TY - JOUR
T1 - Consistent ICA
T2 - Determined BSS Meets Spectrogram Consistency
AU - Yatabe, Kohei
N1 - Publisher Copyright:
© 1994-2012 IEEE.
PY - 2020
Y1 - 2020
N2 - Multichannel audio blind source separation (BSS) in the determined situation (the number of microphones is equal to that of the sources), or determined BSS, is performed by multichannel linear filtering in the time-frequency domain to handle the convolutive mixing process. Ordinarily, the filter treats each frequency independently, which causes the well-known permutation problem, i.e., the problem of how to align the frequency-wise filters so that each separated component is correctly assigned to the corresponding sources. In this paper, it is shown that the general property of the time-frequency-domain representation called spectrogram consistency can be an assistant for solving the permutation problem.
AB - Multichannel audio blind source separation (BSS) in the determined situation (the number of microphones is equal to that of the sources), or determined BSS, is performed by multichannel linear filtering in the time-frequency domain to handle the convolutive mixing process. Ordinarily, the filter treats each frequency independently, which causes the well-known permutation problem, i.e., the problem of how to align the frequency-wise filters so that each separated component is correctly assigned to the corresponding sources. In this paper, it is shown that the general property of the time-frequency-domain representation called spectrogram consistency can be an assistant for solving the permutation problem.
KW - Linear source separation
KW - demixing filter estimation
KW - independent component analysis (ICA)
KW - multichannel acoustic signal processing
KW - short-time Fourier transform
UR - http://www.scopus.com/inward/record.url?scp=85086477693&partnerID=8YFLogxK
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U2 - 10.1109/LSP.2020.2996904
DO - 10.1109/LSP.2020.2996904
M3 - Article
AN - SCOPUS:85086477693
SN - 1070-9908
VL - 27
SP - 870
EP - 874
JO - IEEE Signal Processing Letters
JF - IEEE Signal Processing Letters
M1 - 9099086
ER -