Fast Optic Disc Localization Using Viola-Jones Algorithm

Vista sencilla de ítem
dc.contributor.authorGarcia Garcia, Yainet
dc.contributor.authorRodriguez-Guillen, Reinier
dc.contributor.authorGarcia, Y
dc.contributor.authorTaboada-Crispi, Alberto
dc.contributor.departmentUniversidad Central "Marta Abreu" de Las Villas. Departamento de Telecomunicaciones y Electronicaen_US
dc.coverage.spatialCancun-Mexicoen_US
dc.date.accessioned2023-09-07T19:42:17Z
dc.date.available2023-09-07T19:42:17Z
dc.date.issued2019-10-02
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 low-computational 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.citationGARCÍA, Yainet García, et al. Fast Optic Disc Localization Using Viola-Jones Algorithm. En Latin American Conference on Biomedical Engineering. Springer, Cham, 2019. p. 435-441.en_US
dc.identifier.doihttps://doi.org/10.1007/978-3-030-30648-9_56en_US
dc.identifier.isbn978-3-030-30648-9en_US
dc.identifier.urihttps://dspace.uclv.edu.cu/handle/123456789/13826
dc.language.isoen_USen_US
dc.relation.conferenceVIII Congreso Latinoamericano de Ingeniería Biomédica-CLAIB 2019en_US
dc.subjectEye fundus images OD localization Viola-Jones algorithmen_US
dc.titleFast Optic Disc Localization Using Viola-Jones Algorithmen_US
dc.typeProceedingsen_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