Title :
Spectral subtraction using reduced delay convolution and adaptive averaging
Author :
Gustafsson, Harald ; Nordholm, Sven Erik ; Claesson, Ingvar
Author_Institution :
ITS, Blekinge Inst. of Technol., Lund, Sweden
fDate :
11/1/2001 12:00:00 AM
Abstract :
In hands-free speech communication, the signal-to-noise ratio (SNR) is often poor, which makes it difficult to have a relaxed conversation. By using noise suppression, the conversation quality can be improved. This paper describes a noise suppression algorithm based on spectral subtraction. The method employs a noise and speech-dependent gain function for each frequency component. Proper measures have been taken to obtain a corresponding causal filter and also to ensure that the circular convolution originating from fast Fourier transform (FFT) filtering yields a truly linear filtering. A novel method that uses spectrum-dependent adaptive averaging to decrease the variance of the gain function is also presented. The results show a 10-dB background noise reduction for all input SNR situations tested in the range -6 to 16 dB, as well as improvement in speech quality and reduction of noise artifacts as compared with conventional spectral subtraction methods
Keywords :
acoustic noise; convolution; delays; fast Fourier transforms; interference suppression; land mobile radio; linear phase filters; spectral analysis; speech enhancement; 10 dB; FFT filtering; SNR; adaptive averaging; background noise reduction; causal filter; circular convolution; conversation quality; fast Fourier transform filtering; hands-free speech communication; linear filtering; noise artifacts; noise suppression; reduced delay convolution; signal-to-noise ratio; spectral subtraction; spectrum-dependent adaptive averaging; speech -dependent gain function; speech quality; Background noise; Convolution; Delay; Fast Fourier transforms; Filtering; Frequency; Maximum likelihood detection; Nonlinear filters; Oral communication; Signal to noise ratio;
Journal_Title :
Speech and Audio Processing, IEEE Transactions on