ChordSync : Conformer-based alignment of chord annotations to music audio.
Resumen:
In the Western music tradition, chords are the main constituent components of harmony, a fundamental dimension of music. Despite its relevance for several Music Information Retrieval (MIR) tasks, chord-annotated audio datasets are limited and need more diversity. One way to improve those resources is to leverage the large number of chord annotations available online, but this requires aligning them with music audio. However, existing audio-to-score alignment techniques, which typically rely on Dynamic Time Warping (DTW), fail to address this challenge, as they require weakly aligned data for precise synchronisation. In this paper, we introduce ChordSync, a novel conformer-based model designed to seamlessly align chord annotations with audio, eliminating the need for weak alignment. We also provide a pre-trained model and a user-friendly library, enabling users to synchronise chord annotations with audio tracks effortlessly. In this way, ChordSync creates opportunities for harnessing crowd-sourced chord data for MIR, especially in audio chord estimation, thereby facilitating the generation of novel datasets. Additionally, our system extends its utility to music education, enhancing music learning experiences by providing accurately aligned annotations, thus enabling learners to engage in synchronised musical practices.
| 2024 | |
| Este proyecto ha recibido financiación del programa de investigación e innovación Horizonte 2020 de la Unión Europea en virtud del acuerdo de subvención no 101004746 | |
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MUSICA ARMONIA |
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| Inglés | |
| Universidad de la República | |
| COLIBRI | |
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https://smcnetwork.org/smc2024/
https://hdl.handle.net/20.500.12008/45432 |
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| Acceso abierto | |
| Licencia Creative Commons Atribución (CC - By 4.0) |
| _version_ | 1872864817268654080 |
|---|---|
| author | Poltronieri, Andrea |
| author2 | Presutti, Valentina Rocamora, Martín |
| author2_role | author author |
| author_facet | Poltronieri, Andrea Presutti, Valentina Rocamora, Martín |
| author_role | author |
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| collection | COLIBRI |
| dc.contributor.filiacion.none.fl_str_mv | Poltronieri Andrea, University of Bologna Presutti Valentina, University of Bologna Rocamora Martín, Universidad de la República (Uruguay). Facultad de Ingeniería. |
| dc.creator.none.fl_str_mv | Poltronieri, Andrea Presutti, Valentina Rocamora, Martín |
| dc.date.accessioned.none.fl_str_mv | 2024-08-20T17:03:47Z |
| dc.date.available.none.fl_str_mv | 2024-08-20T17:03:47Z |
| dc.date.issued.none.fl_str_mv | 2024 |
| dc.description.abstract.none.fl_txt_mv | In the Western music tradition, chords are the main constituent components of harmony, a fundamental dimension of music. Despite its relevance for several Music Information Retrieval (MIR) tasks, chord-annotated audio datasets are limited and need more diversity. One way to improve those resources is to leverage the large number of chord annotations available online, but this requires aligning them with music audio. However, existing audio-to-score alignment techniques, which typically rely on Dynamic Time Warping (DTW), fail to address this challenge, as they require weakly aligned data for precise synchronisation. In this paper, we introduce ChordSync, a novel conformer-based model designed to seamlessly align chord annotations with audio, eliminating the need for weak alignment. We also provide a pre-trained model and a user-friendly library, enabling users to synchronise chord annotations with audio tracks effortlessly. In this way, ChordSync creates opportunities for harnessing crowd-sourced chord data for MIR, especially in audio chord estimation, thereby facilitating the generation of novel datasets. Additionally, our system extends its utility to music education, enhancing music learning experiences by providing accurately aligned annotations, thus enabling learners to engage in synchronised musical practices. |
| dc.description.sponsorship.none.fl_txt_mv | Este proyecto ha recibido financiación del programa de investigación e innovación Horizonte 2020 de la Unión Europea en virtud del acuerdo de subvención no 101004746 |
| dc.format.extent.es.fl_str_mv | 8 p. |
