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
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;
Conference_Titel :
Image and Signal Processing and Analysis (ISPA), 2011 7th International Symposium on
Conference_Location :
Dubrovnik
Print_ISBN :
978-1-4577-0841-1
Electronic_ISBN :
1845-5921