September 23, 2018 Dataset Open Access

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

Dublin Core Export

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  <dc:creator>Humphrey, Eric J.</dc:creator>
  <dc:creator>Durand, Simon</dc:creator>
  <dc:creator>McFee, Brian</dc:creator>
  <dc:date>2018-09-23</dc:date>
  <dc:description>The OpenMIC-2018 dataset is made available through a collaboration between Spotify and MARL@NYU. Additionally, the cost of annotation was sponsored by Spotify, whose contributions to open-source research can be found online at the developer site, engineering blog, and public GitHub.

If you use this dataset, please cite the following work:


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. [pdf]


The dataset is made available by Spotify AB under a Creative Commons Attribution 4.0 International (CC BY 4.0) license. The full terms of this license are included alongside this dataset.

This dataset contains the following:


	10 second snippets of audio, in a directory format like 'audio/{0:3}/{0}.ogg'.format(sample_key)
	VGGish features as JSON objects, in a directory format like 'vggish/{0:3}/{0}.json'.format(sample_key)
	MD5 checksums for each OGG and JSON file
	Anonymized individual responses, in 'openmic-2018-individual-responses.csv'
	Aggregated labels, in 'openmic-2018-aggregated-labels.csv'
	Track metadata, with licenses for each audio recording, in 'openmic-2018-metadata.csv'
	A Python-friendly NPZ file of features and labels, 'openmic-2018.npz'
	Sample partitions for train and test, in 'partitions/*.txt'
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  <dc:identifier>https://zenodo.org/record/1432913</dc:identifier>
  <dc:identifier>10.5281/zenodo.1432913</dc:identifier>
  <dc:identifier>oai:zenodo.org:1432913</dc:identifier>
  <dc:relation>doi:10.5281/zenodo.1432912</dc:relation>
  <dc:relation>url:https://zenodo.org/communities/ismir</dc:relation>
  <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
  <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
  <dc:title>OpenMIC-2018</dc:title>
  <dc:type>info:eu-repo/semantics/other</dc:type>
  <dc:type>dataset</dc:type>
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