between the adjacent code-vectors in the codebook for optimizing Bayesian minimum mean squared error (MMSE) estimator. Then the proposed estimator is used to estimate spectral shapes and gains of speech and noise. The correlation between adjacent linear prediction (LP) gains is also fully considered during the procedure of parameter estimation. Through the introduction of SPP in the codebookconstrained Wiener filter, the proposed Wiener filter achieves the goal of much more noise reduction and does not result in the speech component distortion. The evaluation results confirm that the proposed algorithm has a much better performance for reducing annoying background noise than the conventional codebook-based algorithms.
引用
收藏
页码:1780 / 1784
页数:5
相关论文
共 15 条
  • [1] Simultaneous detection and estimation approach for speech enhancement
    Abramson, Ari
    Cohen, Israel
    [J]. IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (08): : 2348 - 2359
  • [2] [Anonymous], 1988, Objective measures of speech quality
  • [3] Bao Feng, 2014, CHINASIP 2014, P90
  • [4] SUPPRESSION OF ACOUSTIC NOISE IN SPEECH USING SPECTRAL SUBTRACTION
    BOLL, SF
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1979, 27 (02): : 113 - 120
  • [5] A SIGNAL SUBSPACE APPROACH FOR SPEECH ENHANCEMENT
    EPHRAIM, Y
    VANTREES, HL
    [J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1995, 3 (04): : 251 - 266
  • [6] A generalized subspace approach for enhancing speech corrupted by colored noise
    Hu, Y
    Loizou, PC
    [J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 2003, 11 (04): : 334 - 341
  • [7] ENHANCEMENT AND BANDWIDTH COMPRESSION OF NOISY SPEECH
    LIM, JS
    OPPENHEIM, AV
    [J]. PROCEEDINGS OF THE IEEE, 1979, 67 (12) : 1586 - 1604
  • [8] A noise-estimation algorithm for highly non-stationary environments
    Rangachari, S
    Loizou, PC
    [J]. SPEECH COMMUNICATION, 2006, 48 (02) : 220 - 231
  • [9] Improving Robustness of Codebook-Based Noise Estimation Approaches With Delta Codebooks
    Rosenkranz, Tobias
    Puder, Henning
    [J]. IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2012, 20 (04): : 1177 - 1188
  • [10] Rosenkranz T, 2009, 2009 PROCEEDINGS OF 6TH INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS (ISPA 2009), P59