The signal separation evaluation campaign (2007-2010): Achievements and remaining challenges

被引：121

作者：

Vincent, Emmanuel ^{[1
]}

Araki, Shoko ^{[2
]}

Theis, Fabian ^{[3
]}

Nolte, Guido ^{[4
]}

Bofill, Pau ^{[5
]}

Sawada, Hiroshi ^{[2
]}

Ozerov, Alexey ^{[1
]}

Gowreesunker, Vikrham ^{[6
]}

Lutter, Dominik ^{[3
]}

Duong, Ngoc Q. K. ^{[1
]}

机构：

[1] Inst Natl Rech Informat & Automat, Ctr Rennes Bretagne Atlantique, F-35042 Rennes, France

[2] NTT Corp, NTT Commun Sci Labs, Seika, Kyoto 6190237, Japan

[3] Helmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, D-85764 Neuherberg, Germany

[4] Fraunhofer FIRST IDA, D-12489 Berlin, Germany

[5] Univ Politecn Cataluna, Dept Comp Architecture, ES-08034 Barcelona, Spain

[6] Texas Instruments Inc, DSP Solut R&D Ctr, Dallas, TX 75243 USA

来源：

SIGNAL PROCESSING | 2012年 / 92卷 / 08期

关键词：

Source separation; Evaluation; Audio; Biomedical; Resources; MIXTURES;

D O I：

10.1016/j.sigpro.2011.10.007

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

We present the outcomes of three recent evaluation campaigns in the field of audio and biomedical source separation. These campaigns have witnessed a boom in the range of applications of source separation systems in the last few years, as shown by the increasing number of datasets from 1 to 9 and the increasing number of submissions from 15 to 34. We first discuss their impact on the definition of a reference evaluation methodology, together with shared datasets and software. We then present the key results obtained over almost all datasets. We conclude by proposing directions for future research and evaluation, based in particular on the ideas raised during the related panel discussion at the Ninth International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA 2010). (c) 2011 Elsevier B.V. All rights reserved.

引用

页码：1928 / 1936

页数：9

共 41 条

[1]

Albera L., 2009, 11th International Congress of the IUPESM. World Congress on Medical Physics and Biomedical Engineering. Image Processing, Biosignal Processing, Modelling and Simulation, Biomechanics, P2269, DOI 10.1007/978-3-642-03882-2_603

[2]

[Anonymous], P WORKSH SIGN PROC A

[3]

[Anonymous], 2001, MICROPHONE ARRAYS SI

[4]

[Anonymous], 2010, MACHINE AUDITION PRI

[5]

[Anonymous], 2011, RR7556 INRIA

[6] The 2010 Signal Separation Evaluation Campaign (SiSEC2010): Audio Source Separation [J].

Araki, Shoko ;

Ozerov, Alexey ;

Gowreesunker, Vikrham ;

Sawada, Hiroshi ;

Theis, Fabian ;

Nolte, Guido ;

Lutter, Dominik ;

Duong, Ngoc Q. K. .

LATENT VARIABLE ANALYSIS AND SIGNAL SEPARATION, 2010, 6365 :114-122

[7]

Avendano C, 2004, J AUDIO ENG SOC, V52, P740

[8] Second-Order Source Separation Based on Prior Knowledge Realized in a Graph Model [J].

Bloechl, Florian ;

Kowarsch, Andreas ;

Theis, Fabian J. .

LATENT VARIABLE ANALYSIS AND SIGNAL SEPARATION, 2010, 6365 :434-441

[9]

Cardoso JF, 1998, INT CONF ACOUST SPEE, P1941, DOI 10.1109/ICASSP.1998.681443

[10] Transcription factor activity estimation based on particle swarm optimization and fast network component analysis [J].

Chen, Wei ;

Chang, Chunqi ;

Hung, Y. S. .

2010 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2010, :1061-1064

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