TY - GEN
T1 - Automatic detection of the optic cup using vessel kinking in digital retinal fundus images
AU - Damon, Wong Wing Kee
AU - Liu, Jimmy
AU - Meng, Tan Ngan
AU - Fengshou, Yin
AU - Yin, Wong Tien
PY - 2012
Y1 - 2012
N2 - Detection of the optic cup, which is an excavation in the optic disc, is an essential step in glaucoma assessment. In digital fundus photography, which captures 2D images of the retina, identification of the optic cup can be challenging. Kinks are bendings of vessels as they traverse the optic cup boundary, and are used clinically to determine the location of the optic cup. In this paper, we propose a method to automatically detect the optic cup boundary through the use of kinks. Patches are extracted within the optic disc, from which segment-based wavelet, edge and color features are generated for vessel candidates. A SVM technique is subsequently used to classify these candidates. To detect and localize kinking, a shifting multi-scale window interval is used to probe along the vessels. The obtained kinks are combined with pallor-based information to determine the optic cup. Experiments on a sample set of data show promising results for the proposed method, close to variability between the reference and a second observer segmentations.
AB - Detection of the optic cup, which is an excavation in the optic disc, is an essential step in glaucoma assessment. In digital fundus photography, which captures 2D images of the retina, identification of the optic cup can be challenging. Kinks are bendings of vessels as they traverse the optic cup boundary, and are used clinically to determine the location of the optic cup. In this paper, we propose a method to automatically detect the optic cup boundary through the use of kinks. Patches are extracted within the optic disc, from which segment-based wavelet, edge and color features are generated for vessel candidates. A SVM technique is subsequently used to classify these candidates. To detect and localize kinking, a shifting multi-scale window interval is used to probe along the vessels. The obtained kinks are combined with pallor-based information to determine the optic cup. Experiments on a sample set of data show promising results for the proposed method, close to variability between the reference and a second observer segmentations.
KW - glaucoma
KW - kinks
KW - optic cup
KW - retina
UR - http://www.scopus.com/inward/record.url?scp=84864832742&partnerID=8YFLogxK
U2 - 10.1109/ISBI.2012.6235893
DO - 10.1109/ISBI.2012.6235893
M3 - Conference contribution
AN - SCOPUS:84864832742
SN - 9781457718588
T3 - Proceedings - International Symposium on Biomedical Imaging
SP - 1647
EP - 1650
BT - 2012 9th IEEE International Symposium on Biomedical Imaging
T2 - 2012 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2012
Y2 - 2 May 2012 through 5 May 2012
ER -