DocumentCode :
2497370
Title :
Microaneurysm detection with radon transform-based classification on retina images
Author :
Giancardo, L. ; Meriaudeau, F. ; Karnowski, T.P. ; Li, Y. ; Tobin, K.W., Jr. ; Chaum, E.
Author_Institution :
Univ. of Burgundy, Le Creusot, France
fYear :
2011
fDate :
Aug. 30 2011-Sept. 3 2011
Firstpage :
5939
Lastpage :
5942
Abstract :
The creation of an automatic diabetic retinopathy screening system using retina cameras is currently receiving considerable interest in the medical imaging community. The detection of microaneurysms is a key element in this effort. In this work, we propose a new microaneurysms segmentation technique based on a novel application of the radon transform, which is able to identify these lesions without any previous knowledge of the retina morphological features and with minimal image preprocessing. The algorithm has been evaluated on the Retinopathy Online Challenge public dataset, and its performance compares with the best current techniques. The performance is particularly good at low false positive ratios, which makes it an ideal candidate for diabetic retinopathy screening systems.
Keywords :
Radon transforms; eye; image classification; image segmentation; medical image processing; Retinopathy Online Challenge public dataset; automatic diabetic retinopathy screening system; medical imaging; microaneurysm detection; microaneurysm segmentation; radon transform; retina cameras; retina images classification; Diabetes; Image color analysis; Lesions; Retina; Retinopathy; Training; Transforms; Algorithms; Aneurysm; Diabetic Retinopathy; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Retinal Artery; Retinoscopy; Sensitivity and Specificity;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2011.6091562
Filename :
6091562
Link To Document :
بازگشت