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MUSDB18-HQ - an uncompressed version of MUSDB18

Rafii, Zafar; Liutkus, Antoine; Stöter, Fabian-Robert; Mimilakis, Stylianos Ioannis; Bittner, Rachel


MARC21 XML Export

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    <subfield code="a">&lt;p&gt;MUSDB18-HQ is the uncompressed version of the MUSDB18 dataset. It consists of a total of 150 full-track songs of different styles and includes both the stereo mixtures and the original sources, divided between a training subset and a test subset.&lt;/p&gt;

&lt;p&gt;Its purpose is to serve as a reference database for the design and the evaluation of source separation algorithms. The objective of such signal processing methods is to estimate one or more sources from a set of mixtures, e.g. for karaoke applications. It has been used as the official dataset in the professionally-produced music recordings task for SiSEC 2018, which is the international campaign for the evaluation of source separation algorithms.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;musdb18-hq&lt;/em&gt; contains two folders, a folder with a training set: &amp;ldquo;train&amp;rdquo;, composed of 100 songs, and a folder with a test set: &amp;ldquo;test&amp;rdquo;, composed of 50 songs. Supervised approaches should be trained on the training set and tested on both sets.&lt;/p&gt;

&lt;p&gt;All files from the &lt;em&gt;musdb18-hq&lt;/em&gt; dataset are saved as uncompressed wav files. Within each track folder, the user finds&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;mixture.wav&lt;/li&gt;
	&lt;li&gt;drums.wav&lt;/li&gt;
	&lt;li&gt;bass.wav,&lt;/li&gt;
	&lt;li&gt;other.wav,&lt;/li&gt;
	&lt;li&gt;vocals.wav&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;All signals are stereophonic and encoded at 44.1kHz.&lt;/p&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;

&lt;p&gt;If you use the MUSDB dataset for your research - Cite the MUSDB18 Dataset&lt;/p&gt;

&lt;pre&gt;&lt;code&gt;@misc{MUSDB18HQ,
  author       = {Rafii, Zafar and
                  Liutkus, Antoine and
                  Fabian-Robert St{\"o}ter and
                  Mimilakis, Stylianos Ioannis and
                  Bittner, Rachel},
  title        = {{MUSDB18-HQ} - an uncompressed version of MUSDB18},
  month        = dec,
  year         = 2019,
  doi          = {10.5281/zenodo.3338373},
  url          = {https://doi.org/10.5281/zenodo.3338373}
}&lt;/code&gt;&lt;/pre&gt;

&lt;p&gt;If compare your results with SiSEC 2018 Participants - Cite the SiSEC 2018 LVA/ICA Paper&lt;/p&gt;

&lt;pre&gt;&lt;code&gt;@inproceedings{SiSEC18,
  author="St{\"o}ter, Fabian-Robert and Liutkus, Antoine and Ito, Nobutaka",
  title="The 2018 Signal Separation Evaluation Campaign",
  booktitle="Latent Variable Analysis and Signal Separation:
  14th International Conference, LVA/ICA 2018, Surrey, UK",
  year="2018",
  pages="293--305"
}&lt;/code&gt;&lt;/pre&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;</subfield>
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