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Blind Room Volume Estimation from Single-Channel Noisy Speech

Abstract: 

Recent work on acoustic parameter estimation indicates that geometric room volume can be useful for modeling the character of an acoustic environment. However, estimating volume from audio signals remains a challenging problem. Here we propose using a convolutional neural network model to estimate the room volume blindly from reverberant single-channel speech signals in the presence of noise. The model is shown to produce estimates within approximately a factor of two to the true value, for rooms ranging in size from small offices to large concert halls.

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Paper Details

Authors:
Andrea Genovese, Hannes Gamper, Ville Pullki, Nikunj Raghuvanshi, Ivan Tashev
Submitted On:
10 May 2019 - 2:44am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Andrea Genovese
Paper Code:
3782
Document Year:
2019
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Document Files

poster_AG_ICASSP_v2_hannes (1).pptx

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[1] Andrea Genovese, Hannes Gamper, Ville Pullki, Nikunj Raghuvanshi, Ivan Tashev, "Blind Room Volume Estimation from Single-Channel Noisy Speech", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4277. Accessed: Jun. 16, 2019.
@article{4277-19,
url = {http://sigport.org/4277},
author = {Andrea Genovese; Hannes Gamper; Ville Pullki; Nikunj Raghuvanshi; Ivan Tashev },
publisher = {IEEE SigPort},
title = {Blind Room Volume Estimation from Single-Channel Noisy Speech},
year = {2019} }
TY - EJOUR
T1 - Blind Room Volume Estimation from Single-Channel Noisy Speech
AU - Andrea Genovese; Hannes Gamper; Ville Pullki; Nikunj Raghuvanshi; Ivan Tashev
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4277
ER -
Andrea Genovese, Hannes Gamper, Ville Pullki, Nikunj Raghuvanshi, Ivan Tashev. (2019). Blind Room Volume Estimation from Single-Channel Noisy Speech. IEEE SigPort. http://sigport.org/4277
Andrea Genovese, Hannes Gamper, Ville Pullki, Nikunj Raghuvanshi, Ivan Tashev, 2019. Blind Room Volume Estimation from Single-Channel Noisy Speech. Available at: http://sigport.org/4277.
Andrea Genovese, Hannes Gamper, Ville Pullki, Nikunj Raghuvanshi, Ivan Tashev. (2019). "Blind Room Volume Estimation from Single-Channel Noisy Speech." Web.
1. Andrea Genovese, Hannes Gamper, Ville Pullki, Nikunj Raghuvanshi, Ivan Tashev. Blind Room Volume Estimation from Single-Channel Noisy Speech [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4277