Speech Enhancement Algorithm of Binary Mask Estimation Based on a Priori SNR Constraints

Jie Wang; Chengcheng Yang; Linhuang Yan; Manlu Huang; Jinqiu Sang

doi:10.23919/APSIPA.2018.8659475

Speech Enhancement Algorithm of Binary Mask Estimation Based on a Priori SNR Constraints

Jie Wang
, Chengcheng Yang
, Linhuang Yan
, Manlu Huang
, Jinqiu Sang

Guangzhou University
CAS - Institute of Acoustics

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

A speech enhancement algorithm using binary mask estimation and a priori SNR constraints is proposed. The a priori SNR estimation has a major impact on noise spectrum estimation function, so the MMSE rule is used to modify the a priori SNR through secondary processing to get more accurate estimated noise power spectrum and gain function, which are used to retain noise over-estimated Time-Frequency units and discard noise under-estimated Time-Frequency units. Experiments results show that the proposed algorithm can improve the intelligibility of speech signals for low SNR.

Original language	English
Title of host publication	2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	937-943
Number of pages	7
ISBN (Electronic)	9789881476852
DOIs	https://doi.org/10.23919/APSIPA.2018.8659475
State	Published - 2 Jul 2018
Externally published	Yes
Event	10th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Honolulu, United States Duration: 12 Nov 2018 → 15 Nov 2018

Publication series

Name	2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings

Conference

Conference	10th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018
Country/Territory	United States
City	Honolulu
Period	12/11/18 → 15/11/18

Access to Document

10.23919/APSIPA.2018.8659475

Cite this

Wang, J., Yang, C., Yan, L., Huang, M., & Sang, J. (2018). Speech Enhancement Algorithm of Binary Mask Estimation Based on a Priori SNR Constraints. In 2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings (pp. 937-943). Article 8659475 (2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.23919/APSIPA.2018.8659475

Wang, Jie ; Yang, Chengcheng ; Yan, Linhuang et al. / Speech Enhancement Algorithm of Binary Mask Estimation Based on a Priori SNR Constraints. 2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2018. pp. 937-943 (2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings).

@inproceedings{4e0fbae76da64aa6bd20cca9e28fc241,

title = "Speech Enhancement Algorithm of Binary Mask Estimation Based on a Priori SNR Constraints",

abstract = "A speech enhancement algorithm using binary mask estimation and a priori SNR constraints is proposed. The a priori SNR estimation has a major impact on noise spectrum estimation function, so the MMSE rule is used to modify the a priori SNR through secondary processing to get more accurate estimated noise power spectrum and gain function, which are used to retain noise over-estimated Time-Frequency units and discard noise under-estimated Time-Frequency units. Experiments results show that the proposed algorithm can improve the intelligibility of speech signals for low SNR.",

author = "Jie Wang and Chengcheng Yang and Linhuang Yan and Manlu Huang and Jinqiu Sang",

note = "Publisher Copyright: {\textcopyright} 2018 APSIPA organization.; 10th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 ; Conference date: 12-11-2018 Through 15-11-2018",

year = "2018",

month = jul,

day = "2",

doi = "10.23919/APSIPA.2018.8659475",

language = "英语",

series = "2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "937--943",

booktitle = "2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings",

address = "美国",

}

Wang, J, Yang, C, Yan, L, Huang, M & Sang, J 2018, Speech Enhancement Algorithm of Binary Mask Estimation Based on a Priori SNR Constraints. in 2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings., 8659475, 2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings, Institute of Electrical and Electronics Engineers Inc., pp. 937-943, 10th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018, Honolulu, United States, 12/11/18. https://doi.org/10.23919/APSIPA.2018.8659475

Speech Enhancement Algorithm of Binary Mask Estimation Based on a Priori SNR Constraints. / Wang, Jie; Yang, Chengcheng; Yan, Linhuang et al.
2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2018. p. 937-943 8659475 (2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Wang, Jie

AU - Yang, Chengcheng

AU - Yan, Linhuang

AU - Huang, Manlu

AU - Sang, Jinqiu

PY - 2018/7/2

Y1 - 2018/7/2

N2 - A speech enhancement algorithm using binary mask estimation and a priori SNR constraints is proposed. The a priori SNR estimation has a major impact on noise spectrum estimation function, so the MMSE rule is used to modify the a priori SNR through secondary processing to get more accurate estimated noise power spectrum and gain function, which are used to retain noise over-estimated Time-Frequency units and discard noise under-estimated Time-Frequency units. Experiments results show that the proposed algorithm can improve the intelligibility of speech signals for low SNR.

AB - A speech enhancement algorithm using binary mask estimation and a priori SNR constraints is proposed. The a priori SNR estimation has a major impact on noise spectrum estimation function, so the MMSE rule is used to modify the a priori SNR through secondary processing to get more accurate estimated noise power spectrum and gain function, which are used to retain noise over-estimated Time-Frequency units and discard noise under-estimated Time-Frequency units. Experiments results show that the proposed algorithm can improve the intelligibility of speech signals for low SNR.

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U2 - 10.23919/APSIPA.2018.8659475

DO - 10.23919/APSIPA.2018.8659475

M3 - 会议稿件

AN - SCOPUS:85063532311

T3 - 2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings

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BT - 2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 10th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018

Y2 - 12 November 2018 through 15 November 2018

ER -

Wang J, Yang C, Yan L, Huang M, Sang J. Speech Enhancement Algorithm of Binary Mask Estimation Based on a Priori SNR Constraints. In 2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2018. p. 937-943. 8659475. (2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings). doi: 10.23919/APSIPA.2018.8659475

Speech Enhancement Algorithm of Binary Mask Estimation Based on a Priori SNR Constraints

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