Title :
Delineation of ECT images using global constraints and dynamic programming
Author :
Nuyts, Johan ; Suetens, Paul ; Oosterlinck, André ; De Roo, Michel ; Mortelmans, Luc
Author_Institution :
Dept. of Nucl. Med., Univ. Hospital Gasthuisberg, Leuven, Belgium
fDate :
12/1/1991 12:00:00 AM
Abstract :
A model-based delineation algorithm is presented. It is a flexible model fitting algorithm, approaching contour detection as an optimization problem. An objective function is introduced, which depends not only on local contour features, but also on a global shape constraint. The latter is implemented as the similarity to the instance of a parametric shape model. The algorithm optimizes both the contour points and the parameters of the model. As a result, both global and local characteristics of the contour are determined as a compromise between photometric data and prior knowledge. The method was applied to myocardial perfusion SPECT images, to delineate the entire left ventricle (endocardium and epicardium), including possible regions of reduced perfusion. By adapting the balance between the image data and the shape model, images with different characteristics can be processed, including Thallium-201 and MIBI scans
Keywords :
computerised tomography; dynamic programming; radioisotope scanning and imaging; contour detection; dynamic programming; emission computerised tomography; global constraints; medical diagnostic imaging; model-based delineation algorithm; myocardial perfusion SPECT images; nuclear medicine; optimization problem; parametric shape model; photometric data; Dynamic programming; Electrical capacitance tomography; Elliptic curves; Myocardium; Photometry; Positron emission tomography; Shape; Single photon emission computed tomography; Testing; Workstations;
Journal_Title :
Medical Imaging, IEEE Transactions on