DocumentCode
606399
Title
A novel approach for quantification of retinal vessel tortuosity using quadratic polynomial decomposition
Author
Chakravarty, A. ; Sivaswamy, Jayanthi
Author_Institution
CVIT, IIIT Hyderabad, Hyderabad, India
fYear
2013
fDate
28-30 March 2013
Firstpage
7
Lastpage
12
Abstract
This paper describes a novel tortuosity measure, based on the premise that tortuosity is a measure of deviation from an ideal non-tortuous vessel. Hence, we propose to model the overall shape of an ideal vessel as a quadratic polynomial at a larger scale while the deviations are modeled as quadratic polynomials at smaller scales. Thus, a given vessel center-line is decomposed as a sum of quadratic polynomials of decreasing scale. This Quadratic Polynomial Decomposition is used as a framework for defining a quantitative measure of tortuosity. As opposed to the existing proposed measures, our method can distinguish between the relative size, shapes and orientations of the vessel bends. The measure is position and scale invariant and satisfies two key desired properties: it varies directly with frequency of twists at fixed amplitude and it varies directly with amplitude of twists when their frequency is fixed. The proposed method has been tested on a standard data set containing 30 artery and 30 vein vessel segments, and shown to be among the best measures as compared to the results of existing methods.
Keywords
biomedical optical imaging; blood vessels; eye; image segmentation; medical image processing; polynomials; artery; fixed amplitude; frequency twists; ideal nontortuous vessel; image segmentation; optical imaging; quadratic polynomial decomposition; retinal vessel tortuosity quantification; standard data set; tortuosity measurement; vein vessel segments; vessel bend orientations; vessel bend relative size; vessel bend shapes; vessel center-line decomposition; Arteries; Frequency measurement; Lead; Length measurement; Polynomials; Retina; Shape;
fLanguage
English
Publisher
ieee
Conference_Titel
Medical Informatics and Telemedicine (ICMIT), 2013 Indian Conference on
Conference_Location
Kharagpur
Print_ISBN
978-1-4673-5840-8
Type
conf
DOI
10.1109/IndianCMIT.2013.6529399
Filename
6529399
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