Audio source separation techniques including novel time-frequency representation tools
Supervisor(es): Sapiro, Guillermo - Randall, Gregory
Resumen:
The thesis explores the development of tools for audio representation with applications in Audio Source Separation and in the Music Information Retrieval (MIR) field. A novel constant Q transform was introduced, called IIR-CQT. The transform allows a flexible design and achieves low computational cost. Also, an independent development of the Fan Chirp Transform (FChT) with the focus on the representation of simultaneous sources is studied, which has several applications in the analysis of polyphonic music signals. Dierent applications are explored in the MIR field, some of them directly related with the low-level representation tools that were analyzed. One of these applications is the development of a visualization tool based in the FChT that proved to be useful for musicological analysis . The tool has been made available as an open source, freely available software. The proposed Transform has also been used to detect and track fundamental frequencies of harmonic sources in polyphonic music. Also, the information of the slope of the pitch was used to define a similarity measure between two harmonic components that are close in time. This measure helps to use clustering algorithms to track multiple sources in polyphonic music. Additionally, the FChT was used in the context of the Query by Humming application. One of the main limitations of such application is the construction of a search database. In this work, we propose an algorithm to automatically populate the database of an existing Query by Humming, with promising results. Finally, two audio source separation techniques are studied. The first one is the separation of harmonic signals based on the FChT. The second one is an application for which the fundamental frequency of the sources is assumed to be known (Score Informed Source Separation problem).
2015 | |
Procesamiento de Señales | |
Inglés | |
Universidad de la República | |
COLIBRI | |
http://hdl.handle.net/20.500.12008/20197 | |
Acceso abierto | |
Licencia Creative Commons Atribución – No Comercial – Sin Derivadas (CC - By-NC-ND) |
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---|---|
author | Cancela, Pablo |
author_facet | Cancela, Pablo |
author_role | author |
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collection | COLIBRI |
dc.creator.advisor.none.fl_str_mv | Sapiro, Guillermo Randall, Gregory |
dc.creator.none.fl_str_mv | Cancela, Pablo |
dc.date.accessioned.none.fl_str_mv | 2019-02-21T20:56:42Z |
dc.date.available.none.fl_str_mv | 2019-02-21T20:56:42Z |
dc.date.issued.es.fl_str_mv | 2015 |
dc.date.submitted.es.fl_str_mv | 20190221 |
dc.description.abstract.none.fl_txt_mv | The thesis explores the development of tools for audio representation with applications in Audio Source Separation and in the Music Information Retrieval (MIR) field. A novel constant Q transform was introduced, called IIR-CQT. The transform allows a flexible design and achieves low computational cost. Also, an independent development of the Fan Chirp Transform (FChT) with the focus on the representation of simultaneous sources is studied, which has several applications in the analysis of polyphonic music signals. Dierent applications are explored in the MIR field, some of them directly related with the low-level representation tools that were analyzed. One of these applications is the development of a visualization tool based in the FChT that proved to be useful for musicological analysis . The tool has been made available as an open source, freely available software. The proposed Transform has also been used to detect and track fundamental frequencies of harmonic sources in polyphonic music. Also, the information of the slope of the pitch was used to define a similarity measure between two harmonic components that are close in time. This measure helps to use clustering algorithms to track multiple sources in polyphonic music. Additionally, the FChT was used in the context of the Query by Humming application. One of the main limitations of such application is the construction of a search database. In this work, we propose an algorithm to automatically populate the database of an existing Query by Humming, with promising results. Finally, two audio source separation techniques are studied. The first one is the separation of harmonic signals based on the FChT. The second one is an application for which the fundamental frequency of the sources is assumed to be known (Score Informed Source Separation problem). |
dc.format.mimetype.es.fl_str_mv | application/pdf |
dc.identifier.citation.es.fl_str_mv | CANCELA, P. "Audio source separation techniques including novel time-frequency representation tools". Tesis de doctorado, Universidad de la República (Uruguay). Facultad de Ingeniería, 2015. |
dc.identifier.uri.none.fl_str_mv | http://hdl.handle.net/20.500.12008/20197 |
dc.language.iso.none.fl_str_mv | en eng |
dc.publisher.es.fl_str_mv | UR. FING |
dc.rights.license.none.fl_str_mv | Licencia Creative Commons Atribución – No Comercial – Sin Derivadas (CC - By-NC-ND) |
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 | Procesamiento de Señales |
dc.title.none.fl_str_mv | Audio source separation techniques including novel time-frequency representation tools |
dc.type.es.fl_str_mv | Tesis de doctorado |
dc.type.none.fl_str_mv | info:eu-repo/semantics/doctoralThesis |
dc.type.version.none.fl_str_mv | info:eu-repo/semantics/acceptedVersion |
