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
Link To Document :
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