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001-es BibID:	BIBFORM039145
Első szerző:	Antal Bálint (informatikus)
Cím:	A two-phase decision support framework for the automatic screening of digital fundus images / Bálint Antal, András Hajdu, Zsuzsanna Maros-Szabó, Zsolt Török, Adrienne Csutak, Tünde Pető
Dátum:	2012
ISSN:	1877-7503
Megjegyzések:	In this paper we give a brief review on the present status of automated detection systems describe for the screening of diabetic retinopathy. We further detail an enhanced detection procedure that consists of two steps. First, a pre-screening algorithm is considered to classify the input digital fundus images based on the severity of abnormalities. If an image is found to be seriously abnormal, it will not be analysed further with robust lesion detector algorithms. As a further improvement, we introduce a novel feature extraction approach based on clinical observations. The second step of the proposed method detects regions of interest with possible lesions on the images that previously passed the pre-screening step. These regions will serve as input to the specific lesion detectors for detailed analysis. This procedure can increase the computational performance of a screening system. Experimental results show that both two steps of the proposed approach are capable to efficiently exclude a large amount of data from further processing, thus, to decrease the computational burden of the automatic screening system.
Tárgyszavak:	Műszaki tudományok Informatikai tudományok idegen nyelvű folyóiratközlemény külföldi lapban Biomedical image processing Medical decision-making Medical expert systems Automated detection Automatic screening Bio-medical image processing Clinical observation Computational burden Computational performance Decision support framework Diabetic retinopathy Digital fundus images Medical decision making Medical expert system Pre-screening algorithms Present status Regions of interest Screening system Algorithms Eye protection Feature extraction Image processing Decision support systems
Megjelenés:	Journal of Computational Science. - 3 : 5 (2012), p. 262-268. -
További szerzők:	Hajdu András (1973-) (matematikus, informatikus) Maros-Szabó Zsuzsanna (1978-) Török Zsolt (1975-) (orvos) Csutak Adrienne (1971-) (szemész) Pető Tünde (1970-) (orvos, szemész)
Internet cím:	Szerző által megadott URL DOI Intézményi repozitóriumban (DEA) tárolt változat
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