| dc.format.mimetype.es.fl_str_mv | application/pdf |
| dc.identifier.citation.es.fl_str_mv | Poltronieri, A., Presutti, V. y Rocamora, M. ChordSync : Conformer-based alignment of chord annotations to music audio [en línea]. EN: Sound and Music Computing Conference 2024 (SMC 2024), Porto, Portugal, 4-6 jul. 2024, pp. 1-8. |
| dc.identifier.uri.none.fl_str_mv | https://smcnetwork.org/smc2024/ https://hdl.handle.net/20.500.12008/45432 |
| dc.language.iso.none.fl_str_mv | en eng |
| dc.publisher.es.fl_str_mv | SMC |
| dc.relation.none.fl_str_mv | Sound and Music Computing Conference 2024 (SMC 2024), Porto, Portugal, 4-6 jul. 2024, pp. 1-8. |
| dc.rights.license.none.fl_str_mv | Licencia Creative Commons Atribución (CC - By 4.0) |
| dc.rights.none.fl_str_mv | info:eu-repo/semantics/openAccess |
| dc.source.none.fl_str_mv | reponame:COLIBRI instname:Universidad de la República instacron:Universidad de la República |
| dc.subject.other.es.fl_str_mv | MUSICA ARMONIA |
| dc.title.none.fl_str_mv | ChordSync : Conformer-based alignment of chord annotations to music audio. |
| dc.type.es.fl_str_mv | Ponencia |
| dc.type.none.fl_str_mv | info:eu-repo/semantics/conferenceObject |
| dc.type.version.none.fl_str_mv | info:eu-repo/semantics/publishedVersion |
| description | In the Western music tradition, chords are the main constituent components of harmony, a fundamental dimension of music. Despite its relevance for several Music Information Retrieval (MIR) tasks, chord-annotated audio datasets are limited and need more diversity. One way to improve those resources is to leverage the large number of chord annotations available online, but this requires aligning them with music audio. However, existing audio-to-score alignment techniques, which typically rely on Dynamic Time Warping (DTW), fail to address this challenge, as they require weakly aligned data for precise synchronisation. In this paper, we introduce ChordSync, a novel conformer-based model designed to seamlessly align chord annotations with audio, eliminating the need for weak alignment. We also provide a pre-trained model and a user-friendly library, enabling users to synchronise chord annotations with audio tracks effortlessly. In this way, ChordSync creates opportunities for harnessing crowd-sourced chord data for MIR, especially in audio chord estimation, thereby facilitating the generation of novel datasets. Additionally, our system extends its utility to music education, enhancing music learning experiences by providing accurately aligned annotations, thus enabling learners to engage in synchronised musical practices. |
| eu_rights_str_mv | openAccess |
| format | conferenceObject |
| id | COLIBRI_beab390c7bdcd9b6d690824cbbcb2657 |
| identifier_str_mv | Poltronieri, A., Presutti, V. y Rocamora, M. ChordSync : Conformer-based alignment of chord annotations to music audio [en línea]. EN: Sound and Music Computing Conference 2024 (SMC 2024), Porto, Portugal, 4-6 jul. 2024, pp. 1-8. |
| instacron_str | Universidad de la República |
| institution | Universidad de la República |
| instname_str | Universidad de la República |
| language | eng |
| language_invalid_str_mv | en |
| network_acronym_str | COLIBRI |
| network_name_str | COLIBRI |
| oai_identifier_str | oai:colibri.udelar.edu.uy:20.500.12008/45432 |
| publishDate | 2024 |
| reponame_str | COLIBRI |
| repository.mail.fl_str_mv | karina.camps@seciu.edu.uy |
| repository.name.fl_str_mv | COLIBRI - Universidad de la República |
| repository_id_str | 4771 |
| rights_invalid_str_mv | Licencia Creative Commons Atribución (CC - By 4.0) |
| spelling | Poltronieri Andrea, University of BolognaPresutti Valentina, University of BolognaRocamora Martín, Universidad de la República (Uruguay). Facultad de Ingeniería.2024-08-20T17:03:47Z2024-08-20T17:03:47Z2024Poltronieri, A., Presutti, V. y Rocamora, M. ChordSync : Conformer-based alignment of chord annotations to music audio [en línea]. EN: Sound and Music Computing Conference 2024 (SMC 2024), Porto, Portugal, 4-6 jul. 2024, pp. 1-8.https://smcnetwork.org/smc2024/https://hdl.handle.net/20.500.12008/45432In the Western music tradition, chords are the main constituent components of harmony, a fundamental dimension of music. Despite its relevance for several Music Information Retrieval (MIR) tasks, chord-annotated audio datasets are limited and need more diversity. One way to improve those resources is to leverage the large number of