Gaussian mixture modeling for statistical analysis of features of high-resolution CT images of diffuse pulmonary diseases

2015 ◽  
Author(s):  
Eliana Almeida ◽  
Rangaraj M. Rangayyan ◽  
Paulo M. Azevedo-Marques
Keyword(s):  
Statistical Analysis ◽  
High Resolution ◽  
Gaussian Mixture ◽  
Ct Images ◽  
Mixture Modeling ◽  
Pulmonary Diseases ◽  
High Resolution Ct ◽  
Gaussian Mixture Modeling

scholarly journals Thresholding techniques for segmentation of atherosclerotic plaque and lumen areas in vascular arteries

2015 ◽  
Vol 63 (1) ◽  
pp. 269-280 ◽  
Author(s):  
T. Markiewicz ◽  
M. Dziekiewicz ◽  
S. Osowski ◽  
M. Maruszynski ◽  
W. Kozlowski ◽  
...  
Keyword(s):  
Computed Tomography ◽  
Blood Vessel ◽  
Atherosclerotic Plaque ◽  
Gaussian Mixture ◽  
Mixture Modeling ◽  
Automatic Evaluation ◽  
Atherosclerosis Progression ◽  
Vessel Area ◽  
Gaussian Mixture Modeling ◽  
Automatic Methods

Abstract The paper develops the automatic methods of segmentation of the blood vessel area in the images of the multi-slice computed tomography, allowing to separate the lumen from the atherosclerotic plaque areas. The solution is based on the application of different implementations of thresholding, including between class variance in a bimodal mode, Gaussian mixture modeling, clustering technique, polynomial and multilayer perceptron approximations. These methods are compared with many examples of arteries of different percentage of the plaque occupancy in the iliac and femoral arteries. The numerical results of segmentation have been verified by the medical experts and prove its usefulness in medical practice. The presented system can find application in an automatic evaluation of the atherosclerosis progression/regression of patients on the basis of sequence of Computed Tomography slice images.

scholarly journals Cardiac fiber tracking on super high-resolution CT images: a comparative study

2020 ◽  
Vol 7 (02) ◽  
pp. 1
Author(s):  
Hirohisa Oda ◽  
Holger R. Roth ◽  
Takaaki Sugino ◽  
Naoki Sunaguchi ◽  
Noriko Usami ◽  
...  
Keyword(s):  
High Resolution ◽  
Comparative Study ◽  
Fiber Tracking ◽  
Ct Images ◽  
High Resolution Ct ◽  
Cardiac Fiber
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