Extending a computational model of auditory processing towards speech intelligibility prediction
Resumé
A speech intelligibility model is presented based on the computational auditory signal processing and perception model (CASP; Jepsen et al., 2008). CASP has previously been shown to successfully predict psychoacoustic data obtained in normal-hearing (NH) listeners in a wide range of listening conditions. Moreover, CASP can be parametrized to account for data from individual hearing-impaired listeners (Jepsen and Dau, 2011). In this study, the CASP model was investigated as a predictor of speech intelligibility measured in NH listeners in conditions of additive noise, phase jitter, spectral subtraction and ideal binary mask processing.
Referencer
Dau, T. (1996). Modeling Auditory Processing of Amplitude Modulation. Doctoral dissertation. Retrieved from Bibliotheks- und Informationssystem der Universit¨at Oldenburg.
Dau, T., P¨uschel, D., and Kohlrausch, A. (1996). “A quantitative model of the effective signal processing in the auditory system. I. Model structure,” J. Acoust. Soc. Am., 99, 3615-3622.
Elhilali, M., Chi, T., and Shamma, S.A. (2003). “A spectro-temporal modulation index (STMI) for assessment of speech intelligibility,” Speech Commun., 41, 331-348.
Holube, I., Fredelake, S., Vlaming, M., and Kollmeier, B. (2010).“Development and analysis of an International Speech Test Signal (ISTS),” Int. J. Audiol., 49, 891-903.
Jepsen, M.L., Ewert, S.D., and Dau, T. (2008). “A computational model of human auditory signal processing and perception,” J. Acoust. Soc. Am., 124, 422-438.
Jepsen, M.L., and Dau T. (2011) “Characterizing auditory processing and perception in individual listeners with sensorineural hearing loss,” J. Acoust. Soc. Am., 129, 262-281.
Jørgensen, S., and Dau, T. (2011). “Predicting speech intelligibility based on the signal-to-noise envelope power ratio after modulation-frequency selective processing,” J. Acoust. Soc. Am., 130, 1475-1487.
Jørgensen, S., Ewert, S.D., and Dau, T. (2013). “A multi-resolution envelope-power based model for speech intelligibility,” J. Acoust. Soc. Am., 134, 436-446.
Kjems, U., Boldt, J.B., Pedersen, M.S., Lunner, T., and Wang, D.L. (2009).“Role of mask pattern in intelligibility of ideal binary-masked noisy speech,” J. Acoust. Soc. Am. , 126, 1415-1426.
Lopez-Poveda, E.A., and Meddis, R. (2001). “A human nonlinear cochlear filterbank,” J. Acoust. Soc. Am., 110, 3107-3118.
Nielsen, J.B., and Dau, T. (2009). “Development of a Danish speech intelligibility test,” Int. J. Audiol., 48, 729-741.
Rela˜no-Iborra, H., May, T., Zaar, J., Scheidiger, C., and Dau, T. (2016). “Predicting speech intelligibility based on a correlation metric in the envelope power spectrum domain,” J. Acoust. Soc. Am., 140, 2670-2679.
Scheidiger, C., Zaar, J., Swaminathan, J., and Dau, T. (2017). “Modeling speech intelligibility based on neural envelopes derived from auditory nerve spike trains”. Association for Research in Otolaryngology Mid-Winter Meeting, Baltimore.
Taal, C.H., Hendriks, R.C., Heusdens, R., and Jensen, J. (2011). “An algorithm for intelligibility prediction of time-frequency weighted noisy speech,” IEEE Trans. Audio Speech Lang. Process., 19, 2125-2136.
Wagener, K., Josvassen, J.L., and Ardenkjaer, R. (2003).“Design, optimization and evaluation of a Danish sentence test in noise,” Int. J. Audiol.,42, 10-17.
Zilany, M.S.A., and Bruce, I.C. (2007). “Predictions of speech intelligibility with a model of the normal and impaired auditory-periphery,” 3rd Int. IEEE/EMBS Conf. Neural Eng., 1-2, 481.
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