Title :
Theoretical analysis of musical noise in Wiener filtering family via higher-order statistics
Author :
Inoue, Takayuki ; Saruwatari, Hiroshi ; Shikano, Kiyorhiro ; Kondo, Kazunobu
Author_Institution :
Nara Inst. of Sci. & Technol., Nara, Japan
Abstract :
Recently, one of the authors has reported that the amount of generated musical noise is strongly correlated with higher-order statistics of the power spectra. On the basis of this finding, in this paper, we provide a new theoretical analysis of the amount of musical noise generated via the Wiener filtering family. Our theoretical analysis allows the universal performance description from the viewpoint of the amount of musical noise generation and that of noise reduction, enabling reasonable sound quality comparison under the same noise reduction performance. From a mathematical analysis and evaluation experiments, we also clarify which parameter settings result in less musical noise generated in the Wiener filtering family.
Keywords :
Wiener filters; higher order statistics; speech enhancement; Wiener filtering family; higher-order statistics; mathematical analysis; musical noise generation; power spectra; sound quality; speech enhancement; Higher order statistics; Noise measurement; Noise reduction; Signal to noise ratio; Speech; Higher-order statistics; Kurtosis; Musical noise; Speech enhancement; Wiener filtering;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5947498