TY - JOUR
T1 - Automated optic nerve analysis for diagnostic support in glaucoma
AU - Yu, Jin
AU - Abidi, Syed Sibte Raza
AU - Artes, Paul Habib
AU - McIntyre, Andrew
AU - Heywood, Malcolm
PY - 2005
Y1 - 2005
N2 - The availability of modern imaging techniques such as Confocal Scanning Laser Tomography (CSLT) for capturing high-quality optic nerve images offer the potential for developing automatic and objective methods for supporting clinical decision-making in glaucoma. We present a hybrid approach that features the analysis of CSLT images using moment methods to derive abstract image defining features, and the use of these features to train classifiers for automatically distinguishing CSLT images of healthy and diseased optic nerves. As a first step, in this paper, we present investigations in feature subset selection methods for reducing the relatively large input space produced by the moment methods. Our results demonstrate that our methods discriminate between healthy and glaucomatous optic nerves based on shape information automatically derived from CSLT tomography images. © 2005 IEEE.
AB - The availability of modern imaging techniques such as Confocal Scanning Laser Tomography (CSLT) for capturing high-quality optic nerve images offer the potential for developing automatic and objective methods for supporting clinical decision-making in glaucoma. We present a hybrid approach that features the analysis of CSLT images using moment methods to derive abstract image defining features, and the use of these features to train classifiers for automatically distinguishing CSLT images of healthy and diseased optic nerves. As a first step, in this paper, we present investigations in feature subset selection methods for reducing the relatively large input space produced by the moment methods. Our results demonstrate that our methods discriminate between healthy and glaucomatous optic nerves based on shape information automatically derived from CSLT tomography images. © 2005 IEEE.
M3 - Article
SN - 1063-7125
SP - 97
EP - 102
JO - IEEE Symposium on Computer - Based Medical Systems. Proceedings
JF - IEEE Symposium on Computer - Based Medical Systems. Proceedings
ER -