Fast localization of optic disc and fovea in retinal images for eye disease screening

Progress in Biomedical Optics and Imaging - Proceedings of SPIE

Volumn 7963, Issue , 2011, Pages

  Yu, H ^a,b   Barriga, S ^a   Agurto, C ^a,b   Echegaray, S ^a   Pattichis, M ^b   Zamora, G ^a   Bauman, W ^c   Soliz, P ^a  

^a VisionQuest Biomedical   (United States)

^b University of New Mexico   (United States)

^c South Texas Cancer Institute   (United States)

Author keywords

deformable model; diabetic retinopathy; fovea; level sets; optic disc; retinal imaging; segmentation

Indexed keywords

DEFORMABLE MODELS; DIABETIC RETINOPATHY; FOVEA; LEVEL SETS; OPTIC DISC; RETINAL IMAGING; SEGMENTATION;

ALGORITHMS; COMPUTER AIDED ANALYSIS; COMPUTER AIDED DIAGNOSIS; EYE PROTECTION; IMAGE ENHANCEMENT; IMAGE MATCHING; MATCHED FILTERS; MEDICAL IMAGING; OPHTHALMOLOGY; PHOTOGRAPHY; TEMPLATE MATCHING;

IMAGE SEGMENTATION;

EID: 79955765588     PISSN: 16057422     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.878145     Document Type: Conference Paper

References (22)

1. Winder, R. J., Morrow,P. J., McRitchie,I. N., Bailie,J. R. and Hart,P. M.,"Algorithms for digital image processing in diabetic retinopathy," Computerized Medical Imaging and Graphics, 33(8),608-622 (2009).
2. Youssif, A., Ghalwash, A. Z., and Ghoneim, A., "Optic disc detection from normalized digital fundus images by means of a vessels' direction matched filter," Ieee Transactions on Medical Imaging, 27(1), 11-18 (2008).
3. Osareh, A.,Mirmehdi,M., Thomas,B. and Markham R.,"Comparison of Colour Spaces for Optic Disc Localisation in Retinal Images," In Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02), 1,10743-10746 (2002).
4. Lalonde, M., Beaulieu, M., and Gagnon, L.,"Fast and robust optic disc detection using pyramidal decomposition and Hausdorff-based template matching," Ieee Transactions on Medical Imaging, 20, 1193-1200 (2001). (Pubitemid 33106074)
5. Lowell, J.,Hunter,A., Steel,D., Basu,A., Ryder,R., Fletcher,E. and Kennedy,L.,"Optic nerve head segmentation," Ieee Transactions on Medical Imaging 23(2), 256-264 (2004).
6. Tobin, K. W., Chaum,E., Govindasamy, V. P. and Karnowski,T. P., "Detection of anatomic structures in human retinal imagery," Ieee Transactions on Medical Imaging 26(12), 1729-1739 (2007). (Pubitemid 350183917)
7. Niemeijer, M., Abramoff, M. D., and van Ginneken, B.,"Fast detection of the optic disc and fovea in color fundus photographs," Medical Image Analysis 13(6), 859-870 (2009).
8. Fleming, A. D., Goatman, K. A., Philip, S., Olson,J. A. and Sharp,P. F.,"Automatic detection of retinal anatomy to assist diabetic retinopathy screening," Physics in Medicine and Biology 52(2), 331-345 (2007). (Pubitemid 46646455)
9. Niemeijer, M., Abramoff, M. D., and van Ginneken, B.,"Segmentation of the optic disc, macula and vascular arch in fundus photographs," Ieee Transactions on Medical Imaging 26(1),116-127 (2007). (Pubitemid 46096356)
10. Hoover, A., and Goldbaum, M.,"Locating the optic nerve in a retinal image using the fuzzy convergence of the blood vessels," Ieee Transactions on Medical Imaging, 22(8), 951-958 (2003).
11. Foracchia, M., Grisan, E., and Ruggeri, A.,"Detection of optic disc in retinal images by means of a geometrical model of vessel structure," Ieee Transactions on Medical Imaging 23(10), 1189-1195 (2004).
12. Mendels, F., heneghan, C., and Thiran, J. P.,"Identification of the optic disk boundary in retinal images using active contours," Proceedings of the Irish Machine Vision and Image Processing Conference, 103-115 (1999)
13. Li, H. Q., and Chutatape, O.,"Automated feature extraction in color retinal images by a model based approach," Ieee Transactions on Biomedical Engineering, 51(2), 246-254 (2004). (Pubitemid 38133604)
14. Xu, J., Chutatape,O., Sung,E.,Zheng, C., and Kuan,P. C. T., "Optic disk feature extraction via modified deformable model technique for glaucoma analysis," Pattern Recognition, 40(7), 2063-2076 (2007). (Pubitemid 46497239)
15. Aquino, A., Gegundez-Arias, M. E., and Marin, D.,"Detecting the Optic Disc Boundary in Digital Fundus Images Using Morphological, Edge Detection, and Feature Extraction Techniques," Ieee Transactions on Medical Imaging, 29(11), 1860-1869 (2010).
16. "http://www.optos.com/en-us/Professionals/Optometry/ Case-Clinical-Studies/".
17. Hubbard, L. D., Brothers,R. J., King,W. N., Clegg,L. X., Klein, R., Cooper,L. S.,Sharrett, A. R.,Davis, M. D. and Cai,J. W.,"Methods for evaluation of retinal microvascular abnormalities associated with hypertension/sclerosis in the atherosclerosis risk in communities study," Ophthalmology, 106, 2269-2280 (1999). (Pubitemid 30191437)
18. Chaudhuri, S., Chatterjee, S., Katz,N., Nelson,M. andGoldbaum, M.,"Detection of Blood-Vessels in Retinal Images Using Two-Dimensional Matched-Filters," Ieee Transactions on Medical Imaging, 8(3), 263-269 (1989). (Pubitemid 20617572)
19. Cunningham, D. J., Cunningham's Text-Book of Anatomy, Oxford Univ. Press, New York, (1981).
20. Zhang, Y., Matuszewski,B. J., Shark, L.K. and Moore, C. J.,"Medical Image Segmentation Using New Hybrid Level-Set Method," Proceedings of the 2008 Fifth International Conference BioMedical Visualization, 71-76 (2008).
21. Yu, H., Pattichis, M. S., and Goens, M. B.,"Multi-view 3D Reconstruction with Volumetric Registration in a Freehand Ultrasound Imaging System," Proc. of the SPIE International Symposium on Medical Imaging, 6147(6), 45-56 (2006).
22. Yu, H., Pattichis, M. S., and Goens, M. B.," Robust Segmentation of Freehand Ultrasound Image Slices Using Gradient Vector Flow Fast Geometric Active Contours," Proc. of the 2006 IEEE Southwest Symposium on Image Analysis and Interpretation, 115-119 (2006). (Pubitemid 44753134)