Title :
Issues in frequency domain blind source separation - a critical revisit
Author :
Robledo-Arnuncio, Enrique ; Juang, Biing-Hwang
Author_Institution :
Center for Signal & Image Process., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
One of the most important problems in frequency domain blind source separation (FDBSS) is the inconsistency across frequency in the permutation of the source estimates. According to previous studies, this problem can be reduced significantly by constraining the length of the unmixing filters. This improvement has been attributed to the smoothing of the unmixing frequency response. In this paper we study the effect of modifying these length constraints taking into account the circularity of the IDFT, and we show that the smoothing of the unmixing frequency response alone can not account for the improvements in performance.
Keywords :
blind source separation; frequency response; frequency-domain analysis; independent component analysis; signal detection; smoothing methods; speech processing; FDBSS; IDFT circularity; frequency domain blind source separation; length constraints; source estimate permutation frequency inconsistency; speech signals; unmixing filter length; unmixing frequency response smoothing; Blind source separation; Filters; Frequency domain analysis; Frequency estimation; Frequency response; Higher order statistics; Image processing; Signal processing; Time measurement; Vectors;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
Print_ISBN :
0-7803-8874-7
DOI :
10.1109/ICASSP.2005.1416295