Essentia API: a web API for music audio analysis

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  • dc.contributor.author Correya, Albin Andrew
  • dc.contributor.author Bogdanov, Dmitry
  • dc.contributor.author Alonso Jiménez, Pablo
  • dc.contributor.author Serra, Xavier
  • dc.date.accessioned 2023-01-10T15:42:20Z
  • dc.date.available 2023-01-10T15:42:20Z
  • dc.date.issued 2023-01-10
  • dc.description.abstract We present Essentia API, a web API to access a collection of state-of-the-art music audio analysis and description algorithms based on Essentia, an open-source library and machine learning (ML) models for audio and music analysis. We are developing it as part of a broader project in which we explore strategies for the commercial viability of technologies developed at Music Technology Group (MTG) following open science and open source practices, which involves finding licensing schemes and building custom solutions. Currently, the API supports music auto-tagging and classification algorithms (for genre, instrumentation, mood/emotion, danceability, approachability, and engagement), and algorithms for musical key, tempo, loudness, and many more. In the future, we envision expanding it with new machine learning models developed by the MTG and our collaborators to facilitate their access for a broader community of users.ca
  • dc.format.mimetype application/pdf*
  • dc.identifier.uri http://hdl.handle.net/10230/55249
  • dc.language.iso engca
  • dc.relation.projectID info:eu-repo/grantAgreement/ES/2PE/PID2019-111403GB-I00
  • dc.rights © A. Correya, D. Bogdanov, P. Alonso-Jiménez, and X. Serra. Licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0). Attribution: A. Correya, D. Bogdanov, P. Alonso-Jiménez, and X. Serra, “Essentia API: a web API for music audio analysis”, in Extended Abstracts for the Late-Breaking Demo Session of the 23rd Int. Society for Music Information Retrieval Conf., Bengaluru, India, 2022.ca
  • dc.rights.accessRights info:eu-repo/semantics/openAccessca
  • dc.rights.uri https://creativecommons.org/licenses/by/4.0ca
  • dc.title Essentia API: a web API for music audio analysisca
  • dc.type info:eu-repo/semantics/preprintca
  • dc.type.version info:eu-repo/semantics/acceptedVersionca

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Informes (Departament de Tecnologies de la Informació i les Comunicacions)