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In this paper, we address the separation of multiple instrumental sources based on semi-supervised nonnegative matrix factorization (SNMF) and propose a new constrained SNMF. Recently, various types of SNMF have been proposed. In particular, we focus our attention on one type of SNMF that utilizes information on a priori bases. Indeed, this type of SNMF can achieve better separation performance. However, SNMF without are any constraint between a priori bases and other bases often degrades separation performance. Thus, we propose a new SNMF that imposes a constraint between a priori bases and other bases. An experimental result shows the efficacy of the proposed constrained SNMF.
Author (s): Yagi, Kosuke; Takahashi, Yu; Saruwatari, Hiroshi; Shikano, Kiyohiro; Kondo, Kazunobu
Affiliation:
Nara Institute of Science and Technology, Nara, Japan; Yamaha Corporate Research & Development Center, Shizuoka, Japan
(See document for exact affiliation information.)
Publication Date:
2012-03-06
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Session subject:
Representation of Audio
Permalink: https://aes2.org/publications/elibrary-page/?id=16207
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Yagi, Kosuke; Takahashi, Yu; Saruwatari, Hiroshi; Shikano, Kiyohiro; Kondo, Kazunobu; 2012; Music Signal Separation by Orthogonality and Maximum-Distance Constrained Nonnegative Matrix Factorization with Target Signal Information [PDF]; Nara Institute of Science and Technology, Nara, Japan; Yamaha Corporate Research & Development Center, Shizuoka, Japan; Paper 2-5; Available from: https://aes2.org/publications/elibrary-page/?id=16207
Yagi, Kosuke; Takahashi, Yu; Saruwatari, Hiroshi; Shikano, Kiyohiro; Kondo, Kazunobu; Music Signal Separation by Orthogonality and Maximum-Distance Constrained Nonnegative Matrix Factorization with Target Signal Information [PDF]; Nara Institute of Science and Technology, Nara, Japan; Yamaha Corporate Research & Development Center, Shizuoka, Japan; Paper 2-5; 2012 Available: https://aes2.org/publications/elibrary-page/?id=16207
@article{yagi2012music,
author={yagi kosuke and takahashi yu and saruwatari hiroshi and shikano kiyohiro and kondo kazunobu},
journal={journal of the audio engineering society},
title={music signal separation by orthogonality and maximum-distance constrained nonnegative matrix factorization with target signal information},
year={2012},
number={2-5},
month={march},}
TY – paper
TI – Music Signal Separation by Orthogonality and Maximum-Distance Constrained Nonnegative Matrix Factorization with Target Signal Information
AU – Yagi, Kosuke
AU – Takahashi, Yu
AU – Saruwatari, Hiroshi
AU – Shikano, Kiyohiro
AU – Kondo, Kazunobu
PY – 2012
JO – Journal of the Audio Engineering Society
VL – 2-5
Y1 – March 2012