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Open Access Green as soon as Postprint is submitted to ZB.
The signal separation evaluation campaign (2007-2010): Achievements and remaining challenges.
Signal Process. 92, 1928-1936 (2011)
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).
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Publication type
Article: Journal article
Document type
Scientific Article
Keywords
Source Separation ; Evaluation ; Audio ; Biomedical ; Resources; INDEPENDENT COMPONENT ANALYSIS; AUDIO SOURCE SEPARATION; MATRIX FACTORIZATION; MIXTURES; ALGORITHMS; SPEECH
ISSN (print) / ISBN
0165-1684
e-ISSN
1872-7557
Journal
Signal Processing
Quellenangaben
Volume: 92,
Issue: 8,
Pages: 1928-1936
Publisher
Elsevier
Non-patent literature
Publications
Reviewing status
Peer reviewed