Title :
Retina image analysis and ocular telehealth: The oak ridge national laboratory-hamilton eye institute case study
Author :
Karnowski, T.P. ; Giancardo, L. ; Yaqin Li ; Tobin, K.W. ; Chaum, E.
Author_Institution :
ORNL, Oak Ridge, TN, USA
Abstract :
Automated retina image analysis has reached a high level of maturity in recent years, and thus the question of how validation is performed in these systems is beginning to grow in importance. One application of retina image analysis is in telemedicine, where an automated system could enable the automated detection of diabetic retinopathy and other eye diseases as a low-cost method for broad-based screening. In this work, we discuss our experiences in developing a telemedical network for retina image analysis, including our progression from a manual diagnosis network to a more fully automated one. We pay special attention to how validations of our algorithm steps are performed, both using data from the telemedicine network and other public databases.
Keywords :
diseases; eye; medical image processing; telemedicine; Hamilton Eye Institute; Oak Ridge National Kaboratory; automated retina image analysis; diabetic retinopathy automated detection; eye diseases; ocular telehealth; telemedicine; Biomedical imaging; Diabetes; Diseases; Image analysis; Image segmentation; Lesions; Retina;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6611204