DocumentCode
730768
Title
Objective speech intelligibility assessment through comparison of phoneme class conditional probability sequences
Author
Ullmann, Raphael ; Magimai-Doss, Mathew ; Bourlard, Herve
Author_Institution
Idiap Res. Inst., Martigny, Switzerland
fYear
2015
fDate
19-24 April 2015
Firstpage
4924
Lastpage
4928
Abstract
Assessment of speech intelligibility is important for the development of speech systems, such as telephony systems and text-to-speech (TTS) systems. Existing approaches to the automatic assessment of intelligibility in telephony typically compare a reference speech signal to a degraded copy, which requires that both signals be from the same speaker. In this paper, we propose a novel approach that does not have such a requirement, making it possible to also evaluate TTS systems and recent very low bit rate codecs that may modify speaker characteristics. More specifically, our approach is based on comparing sequences of phoneme class conditional probabilities. We show the potential of our approach on low bit rate telephony conditions, and compare it against subjective TTS intelligibility scores from the 2011 Blizzard Challenge.
Keywords
probability; speech intelligibility; telephony; 2011 Blizzard challenge; conditional probability sequences; low bit rate telephony conditions; objective speech intelligibility assessment; phoneme class comparison; reference speech; speech systems; telephony systems; Acoustics; Bit rate; Codecs; Feature extraction; Speech; Speech coding; Artificial neural networks; KL-divergence; Objective intelligibility; Phonemes; Speech intelligibility;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location
South Brisbane, QLD
Type
conf
DOI
10.1109/ICASSP.2015.7178907
Filename
7178907
Link To Document