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Microphone Array Speech Denoising Modeled by Tensor Filtering

Abstract: 

This paper proposes a novel speech denoising method based on tensor filtering, in which the microphone array speech signal is constructed by tensor data and processed by tensor filtering model. The multi-microphone signal is represented with three-order tensor space in the way of channel, time and frequency. Noise can be reduced by finding the lower-rank approximation of the three-order tensor with tucker model. MDL (Minimum Description Length) criterion is used to estimate the optimal tensor rank. The performance of the proposed approach is evaluated with objective indexes and listening quality test. The experimental results indicate that the proposed approach has potential ability of retrieving the target signal from noisy microphone array signal.

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Paper Details

Authors:
Jing Wang, Yahui Shan, Shequan Jiang, Xiang Xie
Submitted On:
13 October 2016 - 8:56am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Yahui Shan
Paper Code:
13
Document Year:
2016
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Microphone Array Speech Denoising Modeled by Tensor Filtering

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[1] Jing Wang, Yahui Shan, Shequan Jiang, Xiang Xie, "Microphone Array Speech Denoising Modeled by Tensor Filtering", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1173. Accessed: Sep. 27, 2020.
@article{1173-16,
url = {http://sigport.org/1173},
author = {Jing Wang; Yahui Shan; Shequan Jiang; Xiang Xie },
publisher = {IEEE SigPort},
title = {Microphone Array Speech Denoising Modeled by Tensor Filtering},
year = {2016} }
TY - EJOUR
T1 - Microphone Array Speech Denoising Modeled by Tensor Filtering
AU - Jing Wang; Yahui Shan; Shequan Jiang; Xiang Xie
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1173
ER -
Jing Wang, Yahui Shan, Shequan Jiang, Xiang Xie. (2016). Microphone Array Speech Denoising Modeled by Tensor Filtering. IEEE SigPort. http://sigport.org/1173
Jing Wang, Yahui Shan, Shequan Jiang, Xiang Xie, 2016. Microphone Array Speech Denoising Modeled by Tensor Filtering. Available at: http://sigport.org/1173.
Jing Wang, Yahui Shan, Shequan Jiang, Xiang Xie. (2016). "Microphone Array Speech Denoising Modeled by Tensor Filtering." Web.
1. Jing Wang, Yahui Shan, Shequan Jiang, Xiang Xie. Microphone Array Speech Denoising Modeled by Tensor Filtering [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1173