TY - GEN
T1 - Separation and dereverberation performance of frequency domain blind source separation for speech in a reverberant environment
AU - Mukai, Ryo
AU - Araki, Shoko
AU - Makino, Shoji
PY - 2001
Y1 - 2001
N2 - In this paper, we investigate the performance of an unmixing system obtained by frequency domain Blind Source Separation (BSS) based on Independent Component Analysis (ICA). Since ICA is based on statistics, i.e., it only attempts to make outputs independent, it is not easy to predict what is going on in a BSS system. We therefore investigate the detailed components in the processed signals of a whole BSS system by measuring four impulse responses of the system. In particular, we focuse on the direct sound and reverberation in the target and jammer signals. As a result, we reveal that the direct sound and reverberation of the jammer can be reduced compared to a null beamformer (NBF), while the reverberation of the target cannot be reduced.
AB - In this paper, we investigate the performance of an unmixing system obtained by frequency domain Blind Source Separation (BSS) based on Independent Component Analysis (ICA). Since ICA is based on statistics, i.e., it only attempts to make outputs independent, it is not easy to predict what is going on in a BSS system. We therefore investigate the detailed components in the processed signals of a whole BSS system by measuring four impulse responses of the system. In particular, we focuse on the direct sound and reverberation in the target and jammer signals. As a result, we reveal that the direct sound and reverberation of the jammer can be reduced compared to a null beamformer (NBF), while the reverberation of the target cannot be reduced.
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M3 - Conference contribution
AN - SCOPUS:0006456663
T3 - EUROSPEECH 2001 - SCANDINAVIA - 7th European Conference on Speech Communication and Technology
SP - 2599
EP - 2602
BT - EUROSPEECH 2001 - SCANDINAVIA - 7th European Conference on Speech Communication and Technology
A2 - Lindberg, Borge
A2 - Benner, Henrik
A2 - Dalsgaard, Paul
A2 - Tan, Zheng-Hua
PB - International Speech Communication Association
T2 - 7th European Conference on Speech Communication and Technology - Scandinavia, EUROSPEECH 2001
Y2 - 3 September 2001 through 7 September 2001
ER -