DocumentCode :
151249
Title :
Spectral tilt modelling with extrapolated GMMs for intelligibility enhancement of narrowband telephone speech
Author :
Jokinen, Esa ; Remes, Ulpu ; Takanen, Marko ; Palomaki, Kalle ; Kurimo, Mikko ; Alku, Paavo
Author_Institution :
Dept. of Signal Process. & Acoust., Aalto Univ., Espoo, Finland
fYear :
2014
fDate :
8-11 Sept. 2014
Firstpage :
164
Lastpage :
168
Abstract :
Post-processing methods are used in mobile communications to improve the intelligibility of speech in adverse background noise conditions. In this study, post-processing based on the modification of the spectral tilt with Gaussian mixture models according to the Lombard effect is investigated. A spectral envelope estimation method is studied and optimized for this purpose. Furthermore, the extrapolation of the statistical mapping in a post-processing context is investigated. The proposed post-processing methods are compared to unprocessed speech and a reference method in subjective intelligibility and quality tests in different near-end noise conditions. The results indicate that one of the extrapolated methods achieved the same intelligibility as fixed high-pass filtering without degrading the quality of speech.
Keywords :
Gaussian processes; estimation theory; extrapolation; mixture models; speech enhancement; speech intelligibility; Gaussian mixture models; Lombard effect; adverse background noise conditions; extrapolation; intelligibility enhancement; mobile communications; narrowband telephone speech; near-end noise conditions; post-processing methods; quality tests; spectral envelope estimation method; spectral tilt; speech intelligibility; statistical mapping; subjective intelligibility; Acoustics; Estimation; Iron; Signal to noise ratio; Speech; Speech enhancement; Gaussian mixture model; Intelligibility enhancement; extrapolation; spectral envelope estimation; telephone speech;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustic Signal Enhancement (IWAENC), 2014 14th International Workshop on
Conference_Location :
Juan-les-Pins
Type :
conf
DOI :
10.1109/IWAENC.2014.6953999
Filename :
6953999
Link To Document :
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