Statistical modeling of atherosclerotic plaque in carotid B mode images--a feasibility study
P M Shankar1, Flemming Forsberg, Lauren Lown
1Department of Electrical and Computer Engineering, Drexel University, Philadelphia, Pennsylvania 19104, USA. pshankar@coe.drexel.edu
Abstract:
A feasibility study undertaken to model atherosclerotic plaque in carotid B-mode images is presented. The study is based on 33 regions-of-interest collected from arterial images obtained from four patients. A bimodal gamma distribution with five parameters is proposed to model the statistics of the pixels in the gray-level images. The parameters of the distribution are evaluated for regions containing plaque using curve-fitting techniques. This bimodal distribution appears to be a reasonable fit to the statistics of the pixels. This statistical model may aid in the objective classification of arterial plaque through the use of its parameters.
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