A method for solving the permutation problem of frequency-domain BSS using reference signal

Takashi Isa*, Toshiyuki Sekiya, Tetsuji Ogawa, Tetsunori Kobayashi

*この研究の対応する著者

研究成果: Conference article査読

2 被引用数 (Scopus)

抄録

This paper presents a method for solving the permutation problem. This is a problem specific to frequency domain blind source separation within the framework of independent component analysis. Towards this problem, we propose a method which uses reference signals. For each frequency bin, the permutation alignment is fixed by calculating correlation coefficients between the reference signal and the separated signal. Reference signals are obtained as signals corresponding to each individual original sources. The reference signals are chosen or obtained subjectively, and do not need to be separated well. For example, the conventional beamforming technique gives suitable reference signals. To show the effectiveness of this method, we conducted a experiment of continuous speech recognition in a real room. The experimental results of double talk recognition with 20K vocabulary show that the proposed method is effective to achieve 20% error reduction rate compared with the established DOA-based approach.

本文言語English
ジャーナルEuropean Signal Processing Conference
出版ステータスPublished - 2006
イベント14th European Signal Processing Conference, EUSIPCO 2006 - Florence, Italy
継続期間: 2006 9 42006 9 8

ASJC Scopus subject areas

  • 信号処理
  • 電子工学および電気工学

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