DocumentCode
3327577
Title
Radon transform technique for linear structures detection: Application to vessel detection in fluorescein angiography fundus images
Author
Tavakoli, M. ; Mehdizadeh, A.R. ; Pourreza, R. ; Pourreza, H.R. ; Banaee, T. ; Toosi, M. H Bahreini
Author_Institution
Center for Res. in Med. Phys. & Biomed. Imaging, Mashhad Univ. of Med. Sci., Mashhad, Iran
fYear
2011
fDate
23-29 Oct. 2011
Firstpage
3051
Lastpage
3056
Abstract
In medical images linear patterns such as blood vessels are important structures for computer-aided diagnosis and follow-up of many diseases. Moreover, image processing techniques are required to extract suitable information about vascular tree and its alteration. Analyzing of retinal blood vessel is critical work for the investigation of some diseases. In this study, we present an automated method for detecting retinal vasculatures based upon Radon transform. In preprocessing, we used top-hat transformation and averaging filter. Our main processing was included applying Radon transform, vessel certifying, and vessel refinement. Comparing the results of our method with gold standard showed that our results have more than 93% for true positive rate. In conclusion, it is possible to use Radon transform for vessel segmentation in fluorescein angiography fundus images, with acceptable sensitivity and specificity, as a necessary step in some diagnostic algorithm for retinal pathology.
Keywords
Radon transforms; biomedical optical imaging; blood vessels; diseases; eye; feature extraction; filtering theory; image segmentation; medical image processing; sensitivity; Radon transform; averaging filter; computer-aided diagnosis; diseases; fluorescein angiography fundus images; image processing; linear patterns; linear structures detection; retinal blood vessel; retinal pathology; retinal vasculature detection; sensitivity; specificity; top-hat transformation; vascular tree; vessel certifying; vessel detection; vessel refinement; vessel segmentation; Biomedical imaging; Image segmentation;
fLanguage
English
Publisher
ieee
Conference_Titel
Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2011 IEEE
Conference_Location
Valencia
ISSN
1082-3654
Print_ISBN
978-1-4673-0118-3
Type
conf
DOI
10.1109/NSSMIC.2011.6152552
Filename
6152552
Link To Document