chord annotations available online, but this requires aligning them with music audio. However, existing audio-to-score alignment techniques, which typically rely on Dynamic Time Warping (DTW), fail to address this challenge, as they require weakly aligned data for precise synchronisation. In this paper, we introduce ChordSync, a novel conformer-based model designed to seamlessly align chord annotations with audio, eliminating the need for weak alignment. We also provide a pre-trained model and a user-friendly library, enabling users to synchronise chord annotations with audio tracks effortlessly. In this way, ChordSync creates opportunities for harnessing crowd-sourced chord data for MIR, especially in audio chord estimation, thereby facilitating the generation of novel datasets. Additionally, our system extends its utility to music education, enhancing music learning experiences by providing accurately aligned annotations, thus enabling learners to engage in synchronised musical practices.Submitted by Ribeiro Jorge (jribeiro@fing.edu.uy) on 2024-08-12T19:35:55Z No. of bitstreams: 2 license_rdf: 24251 bytes, checksum: 71ed42ef0a0b648670f707320be37b90 (MD5) PPR24.pdf: 1288050 bytes, checksum: ab7ca0c08d39a70f6649b8094994cdb3 (MD5)Approved for entry into archive by Machado Jimena (jmachado@fing.edu.uy) on 2024-08-20T15:44:13Z (GMT) No. of bitstreams: 2 license_rdf: 24251 bytes, checksum: 71ed42ef0a0b648670f707320be37b90 (MD5) PPR24.pdf: 1288050 bytes, checksum: ab7ca0c08d39a70f6649b8094994cdb3 (MD5)Made available in DSpace by Luna Fabiana (fabiana.luna@seciu.edu.uy) on 2024-08-20T17:03:47Z (GMT). No. of bitstreams: 2 license_rdf: 24251 bytes, checksum: 71ed42ef0a0b648670f707320be37b90 (MD5) PPR24.pdf: 1288050 bytes, checksum: ab7ca0c08d39a70f6649b8094994cdb3 (MD5) Previous issue date: 2024Este proyecto ha recibido financiación del programa de investigación e innovación Horizonte 2020 de la Unión Europea en virtud del acuerdo de subvención no 1010047468 p.application/pdfenengSMCSound and Music Computing Conference 2024 (SMC 2024), Porto, Portugal, 4-6 jul. 2024, pp. 1-8.Las obras depositadas en el Repositorio se rigen por la Ordenanza de los Derechos de la Propiedad Intelectual de la Universidad de la República.(Res. Nº 91 de C.D.C. de 8/III/1994 – D.O. 7/IV/1994) y por la Ordenanza del Repositorio Abierto de la Universidad de la República (Res. Nº 16 de C.D.C. de 07/10/2014)info:eu-repo/semantics/openAccessLicencia Creative Commons Atribución (CC - By 4.0)MUSICAARMONIAChordSync : Conformer-based alignment of chord annotations to music audio.Ponenciainfo:eu-repo/semantics/conferenceObjectinfo:eu-repo/semantics/publishedVersionreponame:COLIBRIinstname:Universidad de la Repúblicainstacron:Universidad de la RepúblicaPoltronieri, AndreaPresutti, ValentinaRocamora, MartínLICENSElicense.txtlicense.txttext/plain; charset=utf-84267http://localhost:8080/xmlui/bitstream/20.500.12008/45432/5/license.txt6429389a7df7277b72b7924fdc7d47a9MD55CC-LICENSElicense_urllicense_urltext/plain; charset=utf-844http://localhost:8080/xmlui/bitstream/20.500.12008/45432/2/license_urla0ebbeafb9d2ec7cbb19d7137ebc392cMD52license_textlicense_texttext/html; charset=utf-820496http://localhost:8080/xmlui/bitstream/20.500.12008/45432/3/license_texta34a400dd0046b3aef60f72471c4f991MD53license_rdflicense_rdfapplication/rdf+xml; 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Institucionalhttps://www.colibri.udelar.edu.uyUniversidad públicahttps://udelar.edu.uy/https://www.colibri.udelar.edu.uy/oai/requestkarina.camps@seciu.edu.uyUruguayopendoar:47712024-08-20T17:03:47COLIBRI - Universidad de la Repúblicafalse |
| spellingShingle | ChordSync : Conformer-based alignment of chord annotations to music audio. Poltronieri, Andrea MUSICA ARMONIA |
| status_str | publishedVersion |
| title | ChordSync : Conformer-based alignment of chord annotations to music audio. |
| title_full | ChordSync : Conformer-based alignment of chord annotations to music audio. |
| title_fullStr | ChordSync : Conformer-based alignment of chord annotations to music audio. |
| title_full_unstemmed | ChordSync : Conformer-based alignment of chord annotations to music audio. |
| title_short | ChordSync : Conformer-based alignment of chord annotations to music audio. |
| title_sort | ChordSync : Conformer-based alignment of chord annotations to music audio. |
| topic | MUSICA ARMONIA |
| url | https://smcnetwork.org/smc2024/ https://hdl.handle.net/20.500.12008/45432 |