Performance measurement in blind audio source separation

被引:2121
作者
Vincent, Emmanuel [1 ]
Gribonval, Remi
Févotte, Cedric
机构
[1] Queen Mary Univ London, Dept Elect Engn, London E1 4NS, England
[2] IRISA, F-35042 Rennes, France
[3] Univ Cambridge, Dept Engn, Cambridge CB2 1PZ, England
来源
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING | 2006年 / 14卷 / 04期
关键词
audio source separation; evaluation; measure; performance; quality;
D O I
10.1109/TSA.2005.858005
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper, we discuss the evaluation of blind audio source separation (BASS) algorithms. Depending on the exact application, different distortions can be allowed between an estimated source and the wanted true source. We consider four different sets of such allowed distortions, from time-invariant gains to time-varying filters. In each case, we decompose the estimated source into a true source part plus error terms corresponding to interferences, additive noise, and algorithmic artifacts. Then, we derive a global performance measure using an energy ratio, plus a separate performance,measure for each error term. These measures are computed and discussed on the results of several BASS problems with various difficulty levels.
引用
收藏
页码:1462 / 1469
页数:8
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