Detection of Optic Disc using Level Set Algorithm
Authors:
Preetha.V,Ganesh Babu.T.R
Year of Publication:
2014
International Journal of Computer Science and Engineering Communications
Abstract
Glaucoma is an eye disease which damages the optic
nerve in the eye. It is the world second leading disease which
causes blindness. It can be diagnosed through measurement of
optic disc area. Fluid pressure within the eye rises which
damages the optic nerve in the eye. Automatic calculation of
optic disc boundary is challenging due to the interweavement of
blood vessels with surrounding tissues around the disc. A
variable level set algorithm of optic disc ellipse optimization
improves the accuracy of boundary. The algorithm used is
demonstrated on various data sets collected from Aravind Eye
hospital from Pondicherry. The area of the optic disc obtained is
better than the results of other data sets. This further leads to a
large clinical evaluation of the algorithm involving various data
sets.
I.Introduction
Glaucoma is one of the common causes of blindness. It
causes progressive degeneration of optic nerve fibers and leads
to structural changes of the optic nerve head and a simultaneous
functional failure of the visual field. Since, glaucoma cannot be
cured at final stage and leads to vision loss and cannot be
restored, therefore its early detection and subsequent medical
treatment is essential to prevent visual damage. Glaucoma is a
condition that involves distinctive changes in the optic nerve and
visual field. Optic nerve damage in the eye can ordinarily be
alleviated and inhibited by sufficiently reducing intraocular
pressure (IOP).Glaucoma is a disease of the major nerve of
vision, called the optic nerve. The optic nerve receives lightgenerated
nerve impulses from the retina and transmits to the
brain, where we recognize these electrical signals as vision. If
glaucoma is not diagnosed and treated, it leads to loss of vision.
Glaucoma is the leading cause of blindness worldwide. In fact,
as many as 6 million individuals are blind in both eyes from this
disease. A watery material called aqueous humor is present in
the eye. The aqueous humor is produced by the ciliary body and
is drained through the Canal of Schlemm. If the aqueous humor
does not drain out correctly, then pressure will build up in the
eye. 3 million people in the United States have been affected by
Glaucoma. Half of the people living do not know as such they
are affected by the disease. The reason why people are unaware
is, they do not know any symptoms and finally results in
RELATED WORKS:
Tracking and detection of retinal blood vessels in fundus
images using a novel automated method is presented. A feature
vector was computed utilizing multi scale analysis based on
Gabor filters for every pixel in an image [1]. [3]A new templatebased
methodology for segmenting the OD from digital retinal
images is presented. This methodology uses morphological and
edge detection techniques followed by the Circular Hough
Transform to obtain a circular OD boundary approximation.
[5]The detection of the optic disc and macula for calculating the
diameter of the optic disc and the distance between the optic disc
and macula has been explained by using simple statistical
techniques. 97% of the optic discs and macula is detected and
located, and measured over 94% of the optic discs accurately.
[6] An automatic CDR determination method using a variable
level-set approach to segment the optic disc and cup from retinal
fundus images is proposed. The method is a core factor of
ARGALI, a scheme for programmed glaucoma risk
consideration [7]. A system to detect OD and cup limit to get
relevant disk restriction for glaucoma detection is presented. In
general, the cup deformation is not uniform and the sector where
the deformation occurs is also used by experts for glaucoma
detection. The ellipse fitting strategy followed by the current
methods to obtain the CDR is inadequate for this task. [11] A
new method for the detection of glaucoma using fundus image
which mainly affects the optic disc by increasing the cup size is
proposed in paper.[13] Glaucoma is a chronic eye disease that
leads to vision loss. As it cannot be cured, detecting the disease
in time is important. Current tests using intraocular pressure
(IOP) are not sensitive enough for population based glaucoma
screening.