Automatic system for diabetic retinopathy screening based on AM-FM, partial least squares, and support vector machines

2010 7th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2010 - Proceedings

Volumn , Issue , 2010, Pages 1349-1352

  Barriga, E Simon ^a,b   Murray, Victor ^a,b   Agurto, Carla ^a,b   Pattichis, Marios ^b   Bauman, Wendall ^c   Zamora, Gilberto ^a   Soliz, Peter ^a,d  

^a VisionQuest Biomedical   (United States)

^b University of New Mexico   (United States)

^c South Texas Cancer Institute   (United States)

^d UNIVERSITY OF IOWA   (United States)

Author keywords

AM FM; Amplitude modulation frequency modulation; Diabetic retinopathy; Partial least squares; Support vector machines

Indexed keywords

AM-FM; AREA UNDER THE ROC CURVE; AUTOMATIC SYSTEMS; DIABETIC RETINOPATHY; DIABETIC RETINOPATHY SCREENING; PARTIAL LEAST SQUARES; VISION LOSS;

EYE PROTECTION; FEATURE EXTRACTION; FREQUENCY MODULATION; IMAGE ENHANCEMENT; MEDICAL IMAGING; PHOTOGRAPHY; RISK PERCEPTION; SUPPORT VECTOR MACHINES; VECTORS;

AMPLITUDE MODULATION;

EID: 77955210788     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISBI.2010.5490247     Document Type: Conference Paper

References (12)

1. Larsen N, Godt J, Grunkin M, Lund-Andersen H, Larsen M. "Automated detection of diabetic retinopathy in a fundus photographic screening population." Invest Ophthalmol Vis Sci. 2003;44(2):767-71. (Pubitemid 36159728)
2. Abràmoff, M.D., et al., "Evaluation of a system for automatic detection of diabetic retinopathy from color fundus photographs in a large population of patients with diabetes." Diabetes Care, 2008. 31(2): p. 193-8.
3. Fleming, A.D., et al., "Automatic detection of retinal anatomy to assist diabetic retinopathy screening." Phys Med Biol, 2007. 52(2): p. 331-45.
4. Lee, SC, Lee ET, Wang Y, Klein R, Kingsley RM, Warn A, "Computer classification of non-proliferative diabetic retinopathy," Archives of Ophthalmology, June 123(5), 2005.
5. Sánchez CI, Hornero R, López MI, Poza J, "Retinal image analysis to detect and quantify lesions associated with diabetic retinopathy," Conf Proc IEEE Eng Med Biol Soc. 2004;3:1624-7.
6. Tobin KW, Abramoff MD, Chaum E, Giancardo L, Govindasamy V, Karnowski TP, Tennant MT, and Swainson S, "Using a patient image archive to diagnose retinopathy," Conference proceedings : . Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference 1:5441-4 2008.
7. TECHNO-VISION Project, "MESSIDOR: methods to evaluate segmentation and indexing techniques in the field of retinal ophthalmology." Available: http://messidor.crihan.fr/.
8. M. S. Pattichis and A. C. Bovik, "Analyzing image structure by multidimensional frecuency modulation", IEEE Trans. Pattern Anal. Mach. Intell., 2007; no. 5, pp. 753-766.
9. V. Murray, P. Rodriguez and M.S. Pattichis, "Multi-scale AMFM Demodulation and Reconstruction Methods with Improved Accuracy," accepted for publication, IEEE Transactions on Image Processing, 2009.
10. Cristianini, N. and Shawe-Taylor, J. (2000). "An Introduction to Support Vector Machines and Other Kernel-based Learning Methods," First Edition, Cambridge: Cambridge University Press.
11. M. Niemeijer, M.D. Abramoff, B. van Ginneken, "Information Fusion for Diabetic Retinopathy CAD in Digital Color Fundus Photographs", IEEE Transactions on Medical Imaging, 2009, vol. 28, pp. 775-785.
12. Wold, H., "Personal memories of the early PLS development," Chemometrics and Intelligent Laboratory Systems, 58:83-84, 2001.