Dataset Open Access

OpenMIC-2018

Humphrey, Eric J.; Durand, Simon; McFee, Brian


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  <identifier identifierType="DOI">10.5281/zenodo.1432913</identifier>
  <creators>
    <creator>
      <creatorName>Humphrey, Eric J.</creatorName>
      <givenName>Eric J.</givenName>
      <familyName>Humphrey</familyName>
      <affiliation>Spotify</affiliation>
    </creator>
    <creator>
      <creatorName>Durand, Simon</creatorName>
      <givenName>Simon</givenName>
      <familyName>Durand</familyName>
      <affiliation>Spotify</affiliation>
    </creator>
    <creator>
      <creatorName>McFee, Brian</creatorName>
      <givenName>Brian</givenName>
      <familyName>McFee</familyName>
      <affiliation>NYU</affiliation>
    </creator>
  </creators>
  <titles>
    <title>OpenMIC-2018</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2018</publicationYear>
  <dates>
    <date dateType="Issued">2018-09-23</date>
  </dates>
  <resourceType resourceTypeGeneral="Dataset"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://zenodo.org/record/1432913</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.5281/zenodo.1432912</relatedIdentifier>
  </relatedIdentifiers>
  <version>v1.0.0</version>
  <rightsList>
    <rights rightsURI="https://creativecommons.org/licenses/by/4.0/legalcode">Creative Commons Attribution 4.0 International</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;The OpenMIC-2018 dataset is made available through&amp;nbsp;a collaboration between &lt;a href="https://spotify.com/"&gt;Spotify&lt;/a&gt;&amp;nbsp;and &lt;a href="https://steinhardt.nyu.edu/marl/"&gt;MARL@NYU&lt;/a&gt;. Additionally, the cost of annotation was sponsored by Spotify, whose contributions to open-source research can be found online at the &lt;a href="http://developer.spotify.com/"&gt;developer site&lt;/a&gt;, &lt;a href="https://labs.spotify.com/"&gt;engineering blog&lt;/a&gt;, and &lt;a href="https://spotify.github.io/"&gt;public GitHub&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;If you use this dataset, please cite the following work:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Humphrey, Eric J., Durand, Simon, and McFee, Brian. &amp;quot;OpenMIC-2018: An Open Dataset for Multiple Instrument Recognition.&amp;quot; in Proceedings of the 19th International Society for Music Information Retrieval Conference (ISMIR), 2018. [&lt;a href="https://bmcfee.github.io/papers/ismir2018_openmic.pdf"&gt;pdf&lt;/a&gt;]&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;The dataset is made available by Spotify AB&amp;nbsp;under a &lt;a href="https://creativecommons.org/licenses/by/4.0/"&gt;Creative Commons Attribution 4.0 International (CC BY 4.0)&lt;/a&gt;&amp;nbsp;license. The full terms of this license are included alongside this dataset.&lt;/p&gt;

&lt;p&gt;This dataset contains the following:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;10 second snippets of audio, in a directory format like &amp;#39;audio/{0:3}/{0}.ogg&amp;#39;.format(sample_key)&lt;/li&gt;
	&lt;li&gt;VGGish features as JSON objects,&amp;nbsp;in a directory format like &amp;#39;vggish/{0:3}/{0}.json&amp;#39;.format(sample_key)&lt;/li&gt;
	&lt;li&gt;MD5 checksums for each OGG and JSON file&lt;/li&gt;
	&lt;li&gt;Anonymized individual responses, in &amp;#39;openmic-2018-individual-responses.csv&amp;#39;&lt;/li&gt;
	&lt;li&gt;Aggregated labels, in &amp;#39;openmic-2018-aggregated-labels.csv&amp;#39;&lt;/li&gt;
	&lt;li&gt;Track metadata, with licenses for each audio recording, in &amp;#39;openmic-2018-metadata.csv&amp;#39;&lt;/li&gt;
	&lt;li&gt;A Python-friendly NPZ file of features and labels, &amp;#39;openmic-2018.npz&amp;#39;&lt;/li&gt;
	&lt;li&gt;Sample partitions for train and test, in &amp;#39;partitions/*.txt&amp;#39;&lt;/li&gt;
&lt;/ul&gt;</description>
    <description descriptionType="Other">{"references": ["Humphrey, Eric J., Durand, Simon, and McFee, Brian. \"OpenMIC-2018: An Open Dataset for Multiple Instrument Recognition.\" in Proceedings of the 19th International Society for Music Information Retrieval Conference (ISMIR), 2018."]}</description>
  </descriptions>
</resource>
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