Fast Optic Disc Localization Using Viola-Jones Algorithm

Vista sencilla de ítem
dc.contributor.authorGarcía, Yainet
dc.contributor.authorRodríguez, Reinier
dc.contributor.authorTaboada, Alberto
dc.contributor.departmentUniversidad Central "Marta Abreu" de Las Villasen_US
dc.date.accessioned2023-09-07T19:42:26Z
dc.date.available2023-09-07T19:42:26Z
dc.date.issued2020-01
dc.description.abstractThis paper proposes the implementation of the Viola-Jones algorithm for the Optic Disc (OD) localization in eye fundus images. A robust classifier for the detection of the region of interest (ROI), which contains the OD through the Viola-Jones algorithm was trained, and the center of the ROI for the OD localization was found. A 8776-image dataset for training (7300) and testing (1476) the detector was conformed with images from public databases: DRIVE, DRIONS, ROC, HRF, MESSIDOR, DIARETB0 and DIARETB1. A success rate of 99.6% was obtained for the OD localization in an average time of 474 ms. The Viola-Jones algorithm results a fast, accurate and lowcomputational cost algorithm for the OD localization and it is applicable in the detection and localization of other structures as the macula and fovea. The results are comparable with those of the state-of-the-art algorithms and, in addition, they could be improved in future works and may be applied in eye computer-aided diagnosis or periodic evaluations of the eyes in real-time mobile applications.en_US
dc.identifier.doihttps://doi.org/10.1007/978-3-030-30648-9_56en_US
dc.identifier.urihttps://dspace.uclv.edu.cu/handle/123456789/13828
dc.language.isoen_USen_US
dc.publisherSpringer Natureen_US
dc.source.endpage441en_US
dc.source.initialpage435en_US
dc.subjectEye fundus images, OD localization, Viola-Jones algorithmen_US
dc.titleFast Optic Disc Localization Using Viola-Jones Algorithmen_US
dc.typeBook-Chapteren_US

Archivos

Bloque original
Mostrando 1 - 1 de 1
Miniatura
Nombre:
Fast_Optic_Disc_Localization_using_VJ.YGG_RRG_ATC.pdf
Tamaño:
395.11 KB
Formato:
Adobe Portable Document Format
Descargar
Bloque de licencias
Mostrando 1 - 1 de 1
No hay miniatura disponible
Nombre:
license.txt
Tamaño:
3.33 KB
Formato:
Item-specific license agreed upon to submission
Descripción:
Descargar

Colecciones

Ponencias - Centro de Estudios Informáticos