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作者:

Huang, Qizheng (Huang, Qizheng.) | Bao, Changchun (Bao, Changchun.) (学者:鲍长春) | Wang, Xianyun (Wang, Xianyun.)

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CPCI-S Scopus

摘要:

This paper provides an improved codebook-based speech enhancement method using multi-band excitation (MBE) model. It aims to remove the noise between the harmonics, which may exist in codebook-based enhanced speech. In general, the proposed system is based on analysis-with synthesis (AwS) framework. During the analysis stage, acoustic features are extracted including pitch, harmonic magnitude and voicing from noisy speech. These parameters are obtained on the basis of the spectral magnitudes obtained by codebook-based method. During the synthesis stage, different synthesis strategies for voiced and unvoiced speech are employed. Besides, this paper introduces speech presence probability to modify the codebook-based Wiener filter so that more accurate acoustic parameters can be obtained. The proposed system can eliminate noise not only between the harmonics, but also in the silent segments, especially in low SNR noise environment. Experiments show that, the performance of the proposed method is better than traditional codebook-based method for different types of noise.

关键词:

acoustic features speech enhancement MBE model analysis-with-synthesis codebooks

作者机构:

  • [ 1 ] [Huang, Qizheng]Beijing Univ Technol, Fac Informat Technol, Speech & Audio Signal Proc Lab, Beijing 100124, Peoples R China
  • [ 2 ] [Bao, Changchun]Beijing Univ Technol, Fac Informat Technol, Speech & Audio Signal Proc Lab, Beijing 100124, Peoples R China
  • [ 3 ] [Wang, Xianyun]Beijing Univ Technol, Fac Informat Technol, Speech & Audio Signal Proc Lab, Beijing 100124, Peoples R China

通讯作者信息:

  • [Huang, Qizheng]Beijing Univ Technol, Fac Informat Technol, Speech & Audio Signal Proc Lab, Beijing 100124, Peoples R China

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来源 :

18TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2017), VOLS 1-6: SITUATED INTERACTION

ISSN: 2308-457X

年份: 2017

页码: 3627-3631

语种: 英文

被引次数:

WoS核心集被引频次: 22

SCOPUS被引频次:

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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