Audio source separation techniques including novel time-frequency representation tools

Cancela, Pablo

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).


Detalles Bibliográficos
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)
_version_ 1807522999126982656
author Cancela, Pablo
author_facet Cancela, Pablo
author_role author
bitstream.checksum.fl_str_mv 7f2e2c17ef6585de66da58d1bfa8b5e1
9833653f73f7853880c94a6fead477b1
4afdbb8c545fd630ea7db775da747b2f
9da0b6dfac957114c6a7714714b86306
f677986481f2b2cbdbfd1e00402fcfd9
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
MD5
bitstream.url.fl_str_mv http://localhost:8080/xmlui/bitstream/20.500.12008/20197/5/license.txt
http://localhost:8080/xmlui/bitstream/20.500.12008/20197/2/license_text
http://localhost:8080/xmlui/bitstream/20.500.12008/20197/3/license_url
http://localhost:8080/xmlui/bitstream/20.500.12008/20197/4/license_rdf
http://localhost:8080/xmlui/bitstream/20.500.12008/20197/1/Can15.pdf
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). Facultad de IngenieríaDoctor en Ingeniería EléctricaProcesamiento de SeñalesProcesamiento de AudioLICENSElicense.txttext/plain4194http://localhost:8080/xmlui/bitstream/20.500.12008/20197/5/license.txt7f2e2c17ef6585de66da58d1bfa8b5e1MD55CC-LICENSElicense_textapplication/octet-stream21936http://localhost:8080/xmlui/bitstream/20.500.12008/20197/2/license_text9833653f73f7853880c94a6fead477b1MD52license_urlapplication/octet-stream49http://localhost:8080/xmlui/bitstream/20.500.12008/20197/3/license_url4afdbb8c545fd630ea7db775da747b2fMD53license_rdfapplication/octet-stream23148http://localhost:8080/xmlui/bitstream/20.500.12008/20197/4/license_rdf9da0b6dfac957114c6a7714714b86306MD54ORIGINALCan15.pdfapplication/pdf8343643http://localhost:8080/xmlui/bitstream/20.500.12008/20197/1/Can15.pdff677986481f2b2cbdbfd1e00402fcfd9MD5120.500.12008/201972024-07-26 12:26:50.595oai:colibri.udelar.edu.uy:20.500.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://udelar.edu.uy/https://www.colibri.udelar.edu.uy/oai/requestmabel.seroubian@seciu.edu.uyUruguayopendoar:47712024-08-13T03:01:06.096964COLIBRI - 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