Title :
Comparative performance of spectral subtraction and HMM-based speech enhancement strategies with application to hearing and design
Author :
Sheikhzadeh, H. ; Sameti, H. ; Deng, L. ; Brennan, R.L.
Author_Institution :
Dept. of Electr. & Comput. Eng., Waterloo Univ., Ont., Canada
Abstract :
We have investigated effectiveness of several HMM-based speech enhancement strategies in the hearing aid context and compared their performance to a traditional method based on spectral subtraction (also called Wiener filtering). The performance of the various systems has been evaluated using several types of noise likely to be encountered by hearing impaired listeners. Both the objective and subjective evaluations demonstrate consistent superiority of the HMM-based enhancement methods over the spectral subtraction method. The superiority is more evident for sentences contaminated by nonstationary noises at low input SNRs
Keywords :
Wiener filters; hearing aids; hidden Markov models; noise; spectral analysis; speech enhancement; HMM; Wiener filtering; hearing aid; hearing impaired listeners; low input SNR; nonstationary noises; objective evaluations; sentences; spectral subtraction; speech enhancement; subjective evaluations; systems performance; Acoustic noise; Auditory system; Frequency estimation; Hidden Markov models; Low-frequency noise; Noise figure; Signal to noise ratio; Speech coding; Speech enhancement; Wiener filter;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on
Conference_Location :
Adelaide, SA
Print_ISBN :
0-7803-1775-0
DOI :
10.1109/ICASSP.1994.389367
