On the role of contrast and regularity in perceptual boundary saliency
Resumen:
Mathematical Morphology proposes to extract shapes from images as connected components of level sets. These methods prove very suitable for shape recognition and analysis. We present a method to select the perceptually significant (i.e., contrasted) level lines (boundaries of level sets), using the Helmholtz principle as first proposed by Desolneux et al. Contrarily to the classical formulation by Desolneux et al. where level lines must be entirely salient, the proposed method allows to detect partially salient level lines, thus resulting in more robust and more stable detec- tions. We then tackle the problem of combining two gestalts as a measure of saliency and propose a method that rein- forces detections. Results in natural images show the good performance of the proposed methods.
2013 | |
Topographic maps Level lines Edge detection Helmholtz principle. Procesamiento de Señales |
|
Inglés | |
Universidad de la República | |
COLIBRI | |
https://hdl.handle.net/20.500.12008/41778 | |
Acceso abierto | |
Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0) |
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---|---|
author | Tepper, Mariano |
author2 | Musé, Pablo Almansa, Andrés |
author2_role | author author |
author_facet | Tepper, Mariano Musé, Pablo Almansa, Andrés |
author_role | author |
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collection | COLIBRI |
dc.creator.none.fl_str_mv | Tepper, Mariano Musé, Pablo Almansa, Andrés |
dc.date.accessioned.none.fl_str_mv | 2023-12-11T19:57:43Z |
dc.date.available.none.fl_str_mv | 2023-12-11T19:57:43Z |
dc.date.issued.es.fl_str_mv | 2013 |
dc.date.submitted.es.fl_str_mv | 20231211 |
dc.description.abstract.none.fl_txt_mv | Mathematical Morphology proposes to extract shapes from images as connected components of level sets. These methods prove very suitable for shape recognition and analysis. We present a method to select the perceptually significant (i.e., contrasted) level lines (boundaries of level sets), using the Helmholtz principle as first proposed by Desolneux et al. Contrarily to the classical formulation by Desolneux et al. where level lines must be entirely salient, the proposed method allows to detect partially salient level lines, thus resulting in more robust and more stable detec- tions. We then tackle the problem of combining two gestalts as a measure of saliency and propose a method that rein- forces detections. Results in natural images show the good performance of the proposed methods. |
dc.identifier.citation.es.fl_str_mv | Tepper, M, Musé, P, Almansa, A. "On the Role of Contrast and Regularity in Perceptual Boundary Saliency". [Preprint] Publicado en: J Math Imaging Vis 48, 396–412 (2014). https://doi.org/10.1007/s10851-012-0411-6 |
dc.identifier.uri.none.fl_str_mv | https://hdl.handle.net/20.500.12008/41778 |
dc.language.iso.none.fl_str_mv | en eng |
dc.rights.license.none.fl_str_mv | Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 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.es.fl_str_mv | Topographic maps Level lines Edge detection Helmholtz principle. |
dc.subject.other.es.fl_str_mv | Procesamiento de Señales |
dc.title.none.fl_str_mv | On the role of contrast and regularity in perceptual boundary saliency |
dc.type.es.fl_str_mv | Preprint |
dc.type.none.fl_str_mv | info:eu-repo/semantics/preprint |
dc.type.version.none.fl_str_mv | info:eu-repo/semantics/submittedVersion |
description | Mathematical Morphology proposes to extract shapes from images as connected components of level sets. These methods prove very suitable for shape recognition and analysis. We present a method to select the perceptually significant (i.e., contrasted) level lines (boundaries of level sets), using the Helmholtz principle as first proposed by Desolneux et al. Contrarily to the classical formulation by Desolneux et al. where level lines must be entirely salient, the proposed method allows to detect partially salient level lines, thus resulting in more robust and more stable detec- tions. We then tackle the problem of combining two gestalts as a measure of saliency and propose a method that rein- forces detections. Results in natural images show the good performance of the proposed methods. |
eu_rights_str_mv | openAccess |
format | preprint |
id | COLIBRI_5b70a81a80f6c1d03ead5f410c3b60db |
identifier_str_mv | Tepper, M, Musé, P, Almansa, A. "On the Role of Contrast and Regularity in Perceptual Boundary Saliency". [Preprint] Publicado en: J Math Imaging Vis 48, 396–412 (2014). https://doi.org/10.1007/s10851-012-0411-6 |
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:20.500.12008/41778 |
publishDate | 2013 |
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 4.0) |
spelling | 2023-12-11T19:57:43Z2023-12-11T19:57:43Z201320231211Tepper, M, Musé, P, Almansa, A. "On the Role of Contrast and Regularity in Perceptual Boundary Saliency". [Preprint] Publicado en: J Math Imaging Vis 48, 396–412 (2014). https://doi.org/10.1007/s10851-012-0411-6https://hdl.handle.net/20.500.12008/41778Mathematical Morphology proposes to extract shapes from images as connected components of level sets. These methods prove very suitable for shape recognition and analysis. We present a method to select the perceptually significant (i.e., contrasted) level lines (boundaries of level sets), using the Helmholtz principle as first proposed by Desolneux et al. Contrarily to the classical formulation by Desolneux et al. where level lines must be entirely salient, the proposed method allows to detect partially salient level lines, thus resulting in more robust and more stable detec- tions. We then tackle the problem of combining two gestalts as a measure of saliency and propose a method that rein- forces detections. Results in natural images show the good performance of the proposed methods.Made available in DSpace on 2023-12-11T19:57:43Z (GMT). No. of bitstreams: 5 TMA13.pdf: 6319594 bytes, checksum: a8030d84ad2b86486699dae1409c8c49 (MD5) license_text: 21936 bytes, checksum: 9833653f73f7853880c94a6fead477b1 (MD5) license_url: 49 bytes, checksum: 4afdbb8c545fd630ea7db775da747b2f (MD5) license_rdf: 23148 bytes, checksum: 9da0b6dfac957114c6a7714714b86306 (MD5) license.txt: 4244 bytes, checksum: 528b6a3c8c7d0c6e28129d576e989607 (MD5) Previous issue date: 2013enengLas 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 4.0)Topographic mapsLevel linesEdge detectionHelmholtz principle.Procesamiento de SeñalesOn the role of contrast and regularity in perceptual boundary saliencyPreprintinfo:eu-repo/semantics/preprintinfo:eu-repo/semantics/submittedVersionreponame:COLIBRIinstname:Universidad de la Repúblicainstacron:Universidad de la RepúblicaTepper, MarianoMusé, PabloAlmansa, AndrésProcesamiento de SeñalesTratamiento de 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- Universidad de la Repúblicafalse |
spellingShingle | On the role of contrast and regularity in perceptual boundary saliency Tepper, Mariano Topographic maps Level lines Edge detection Helmholtz principle. Procesamiento de Señales |
status_str | submittedVersion |
title | On the role of contrast and regularity in perceptual boundary saliency |
title_full | On the role of contrast and regularity in perceptual boundary saliency |
title_fullStr | On the role of contrast and regularity in perceptual boundary saliency |
title_full_unstemmed | On the role of contrast and regularity in perceptual boundary saliency |
title_short | On the role of contrast and regularity in perceptual boundary saliency |
title_sort | On the role of contrast and regularity in perceptual boundary saliency |
topic | Topographic maps Level lines Edge detection Helmholtz principle. Procesamiento de Señales |
url | https://hdl.handle.net/20.500.12008/41778 |