TY - JOUR
T1 - A second generation wavelet-based adaptive noise estimation method for speech enhancement
AU - Jafer, Essa
AU - Mahdi, Abdulhussain E.
PY - 2007/1
Y1 - 2007/1
N2 - A second-generation wavelet based implementation of two adaptive noise estimation algorithms, which do not require explicit use of voice activity detector or signal statistics learning process, is introduced. The fast algorithm utilises a smoothing parameter based on estimation of the wavelet subbands signal-to-noise ratio of the signal. The second algorithm is based on tracking the minimum variance of subband noisy speech signal. A new robust noise-tracking algorithm, which combines a quantile-based noise estimation technique with a modified version of the above smoothing approach, is then introduced and its performance is evaluated and compared to the above two noise estimation methods, using various speech signals contaminated by different levels and types of noise.
AB - A second-generation wavelet based implementation of two adaptive noise estimation algorithms, which do not require explicit use of voice activity detector or signal statistics learning process, is introduced. The fast algorithm utilises a smoothing parameter based on estimation of the wavelet subbands signal-to-noise ratio of the signal. The second algorithm is based on tracking the minimum variance of subband noisy speech signal. A new robust noise-tracking algorithm, which combines a quantile-based noise estimation technique with a modified version of the above smoothing approach, is then introduced and its performance is evaluated and compared to the above two noise estimation methods, using various speech signals contaminated by different levels and types of noise.
KW - Noise estimation
KW - Second-generation wavelet transform
KW - Speech enhancement
KW - Wavelet transform
UR - http://www.scopus.com/inward/record.url?scp=85024168156&partnerID=8YFLogxK
U2 - 10.1080/10798587.2007.10642975
DO - 10.1080/10798587.2007.10642975
M3 - Article
AN - SCOPUS:85024168156
SN - 1079-8587
VL - 13
SP - 447
EP - 452
JO - Intelligent Automation and Soft Computing
JF - Intelligent Automation and Soft Computing
IS - 4
ER -