Title :
Effect of temporal fine structure on speech intelligibility modeling
Author :
Fei Chen ; Tian Guan ; Wong, Lena L. N.
Author_Institution :
Div. of Speech & Hearing Sci., Univ. of Hong Kong, Hong Kong, China
Abstract :
Temporal fine structure (TFS) carries important information for the speech perception of hearing-impaired listeners and for the design of novel prosthetic hearing devices. This study assessed the performance of present intelligibility indices for predicting the intelligibility of speech containing different amount of TFS information. Speech intelligibility data was collected from vocoded and wideband Mandarin sentences containing little/partial and intact TFS information, respectively, and was then subjected to the correlation analysis with existing intelligibility indices. It was found that, though performing well in predicting the intelligibility of vocoded or wideband speech separately, present intelligibility indices were not highly correlated with the intelligibility scores when a general function was used to map all intelligibility measures to intelligibility scores. Analysis further showed that the intelligibility prediction power could be significantly improved when multiple condition-dependent functions were used for mapping intelligibility measures to intelligibility scores.
Keywords :
bioelectric potentials; correlation methods; medical signal processing; physiological models; speech; speech coding; speech intelligibility; vocoders; correlation analysis; hearing-impaired listener; intelligibility measure mapping; prosthetic hearing device; speech intelligibility data collection; speech intelligibility modeling; speech intelligibility prediction power; speech intelligibility score; speech perception; temporal fine structure efect; vocoded Mandarin sentence; vocoded speech intelligibility index; wideband Mandarin sentence; wideband speech intelligibility index; Auditory system; Band-pass filters; Indexes; Signal to noise ratio; Speech; System-on-chip; Wideband;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6610471