The Freesound Loop dataset and annotation tool

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• dc.contributor.author Ramires, António
• dc.contributor.author Font Corbera, Frederic
• dc.contributor.author Bogdanov, Dmitry
• dc.contributor.author Smith, Jordan B. L.
• dc.contributor.author Yang, Yi-Hsuan
• dc.contributor.author Ching, Joann
• dc.contributor.author Chen, Bo-Yu
• dc.contributor.author Wu, Yueh-Kao
• dc.contributor.author Wei-Han, Hsu
• dc.contributor.author Serra, Xavier
• dc.date.accessioned 2020-10-09T07:34:39Z
• dc.date.available 2020-10-09T07:34:39Z
• dc.date.issued 2020
• dc.description Comunicació presentada a: International Society for Music Information Retrieval Conference celebrat de l'11 al 16 d'octubre de 2020 de manera virtual.
• dc.description.abstract Music loops are essential ingredients in electronic music production, and there is a high demand for pre-recorded loops in a variety of styles. Several commercial and community databases have been created to meet this demand, but most are not suitable for research due to their strict licensing. We present the Freesound Loop Dataset (FSLD), a new large-scale dataset of music loops annotated by experts. The loops originate from Freesound, a community database of audio recordings released under Creative Commons licenses, so the audio in our dataset may be redistributed. The annotations include instrument, tempo, meter, key and genre tags. We describe the methodology used to assemble and annotate the data, and report on the distribution of tags in the data and inter-annotator agreement. We also present to the community an online loop annotator tool that we developed. To illustrate the usefulness of FSLD, we present short case studies on using it to estimate tempo and key, generate music tracks, and evaluate a loop separation algorithm. We anticipate that the community will find yet more uses for the data, in applications from automatic loop characterisation to algorithmic composition.es
• dc.description.sponsorship This research was funded in part by European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No765068, MIP-Frontiers and by a grant from the Ministry of Science and Technology, Taiwan (MOST107-2221-E-001-013-MY2).
• dc.format.mimetype application/pdf*
• dc.identifier.citation Ramires A, Font F, Bogdanov D, Smith J.B.L., Yang Y, Ching J, Chen B, Wu Y, Wei-Han H, Serra X. The Freesound Loop dataset and annotation tool. In: Cumming J, Ha Lee J, McFee B, Schedl M, Devaney J, McKay C, Zagerle E, de Reuse T, editors. Proceedings of the 21st International Society for Music Information Retrieval Conference; 2020 Oct 11-16; Montréal, Canada. [Canada]: ISMIR; 2020. p. 287-94.
• dc.identifier.uri http://hdl.handle.net/10230/45450
• dc.language.iso eng
• dc.publisher International Society for Music Information Retrieval (ISMIR)
• dc.relation.ispartof Cumming J, Ha Lee J, McFee B, Schedl M, Devaney J, McKay C, Zagerle E, de Reuse T, editors. Proceedings of the 21st International Society for Music Information Retrieval Conference; 2020 Oct 11-16; Montréal, Canada. [Canada]: ISMIR; 2020. p. 287-94.
• dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/765068
• dc.rights © António Ramires, Frederic Font, Dmitry Bogdanov, Jordan B. L. Smith, Yi-Hsuan Yang, Joann Ching, Bo-Yu Chen, Yueh-Kao, Hsu Wei-Han, Xavier Serra. Licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0). Attribution: Ramires et. al. “The Freesound Loop Dataset and Annotation Tool”, 21st International Society for Music Information Retrieval Conference, Montréal, Canada, 2020.
• dc.rights.accessRights info:eu-repo/semantics/openAccess
• dc.rights.uri https://creativecommons.org/licenses/by/4.0/
• dc.title The Freesound Loop dataset and annotation toolen
• dc.type info:eu-repo/semantics/conferenceObject
• dc.type.version info:eu-repo/semantics/publishedVersion