Residential College | false |
Status | 已發表Published |
Detecting optic disc on Asians by multiscale Gaussian filtering | |
Zhang B.1; You J.2; Karray F.1 | |
2012-08-17 | |
Source Publication | International Journal of Biomedical Imaging |
ISSN | 16874188 16874196 |
Volume | 2012 |
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. |
DOI | 10.1155/2012/727154 |
URL | View the original |
Language | 英語English |
WOS ID | WOS:000215616100034 |
Scopus ID | 2-s2.0-84864912356 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE |
Affiliation | 1.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). |
Files in This Item: | There are no files associated with this item. |
Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.
Edit Comment