description | The thesis explores the development of tools for audio representation with applications in Audio Source Separation and in the Music Information Retrieval (MIR) field. A novel constant Q transform was introduced, called IIR-CQT. The transform allows a flexible design and achieves low computational cost. Also, an independent development of the Fan Chirp Transform (FChT) with the focus on the representation of simultaneous sources is studied, which has several applications in the analysis of polyphonic music signals. Dierent applications are explored in the MIR field, some of them directly related with the low-level representation tools that were analyzed. One of these applications is the development of a visualization tool based in the FChT that proved to be useful for musicological analysis . The tool has been made available as an open source, freely available software. The proposed Transform has also been used to detect and track fundamental frequencies of harmonic sources in polyphonic music. Also, the information of the slope of the pitch was used to define a similarity measure between two harmonic components that are close in time. This measure helps to use clustering algorithms to track multiple sources in polyphonic music. Additionally, the FChT was used in the context of the Query by Humming application. One of the main limitations of such application is the construction of a search database. In this work, we propose an algorithm to automatically populate the database of an existing Query by Humming, with promising results. Finally, two audio source separation techniques are studied. The first one is the separation of harmonic signals based on the FChT. The second one is an application for which the fundamental frequency of the sources is assumed to be known (Score Informed Source Separation problem). |
eu_rights_str_mv | openAccess |
format | doctoralThesis |
id | COLIBRI_18556a09d0ea15f6454e5d06a4476fb8 |
identifier_str_mv | CANCELA, P. "Audio source separation techniques including novel time-frequency representation tools". Tesis de doctorado, Universidad de la República (Uruguay). Facultad de Ingeniería, 2015. |
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:20.500.12008/20197 |
publishDate | 2015 |
reponame_str | COLIBRI |
repository.mail.fl_str_mv | mabel.seroubian@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 – No Comercial – Sin Derivadas (CC - By-NC-ND) |
spelling | 2019-02-21T20:56:42Z2019-02-21T20:56:42Z201520190221CANCELA, P. "Audio source separation techniques including novel time-frequency representation tools". Tesis de doctorado, Universidad de la República (Uruguay). Facultad de Ingeniería, 2015.http://hdl.handle.net/20.500.12008/20197The thesis explores the development of tools for audio representation with applications in Audio Source Separation and in the Music Information Retrieval (MIR) field. A novel constant Q transform was introduced, called IIR-CQT. The transform allows a flexible design and achieves low computational cost. Also, an independent development of the Fan Chirp Transform (FChT) with the focus on the representation of simultaneous sources is studied, which has several applications in the analysis of polyphonic music signals. Dierent applications are explored in the MIR field, some of them directly related with the low-level representation tools that were analyzed. One of these applications is the development of a visualization tool based in the FChT that proved to be useful for musicological analysis . The tool has been made available as an open source, freely available software. The proposed Transform has also been used to detect and track fundamental frequencies of harmonic sources in polyphonic music. Also, the information of the slope of the pitch was used to define a similarity measure between two harmonic components that are close in time. This measure helps to use clustering algorithms to track multiple sources in polyphonic music. Additionally, the FChT was used in the context of the Query by Humming application. One of the main limitations of such application is the construction of a search database. In this work, we propose an algorithm to automatically populate the database of an existing Query by Humming, with promising results. Finally, two audio source separation techniques are studied. The first one is the separation of harmonic signals based on the FChT. The second one is an application for which the fundamental frequency of the sources is assumed to be known (Score Informed Source Separation problem).Made available in DSpace on 2019-02-21T20:56:42Z (GMT). No. of bitstreams: 5 Can15.pdf: 8343643 bytes, checksum: f677986481f2b2cbdbfd1e00402fcfd9 (MD5) license_text: 21936 bytes, checksum: 9833653f73f7853880c94a6fead477b1 (MD5) license_url: 49 bytes, checksum: 4afdbb8c545fd630ea7db775da747b2f (MD5) license_rdf: 23148 bytes, checksum: 9da0b6dfac957114c6a7714714b86306 (MD5) license.txt: 4194 bytes, checksum: 7f2e2c17ef6585de66da58d1bfa8b5e1 (MD5) Previous issue date: 2015application/pdfenengUR. FINGLas 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 – No Comercial – Sin Derivadas (CC - By-NC-ND)Procesamiento de SeñalesAudio source separation techniques including novel time-frequency representation toolsTesis de doctoradoinfo:eu-repo/semantics/doctoralThesisinfo:eu-repo/semantics/acceptedVersionreponame:COLIBRIinstname:Universidad de la Repúblicainstacron:Universidad de la RepúblicaCancela, PabloSapiro, GuillermoRandall, GregoryUniversidad de la República (Uruguay). 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- Universidad de la Repúblicafalse |
spellingShingle | Audio source separation techniques including novel time-frequency representation tools Cancela, Pablo Procesamiento de Señales |
status_str | acceptedVersion |
title | Audio source separation techniques including novel time-frequency representation tools |
title_full | Audio source separation techniques including novel time-frequency representation tools |
title_fullStr | Audio source separation techniques including novel time-frequency representation tools |
title_full_unstemmed | Audio source separation techniques including novel time-frequency representation tools |
title_short | Audio source separation techniques including novel time-frequency representation tools |
title_sort | Audio source separation techniques including novel time-frequency representation tools |
topic | Procesamiento de Señales |
url | http://hdl.handle.net/20.500.12008/20197 |