Title :
A Kalman filter approach applied to the tracking of fast movements of organ boundaries
Author :
Vauhkonen, M. ; Karjalainen, P.A. ; Kaipio, J.P.
Author_Institution :
Dept. of Appl. Phys., Kuopio Univ., Finland
fDate :
29 Oct-1 Nov 1998
Abstract :
In electrical impedance tomography (EIT) the impedance distribution is usually estimated in fixed elements (pixels) inside the object. In this case the volume changes of the organs (such as the ventricle in the heart) are seen as resistivity changes in the reconstructed images and the true volume changes are difficult to estimate. In this paper we propose an approach in which the movements of the boundaries of the organs are estimated. The method is based on expressing the boundaries as truncated radial Fourier series and the estimation of the Fourier coefficients with the aid of the Kalman smoother and the boundary element method. The feasibility of the method is shown by simulations
Keywords :
Fourier series; Kalman filters; biological organs; boundary integral equations; boundary-elements methods; electric impedance imaging; medical image processing; motion estimation; smoothing methods; Fourier coefficients estimation; Kalman filter approach; Kalman smoother; boundary element method; boundary integral equation; electrical impedance tomography; fast movements tracking; forward model; impedance distribution; organ boundaries; truncated radial Fourier series; Boundary element methods; Conductivity; Electrodes; Fourier series; Heart; Image reconstruction; Impedance; Kalman filters; Tomography; Tracking;
Conference_Titel :
Engineering in Medicine and Biology Society, 1998. Proceedings of the 20th Annual International Conference of the IEEE
Conference_Location :
Hong Kong
Print_ISBN :
0-7803-5164-9
DOI :
10.1109/IEMBS.1998.745631