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SOUND SOURCE SEPARATION USING PHASE DIFFERENCE AND RELIABLE MASK SELECTION SELECTION

Abstract: 

In this paper, we present an algorithm called Reliable Mask Selection-Phase Difference Channel Weighting (RMS-PDCW) which selects the target source masked by a noise source using the Angle of Arrival (AoA) information calculated using the phase difference information. The RMS-PDCW algorithm selects masks to apply using the information about the localized sound source and the onset detection of speech. We demonstrate that this algorithm shows relatively 5.3 percent improvement over the baseline acoustic model, which was multistyle-trained using 22 million utterances on the simulated test set consisting of real-world and interfering-speaker noise with reverberation time distribution between 0 ms and 900 ms and SNR distribution between 0 dB up to clean.

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Paper Details

Authors:
Chanwoo Kim, Anjali Menon, Michiel Bacchiani , Richard Stern
Submitted On:
7 May 2018 - 12:38am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Chanwoo Kim
Document Year:
2018
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icassp_4465_poster.pdf

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[1] Chanwoo Kim, Anjali Menon, Michiel Bacchiani , Richard Stern, "SOUND SOURCE SEPARATION USING PHASE DIFFERENCE AND RELIABLE MASK SELECTION SELECTION", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3203. Accessed: Jul. 23, 2018.
@article{3203-18,
url = {http://sigport.org/3203},
author = {Chanwoo Kim; Anjali Menon; Michiel Bacchiani ; Richard Stern },
publisher = {IEEE SigPort},
title = {SOUND SOURCE SEPARATION USING PHASE DIFFERENCE AND RELIABLE MASK SELECTION SELECTION},
year = {2018} }
TY - EJOUR
T1 - SOUND SOURCE SEPARATION USING PHASE DIFFERENCE AND RELIABLE MASK SELECTION SELECTION
AU - Chanwoo Kim; Anjali Menon; Michiel Bacchiani ; Richard Stern
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3203
ER -
Chanwoo Kim, Anjali Menon, Michiel Bacchiani , Richard Stern. (2018). SOUND SOURCE SEPARATION USING PHASE DIFFERENCE AND RELIABLE MASK SELECTION SELECTION. IEEE SigPort. http://sigport.org/3203
Chanwoo Kim, Anjali Menon, Michiel Bacchiani , Richard Stern, 2018. SOUND SOURCE SEPARATION USING PHASE DIFFERENCE AND RELIABLE MASK SELECTION SELECTION. Available at: http://sigport.org/3203.
Chanwoo Kim, Anjali Menon, Michiel Bacchiani , Richard Stern. (2018). "SOUND SOURCE SEPARATION USING PHASE DIFFERENCE AND RELIABLE MASK SELECTION SELECTION." Web.
1. Chanwoo Kim, Anjali Menon, Michiel Bacchiani , Richard Stern. SOUND SOURCE SEPARATION USING PHASE DIFFERENCE AND RELIABLE MASK SELECTION SELECTION [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3203