Single-Channel Target Speaker Extraction System with Attention Enhancement

Yen Ting Lai; Yi En Lin; Pao Chi Chang; Jia Ching Wang

doi:10.1109/ICCE-Taiwan55306.2022.9869089

Single-Channel Target Speaker Extraction System with Attention Enhancement

Yen Ting Lai, Yi En Lin, Pao Chi Chang, Jia Ching Wang

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

Abstract

In this paper, we propose a system for single-channel target speaker extraction. We adopt a Temporal Convolutional Network (TCN) architecture as speech extraction model. We also import an attention enhancement to provide system more rich and efficient information. This can improve the extraction model to better estimate the mask of the target. With the better mask, the quality of the target speaker extraction is noticeably improved.

Original language	English
Title of host publication	Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	433-434
Number of pages	2
ISBN (Electronic)	9781665470506
DOIs	https://doi.org/10.1109/ICCE-Taiwan55306.2022.9869089
State	Published - 2022
Event	2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022 - Taipei, Taiwan Duration: 6 Jul 2022 → 8 Jul 2022

Publication series

Name	Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022

Conference

Conference	2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022
Country/Territory	Taiwan
City	Taipei
Period	6/07/22 → 8/07/22

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Access to Document

10.1109/ICCE-Taiwan55306.2022.9869089

Cite this

Lai, Y. T., Lin, Y. E., Chang, P. C., & Wang, J. C. (2022). Single-Channel Target Speaker Extraction System with Attention Enhancement. In Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022 (pp. 433-434). (Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCE-Taiwan55306.2022.9869089

Lai, Yen Ting ; Lin, Yi En ; Chang, Pao Chi et al. / Single-Channel Target Speaker Extraction System with Attention Enhancement. Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022. Institute of Electrical and Electronics Engineers Inc., 2022. pp. 433-434 (Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022).

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title = "Single-Channel Target Speaker Extraction System with Attention Enhancement",

abstract = "In this paper, we propose a system for single-channel target speaker extraction. We adopt a Temporal Convolutional Network (TCN) architecture as speech extraction model. We also import an attention enhancement to provide system more rich and efficient information. This can improve the extraction model to better estimate the mask of the target. With the better mask, the quality of the target speaker extraction is noticeably improved.",

author = "Lai, {Yen Ting} and Lin, {Yi En} and Chang, {Pao Chi} and Wang, {Jia Ching}",

note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022 ; Conference date: 06-07-2022 Through 08-07-2022",

year = "2022",

doi = "10.1109/ICCE-Taiwan55306.2022.9869089",

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series = "Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022",

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

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Lai, YT, Lin, YE, Chang, PC & Wang, JC 2022, Single-Channel Target Speaker Extraction System with Attention Enhancement. in Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022. Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022, Institute of Electrical and Electronics Engineers Inc., pp. 433-434, 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022, Taipei, Taiwan, 6/07/22. https://doi.org/10.1109/ICCE-Taiwan55306.2022.9869089

Single-Channel Target Speaker Extraction System with Attention Enhancement. / Lai, Yen Ting; Lin, Yi En; Chang, Pao Chi et al.
Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022. Institute of Electrical and Electronics Engineers Inc., 2022. p. 433-434 (Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022).

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

TY - GEN

T1 - Single-Channel Target Speaker Extraction System with Attention Enhancement

AU - Lai, Yen Ting

AU - Lin, Yi En

AU - Chang, Pao Chi

AU - Wang, Jia Ching

PY - 2022

Y1 - 2022

N2 - In this paper, we propose a system for single-channel target speaker extraction. We adopt a Temporal Convolutional Network (TCN) architecture as speech extraction model. We also import an attention enhancement to provide system more rich and efficient information. This can improve the extraction model to better estimate the mask of the target. With the better mask, the quality of the target speaker extraction is noticeably improved.

AB - In this paper, we propose a system for single-channel target speaker extraction. We adopt a Temporal Convolutional Network (TCN) architecture as speech extraction model. We also import an attention enhancement to provide system more rich and efficient information. This can improve the extraction model to better estimate the mask of the target. With the better mask, the quality of the target speaker extraction is noticeably improved.

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U2 - 10.1109/ICCE-Taiwan55306.2022.9869089

DO - 10.1109/ICCE-Taiwan55306.2022.9869089

M3 - 會議論文篇章

AN - SCOPUS:85138715167

T3 - Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022

SP - 433

EP - 434

BT - Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022

Y2 - 6 July 2022 through 8 July 2022

ER -

Lai YT, Lin YE, Chang PC, Wang JC. Single-Channel Target Speaker Extraction System with Attention Enhancement. In Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022. Institute of Electrical and Electronics Engineers Inc. 2022. p. 433-434. (Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022). doi: 10.1109/ICCE-Taiwan55306.2022.9869089

Single-Channel Target Speaker Extraction System with Attention Enhancement

Abstract

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