Title :
A modified Ephraim-Malah noise suppression rule for automatic speech recognition
Author :
Gemello, Roberto ; Mana, Franco ; de Mori, Renato
Author_Institution :
LOQUENDO, Torino, Italy
Abstract :
A soft decision gain modification is introduced and applied to the Ephraim-Malah gain function based on maximum mean square error estimation (MMSE) (Ephraim, Y. and Malah, D., IEEE Trans. Acoust. Speech Sig. Process., vol.ASSP-32, no.6, p.1109-21, 1984; vol.ASSP-33, no.2, p.443-5, 1985) after amplitude compression. Non-linear evaluations of the noise overestimation factor and spectral floor are used in the same way for the proposed gain modification and for non-linear spectral subtraction (NSS). Consistent and statistically significant ASR improvements of the proposed approach with respect to NSS are observed for different noise conditions considered in the AURORA2 and AURORA3 corpora. As the non-linearity affects the two approaches in the same way, the comparison result is particularly interesting.
Keywords :
acoustic noise; interference suppression; mean square error methods; parameter estimation; random noise; spectral analysis; speech recognition; AURORA2 corpus; AURORA3 corpus; amplitude compression; automatic speech recognition; maximum mean square error estimation; modified Ephraim-Malah noise suppression rule; noise overestimation factor; nonlinear spectral subtraction; soft decision gain modification; spectral floor; Acoustic distortion; Acoustic noise; Additive noise; Amplitude estimation; Automatic speech recognition; Estimation error; Mean square error methods; Nonlinear distortion; Speech enhancement; Speech recognition;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
Print_ISBN :
0-7803-8484-9
DOI :
10.1109/ICASSP.2004.1326146