Title :
Digital stereo image analyzer for generating automated 3-D measures of optic disc deformation in glaucoma
Author :
Corona, Enrique ; Mitra, Sunanda ; Wilson, Mark ; Krile, Thomas ; Kwon, Young H. ; Soliz, Peter
Author_Institution :
Comput. Vision & Image Anal. Lab., Texas Tech. Univ., Lubbock, TX, USA
Abstract :
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.
Keywords :
biomedical optical imaging; diseases; eye; medical image processing; splines (mathematics); stereo image processing; vision defects; 3-D surface recovery; algorithm robustness; automated 3-D measures generation; coarse-to-fine disparity; computer-generated quantitative cup/disc volume metrics; cubic B-spline operation; depth information extraction; digital stereo image analyzer; follow-up studies; gray level encoded sparse disparity matrix; interobserver variability; isodisparity contours; manual metric generation; manual metrics; medical diagnostic imaging; optic disc deformation; retinal structures evaluation; smooth representations; stereo optic disc image pairs; subjective variability; Cepstral analysis; Cepstrum; Digital images; Head; Image analysis; Image generation; Retina; Standardization; Surface topography; Visualization; Algorithms; Glaucoma; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Longitudinal Studies; Ophthalmoscopy; Optic Disk; Pattern Recognition, Automated; Photogrammetry; Reproducibility of Results; Sensitivity and Specificity; Subtraction Technique;
Journal_Title :
Medical Imaging, IEEE Transactions on
DOI :
10.1109/TMI.2002.806293