The MTG-Jamendo dataset for automatic music tagging

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• dc.contributor.author Bogdanov, Dmitry
• dc.contributor.author Won, Minz
• dc.contributor.author Tovstogan, Philip
• dc.contributor.author Porter, Alastair
• dc.contributor.author Serra, Xavier
• dc.date.accessioned 2019-07-17T10:31:52Z
• dc.date.available 2019-07-17T10:31:52Z
• dc.date.issued 2019
• dc.description Comunicació presentada a: ML4MD Machine Learning for Music Discovery Workshop del congrés ICML2019 celebrat el 15 de juny de 2019 a Long Beach, California.
• dc.description.abstract We present the MTG-Jamendo Dataset, a new open dataset for music auto-tagging. It is built using music available at Jamendo under Creative Commons licenses and tags provided by content uploaders. The dataset contains over 55,000 full audio tracks with 195 tags from genre, instrument, and mood/theme categories. We provide elaborated data splits for researchers and report the performance of a simple baseline approach on five different sets of tags: genre, instrument, mood/theme, top-50, and overall.
• dc.description.sponsorship This work was funded by the predoctoral grant MDM-2015- 0502-17-2 from the Spanish Ministry of Economy and Competitiveness linked to the Maria de Maeztu Units of Excellence Programme (MDM-2015-0502). This project has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No. 765068. This work has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 688382 “AudioCommons”.
• dc.format.mimetype application/pdf
• dc.identifier.citation Bogdanov D, Won M, Tovstogan P, Porter A, Serra X. The MTG-Jamendo dataset for automatic music tagging. Paper presented at: ML4MD Machine Learning for Music Discovery Workshop at ICML2019; 2019 Jun 15; Long Beach, California.
• dc.identifier.uri http://hdl.handle.net/10230/42015
• dc.language.iso eng
• dc.publisher ICML
• dc.relation.isreferencedby https://mtg.github.io/mtg-jamendo-dataset/
• dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/765068
• dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/688382
• dc.rights Aquest document està subjecte a una llicència Creative Commons
• dc.rights.accessRights info:eu-repo/semantics/openAccess
• dc.rights.uri https://creativecommons.org/licenses/by/3.0/es/
• dc.title The MTG-Jamendo dataset for automatic music tagging
• dc.type info:eu-repo/semantics/conferenceObject
• dc.type.version info:eu-repo/semantics/acceptedVersion