Detection and differentiation of retinal exudates in color retinal images
Diabetic retinopathy early is not usually perceivable in patients with diabetic. Their first signs, like micro-aneurysms, often are unnoticed in preliminary test due to its difficult detection by means specialists. In addition, its presence is necessarily not directly related to diabetic retinopathy...
- Autores:
-
Germán Sánchez Torres; Universidad del Magdalena
Jorge Rudas Castaño; Universidad del Magdalena
Ricardo Toscano Cuello; Universidad del Magdalena
- Tipo de recurso:
- Fecha de publicación:
- 2011
- Institución:
- Universidad del Norte
- Repositorio:
- Repositorio Uninorte
- Idioma:
- spa
- OAI Identifier:
- oai:manglar.uninorte.edu.co:10584/4170
- Acceso en línea:
- http://rcientificas.uninorte.edu.co/index.php/ingenieria/article/view/3620
http://hdl.handle.net/10584/4170
- Palabra clave:
- Rights
- License
- http://purl.org/coar/access_right/c_abf2
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Germán Sánchez Torres; Universidad del MagdalenaJorge Rudas Castaño; Universidad del MagdalenaRicardo Toscano Cuello; Universidad del MagdalenaColombia2013-08-31T23:11:06Z2013-08-31T23:11:06Z2011-12-11http://rcientificas.uninorte.edu.co/index.php/ingenieria/article/view/3620http://hdl.handle.net/10584/4170Diabetic retinopathy early is not usually perceivable in patients with diabetic. Their first signs, like micro-aneurysms, often are unnoticed in preliminary test due to its difficult detection by means specialists. In addition, its presence is necessarily not directly related to diabetic retinopathy, since there are others pathologies that may also cause those. Until the detection of the presence of exudates, a specialist can deduce the presence of diabetic retinopathy. This paper presents a method to assist the identification and differentiation of exudates on color retinal images based on a variety of k-nn filters. The proposed method proved to be a sensitive and specific detection of bright lesions, able to determine with sufficient certainty, a possible injury, with a specificity of 99%.La retinopatía diabética en etapas tempranas suele ser imperceptible para los pacientes diabéticos. Sus primeras manifestaciones, tal como los microaneurismas, suelen pasar desapercibidas en exámenes especializados por su difícil detección; además, su presencia única no implica necesariamente relación directa con la retinopatía diabética, puesto que existen otras patologías que también pueden producirlas. Solo hasta la detección de la presencia de exudados un especialista puede deducir la presencia de la retinopatía diabética. Este artículo presenta un método que permite asistir la identificación y diferenciación de exudados sobre retinografías mediante la utilización de una variedad de clasificadores de tipo k-nn. El método propuesto demostró ser un método sensible y específico en la detección de lesiones brillantes, capaz de determinar con certeza suficiente una posible lesión en una retinografía a color, con una especificidad de 99%.application/pdfspaUniversidad del NorteRevista Científica Ingeniería y Desarrollo; Vol 29, No 2 (2011): Julio - Diciembre; 224-241instname:Universidad del Nortereponame:Repositorio Digital de la Universidad del NorteDetection and differentiation of retinal exudates in color retinal imagesDetección y diferenciación de exudados en retinografías a colorarticlepublishedVersionhttp://purl.org/coar/version/c_970fb48d4fbd8a85http://purl.org/coar/resource_type/c_6501http://purl.org/coar/access_right/c_abf210584/4170oai:172.16.14.36:10584/41702015-10-07 01:47:20.126Repositorio Digital de la Universidad del Nortemauribe@uninorte.edu.co |
dc.title.none.fl_str_mv |
Detection and differentiation of retinal exudates in color retinal images Detección y diferenciación de exudados en retinografías a color |
title |
Detection and differentiation of retinal exudates in color retinal images |
spellingShingle |
Detection and differentiation of retinal exudates in color retinal images |
title_short |
Detection and differentiation of retinal exudates in color retinal images |
title_full |
Detection and differentiation of retinal exudates in color retinal images |
title_fullStr |
Detection and differentiation of retinal exudates in color retinal images |
title_full_unstemmed |
Detection and differentiation of retinal exudates in color retinal images |
title_sort |
Detection and differentiation of retinal exudates in color retinal images |
dc.creator.fl_str_mv |
Germán Sánchez Torres; Universidad del Magdalena Jorge Rudas Castaño; Universidad del Magdalena Ricardo Toscano Cuello; Universidad del Magdalena |
dc.contributor.author.none.fl_str_mv |
Germán Sánchez Torres; Universidad del Magdalena Jorge Rudas Castaño; Universidad del Magdalena Ricardo Toscano Cuello; Universidad del Magdalena |
description |
Diabetic retinopathy early is not usually perceivable in patients with diabetic. Their first signs, like micro-aneurysms, often are unnoticed in preliminary test due to its difficult detection by means specialists. In addition, its presence is necessarily not directly related to diabetic retinopathy, since there are others pathologies that may also cause those. Until the detection of the presence of exudates, a specialist can deduce the presence of diabetic retinopathy. This paper presents a method to assist the identification and differentiation of exudates on color retinal images based on a variety of k-nn filters. The proposed method proved to be a sensitive and specific detection of bright lesions, able to determine with sufficient certainty, a possible injury, with a specificity of 99%. |
publishDate |
2011 |
dc.date.issued.none.fl_str_mv |
2011-12-11 |
dc.date.accessioned.none.fl_str_mv |
2013-08-31T23:11:06Z |
dc.date.available.none.fl_str_mv |
2013-08-31T23:11:06Z |
dc.type.none.fl_str_mv |
article |
dc.type.coarversion.fl_str_mv |
http://purl.org/coar/version/c_970fb48d4fbd8a85 |
dc.type.coar.fl_str_mv |
http://purl.org/coar/resource_type/c_6501 |
dc.type.hasVersion.none.fl_str_mv |
publishedVersion |
dc.identifier.other.none.fl_str_mv |
http://rcientificas.uninorte.edu.co/index.php/ingenieria/article/view/3620 |
dc.identifier.uri.none.fl_str_mv |
http://hdl.handle.net/10584/4170 |
url |
http://rcientificas.uninorte.edu.co/index.php/ingenieria/article/view/3620 http://hdl.handle.net/10584/4170 |
dc.language.iso.none.fl_str_mv |
spa |
language |
spa |
dc.relation.ispartof.none.fl_str_mv |
Revista Científica Ingeniería y Desarrollo; Vol 29, No 2 (2011): Julio - Diciembre; 224-241 |
dc.rights.coar.fl_str_mv |
http://purl.org/coar/access_right/c_abf2 |
rights_invalid_str_mv |
http://purl.org/coar/access_right/c_abf2 |
dc.format.none.fl_str_mv |
application/pdf |
dc.coverage.spatial.none.fl_str_mv |
Colombia |
dc.publisher.none.fl_str_mv |
Universidad del Norte |
publisher.none.fl_str_mv |
Universidad del Norte |
dc.source.none.fl_str_mv |
instname:Universidad del Norte reponame:Repositorio Digital de la Universidad del Norte |
instname_str |
Universidad del Norte |
institution |
Universidad del Norte |
reponame_str |
Repositorio Digital de la Universidad del Norte |
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Repositorio Digital de la Universidad del Norte |
repository.name.fl_str_mv |
Repositorio Digital de la Universidad del Norte |
repository.mail.fl_str_mv |
mauribe@uninorte.edu.co |
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1812183132361719808 |