DocumentCode
2177516
Title
Linear Predictive perceptual filtering for Acoustic Vector Sensors: Exploiting directional recordings for high quality speech enhancement
Author
Shujau, M. ; Ritz, C.H. ; Burnett, I.S.
fYear
2011
fDate
22-27 May 2011
Firstpage
5068
Lastpage
5071
Abstract
This paper investigates the performance of a new technique for speech enhancement which combines Linear Predictive (LP) spectrum-based perceptual filtering to the recordings obtained from an Acoustic Vector Sensor (AVS). The technique takes advantage of the directional polar responses of the AVS to obtain a significantly more accurate representation of the LP spectrum of a target speech signal in the presence of noise when compared to single channel, omni-directional recordings. Comparisons between the speech quality obtained from the proposed technique and existing beamforming-based speech enhancement techniques for the AVS are made through Perceptual Evaluation of Speech Quality (PESQ) tests and Mean Opinion Score (MOS) listening tests. Results show significant improvements in PESQ and MOS scores of 0.2 and 1.6, respectively, for the proposed enhancement technique. Being based on a miniature microphone array, the approach is particular suitable for hands free communication applications in mobile telephony.
Keywords
array signal processing; filtering theory; microphone arrays; mobile radio; radiotelephony; sensor arrays; speech enhancement; AVS; LP spectrum-based perceptual filtering; MOS listening test; PESQ test; acoustic vector sensor; beamforming-based speech enhancement technique; directional polar response; directional recording; linear predictive spectrum-based perceptual filtering; mean opinion score listening test; miniature microphone array; mobile telephony; omnidirectional recording; perceptual evaluation of speech quality test; speech quality; target speech signal; Arrays; Microphones; Sensors; Signal to noise ratio; Speech; Speech enhancement; Acoustic Vector Sensors; Linear Prediction; Speech Coding; Speech Enhancement;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location
Prague
ISSN
1520-6149
Print_ISBN
978-1-4577-0538-0
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2011.5947496
Filename
5947496
Link To Document