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Detecting optic disc on Asians by multiscale Gaussian filtering
Zhang B.1; You J.2; Karray F.1
2012-08-17
Source PublicationInternational Journal of Biomedical Imaging
ISSN16874188 16874196
Volume2012
Abstract

The optic disc (OD) is an important anatomical feature in retinal images, and its detection is vital for developing automated screening programs. Currently, there is no algorithm designed to automatically detect the OD in fundus images captured from Asians which are larger and have thicker vessels compared to Caucasians. In this paper, we propose such a method to complement current algorithms using two steps: OD vessel candidate detection and OD vessel candidate matching. The first step is achieved with multiscale Gaussian filtering, scale production, and double thresholding to initially extract the vessels' directional map of various thicknesses. 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 new database consisting of 402 images from a diabetic retinopathy (DR) screening programme consisting of Asians. The OD center was successfully detected with an accuracy of 99.25% (399/402). © Copyright 2012 Bob Zhang et al.

DOI10.1155/2012/727154
URLView the original
Language英語English
WOS IDWOS:000215616100034
Scopus ID2-s2.0-84864912356
Fulltext Access
Citation statistics
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Affiliation1.University of Waterloo
2.Hong Kong Polytechnic University
Recommended Citation
GB/T 7714
Zhang B.,You J.,Karray F.. Detecting optic disc on Asians by multiscale Gaussian filtering[J]. International Journal of Biomedical Imaging, 2012, 2012.
APA Zhang B.., You J.., & Karray F. (2012). Detecting optic disc on Asians by multiscale Gaussian filtering. International Journal of Biomedical Imaging, 2012.
MLA Zhang B.,et al."Detecting optic disc on Asians by multiscale Gaussian filtering".International Journal of Biomedical Imaging 2012(2012).
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