Title :
Trade-off evaluation for speech enhancement algorithms with respect to the a priori SNR estimation
Author :
Yong, Pei Chee ; Nordholm, Sven ; Dam, Hai Huyen
Author_Institution :
Curtin Univ., Bentley, WA, Australia
Abstract :
In this paper, a modified a priori SNR estimator is proposed for speech enhancement. The well-known decision-directed (DD) approach is modified by matching each gain function with the noisy speech spectrum at current frame rather than the previous one. The proposed algorithm eliminates the speech transient distortion and reduces the impact from the choice of the gain function towards the level of smoothing in the SNR estimate. An objective evaluation metric is employed to measure the trade-off between musical noise, noise reduction and speech distortion. Performance is evaluated and compared between a modified sigmoid gain function, the state-of-the-art log-spectral amplitude estimator and the Wiener filter. Simulation results show that the modified DD approach performs better in terms of the trade-off evaluation.
Keywords :
Wiener filters; estimation theory; speech enhancement; SNR estimate; Wiener filter; a priori SNR estimation; decision-directed approach; log-spectral amplitude estimator; modified a priori SNR estimator; musical noise; noise reduction; noisy speech spectrum; objective evaluation metric; sigmoid gain function; speech distortion; speech enhancement algorithms; speech transient distortion; trade-off evaluation; Gain; Noise reduction; Signal to noise ratio; Smoothing methods; Speech; Speech enhancement; SNR estimation; Speech enhancement; decision-directed approach; musical noise; objective evaluation;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4673-0045-2
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2012.6288957