TY - JOUR
T1 - Digital stereo image analyzer for generating automated 3-D measures of optic disc deformation in glaucoma
AU - Corona, Enrique
AU - Mitra, Sunanda
AU - Wilson, Mark
AU - Krile, Thomas
AU - Kwon, Young H.
AU - Soliz, Peter
N1 - Funding Information:
Manuscript received November 15, 2001; revised August 4, 2002. This research was supported in part by the Advanced Technology Program (ATP) under Grant 003644–0280-1999, the Technology Development and Transfer Program (TDT) of the state of Texas under Grant 003644–0217-2001, the Kestrel Corporation, the NEI under Grant 1 R43 EY14090–01, and the National Science Foundation under Grant EIA-9980296.Asterisk indicates corresponding author.
PY - 2002/10
Y1 - 2002/10
N2 - The major limitations of precise evaluation of retinal structures in present clinical situations are the lack of standardization, the inherent subjectivity involved in the interpretation of retinal images, and intra- as well as interobserver variability. While evaluating optic disc deformation in glaucoma, these limitations could be overcome by using advanced digital image analysis techniques to generate precise metrics from stereo optic disc image pairs. A digital stereovision system for visualizing the topography of the optic nerve head from stereo optic disc images is presented. We have developed an algorithm, combining power cepstrum and zero-mean-normalized cross correlation techniques, which extracts depth information using coarse-to-fine disparity between corresponding windows in a stereo pair. The gray level encoded sparse disparity matrix is subjected to a cubic B-spline operation to generate smooth representations of the optic cup/disc surfaces and new three-dimensional (3-D) metrics from isodisparity contours. Despite the challenges involved in 3-D surface recovery, the robustness of our algorithm in finding disparities within the constraints used has been validated using stereo pairs with known disparities. In a preliminary longitudinal study of glaucoma patients, a strong correlation is found between the computer-generated quantitative cup/disc volume metrics and manual metrics commonly used in a clinic. The computer generated new metrics, however, eliminate the subjective variability and greatly reduce the time and cost involved in manual metric generation in follow-up studies of glaucoma.
AB - The major limitations of precise evaluation of retinal structures in present clinical situations are the lack of standardization, the inherent subjectivity involved in the interpretation of retinal images, and intra- as well as interobserver variability. While evaluating optic disc deformation in glaucoma, these limitations could be overcome by using advanced digital image analysis techniques to generate precise metrics from stereo optic disc image pairs. A digital stereovision system for visualizing the topography of the optic nerve head from stereo optic disc images is presented. We have developed an algorithm, combining power cepstrum and zero-mean-normalized cross correlation techniques, which extracts depth information using coarse-to-fine disparity between corresponding windows in a stereo pair. The gray level encoded sparse disparity matrix is subjected to a cubic B-spline operation to generate smooth representations of the optic cup/disc surfaces and new three-dimensional (3-D) metrics from isodisparity contours. Despite the challenges involved in 3-D surface recovery, the robustness of our algorithm in finding disparities within the constraints used has been validated using stereo pairs with known disparities. In a preliminary longitudinal study of glaucoma patients, a strong correlation is found between the computer-generated quantitative cup/disc volume metrics and manual metrics commonly used in a clinic. The computer generated new metrics, however, eliminate the subjective variability and greatly reduce the time and cost involved in manual metric generation in follow-up studies of glaucoma.
KW - Glaucoma
KW - Isodisparity contour
KW - New three-dimensional (3-D) metrics of optic nerve head
KW - Stereo optic disc photography
UR - http://www.scopus.com/inward/record.url?scp=0036826343&partnerID=8YFLogxK
U2 - 10.1109/TMI.2002.806293
DO - 10.1109/TMI.2002.806293
M3 - Article
C2 - 12585706
AN - SCOPUS:0036826343
SN - 0278-0062
VL - 21
SP - 1244
EP - 1253
JO - IEEE Transactions on Medical Imaging
JF - IEEE Transactions on Medical Imaging
IS - 10
ER -