Detecting Optic Disc on Asians by Multiscale Gaussian Filtering

Joint Authors

You, Jane
Karray, Fakhreddine
Zhang, Bob

Source

International Journal of Biomedical Imaging

Issue

Vol. 2012, Issue 2012 (31 Dec. 2012), pp.1-10, 10 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2012-06-26

Country of Publication

Egypt

No. of Pages

10

Main Subjects

Medicine

Abstract EN

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).

American Psychological Association (APA)

Zhang, Bob& You, Jane& Karray, Fakhreddine. 2012. Detecting Optic Disc on Asians by Multiscale Gaussian Filtering. International Journal of Biomedical Imaging،Vol. 2012, no. 2012, pp.1-10.
https://search.emarefa.net/detail/BIM-493822

Modern Language Association (MLA)

Zhang, Bob…[et al.]. Detecting Optic Disc on Asians by Multiscale Gaussian Filtering. International Journal of Biomedical Imaging No. 2012 (2012), pp.1-10.
https://search.emarefa.net/detail/BIM-493822

American Medical Association (AMA)

Zhang, Bob& You, Jane& Karray, Fakhreddine. Detecting Optic Disc on Asians by Multiscale Gaussian Filtering. International Journal of Biomedical Imaging. 2012. Vol. 2012, no. 2012, pp.1-10.
https://search.emarefa.net/detail/BIM-493822

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-493822