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Optic disc detection by multi-scale Gaussian filtering with scale production and a vessels' directional matched filter
Zhang B.; Karray F.
2010-07-21
Conference Name2nd International Conference on Medical Biometrics
Source PublicationLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume6165 LNCS
Pages173-180
Conference DateJUN 28-30, 2010
Conference PlaceHong Kong, PEOPLES R CHINA
Abstract

The optic disc (OD) is an important anatomical feature in retinal images, and its detection is vital for developing automated screening programs. In this paper we propose a method to automatically detect the OD in fundus images using two steps: OD vessel candidate detection and OD vessel candidate matching. The first step is achieved with multi-scale Gaussian filtering, scale production, and double thresholding to initially extract the vessels' directional map. The map is then thinned before another threshold is applied to remove pixels with low intensities. This result forms the OD vessel candidates. In the second step, a Vessels' Directional Matched Filter (VDMF) of various dimensions is applied to the candidates to be matched, and the pixel with the smallest difference designated the OD center. We tested the proposed method on a subset of a new database consisting of 139 images from a diabetic retinopathy (DR) screening programme. The OD center was successfully detected with an accuracy of 96.4% (134/139). © 2010 Springer-Verlag.

KeywordDiabetic Retinopathy Matched Filter Optic Disc Vessels' Directional Matched Filter
DOI10.1007/978-3-642-13923-9_18
URLView the original
Language英語English
WOS IDWOS:000280516800018
Scopus ID2-s2.0-77954648470
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Citation statistics
Document TypeConference paper
CollectionUniversity of Macau
AffiliationUniversity of Waterloo
Recommended Citation
GB/T 7714
Zhang B.,Karray F.. Optic disc detection by multi-scale Gaussian filtering with scale production and a vessels' directional matched filter[C], 2010, 173-180.
APA Zhang B.., & Karray F. (2010). Optic disc detection by multi-scale Gaussian filtering with scale production and a vessels' directional matched filter. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 6165 LNCS, 173-180.
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