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Computational Audio Intelligence for Immersive Applications

Learning Multiple Sound Source 2D Localization


In this paper, we propose novel deep learning based algorithms for multiple sound source localization. Specifically, we aim to find the 2D Cartesian coordinates of multiple sound sources in an enclosed environment by using multiple microphone arrays. To this end, we use an encoding-decoding architecture and propose two improvements on it to accomplish the task. In addition, we also propose two novel localization representations which increase the accuracy.

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Authors:
Guillaume Le Moing, Phongtharin Vinayavekhin, Tadanobu Inoue, Jayakorn Vongkulbhisal, Asim Munawar, Ryuki Tachibana, Don Joven Agravante
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29 September 2019 - 4:58am
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2019-mmsp-presentation_v6_sigport.pdf

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[1] Guillaume Le Moing, Phongtharin Vinayavekhin, Tadanobu Inoue, Jayakorn Vongkulbhisal, Asim Munawar, Ryuki Tachibana, Don Joven Agravante, "Learning Multiple Sound Source 2D Localization", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4835. Accessed: Nov. 14, 2019.
@article{4835-19,
url = {http://sigport.org/4835},
author = {Guillaume Le Moing; Phongtharin Vinayavekhin; Tadanobu Inoue; Jayakorn Vongkulbhisal; Asim Munawar; Ryuki Tachibana; Don Joven Agravante },
publisher = {IEEE SigPort},
title = {Learning Multiple Sound Source 2D Localization},
year = {2019} }
TY - EJOUR
T1 - Learning Multiple Sound Source 2D Localization
AU - Guillaume Le Moing; Phongtharin Vinayavekhin; Tadanobu Inoue; Jayakorn Vongkulbhisal; Asim Munawar; Ryuki Tachibana; Don Joven Agravante
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4835
ER -
Guillaume Le Moing, Phongtharin Vinayavekhin, Tadanobu Inoue, Jayakorn Vongkulbhisal, Asim Munawar, Ryuki Tachibana, Don Joven Agravante. (2019). Learning Multiple Sound Source 2D Localization. IEEE SigPort. http://sigport.org/4835
Guillaume Le Moing, Phongtharin Vinayavekhin, Tadanobu Inoue, Jayakorn Vongkulbhisal, Asim Munawar, Ryuki Tachibana, Don Joven Agravante, 2019. Learning Multiple Sound Source 2D Localization. Available at: http://sigport.org/4835.
Guillaume Le Moing, Phongtharin Vinayavekhin, Tadanobu Inoue, Jayakorn Vongkulbhisal, Asim Munawar, Ryuki Tachibana, Don Joven Agravante. (2019). "Learning Multiple Sound Source 2D Localization." Web.
1. Guillaume Le Moing, Phongtharin Vinayavekhin, Tadanobu Inoue, Jayakorn Vongkulbhisal, Asim Munawar, Ryuki Tachibana, Don Joven Agravante. Learning Multiple Sound Source 2D Localization [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4835