DocumentCode
1846008
Title
Ensemble-based exudate detection in color fundus images
Author
Nagy, Brigitta ; Antal, Bálint ; Harangi, Balázs ; Hajdu, András
Author_Institution
Fac. of Inf., Univ. of Debrecen, Debrecen, Hungary
fYear
2011
fDate
4-6 Sept. 2011
Firstpage
700
Lastpage
703
Abstract
Diabetic retinopathy causes blindness to millions in the world. Exudates are early lesions of this disease so the automatic detection is very important to slow down the progression of retinopathy. In this paper, an ensemble-based system is proposed to improve the detection. Optimal combination of preprocessing methods and exudate candidate extractors are found and organized into a voting system for this aim. Our results show that in this way we outperform the individual exudate detector algorithms.
Keywords
biomedical optical imaging; diseases; eye; medical image processing; object detection; automatic detection; blindness; color fundus images; diabetic retinopathy; disease; ensemble-based exudate detection; voting system; Annealing; Biomedical imaging; Helium; Niobium; Power capacitors; Retina;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Signal Processing and Analysis (ISPA), 2011 7th International Symposium on
Conference_Location
Dubrovnik
ISSN
1845-5921
Print_ISBN
978-1-4577-0841-1
Electronic_ISBN
1845-5921
Type
conf
Filename
6046693
Link To Document