Title :
Characterization of ventricular torsion in healthy subjects using Gabor filters and a variational framework
Author :
Garcia-Barnes, J. ; Gil, D. ; Barajas, J. ; Carreras, F. ; Pujadas, S. ; Radeva, P.
Author_Institution :
Comput. Vision Center, Univ. Autonoma de Barcelona, Bellaterra
Abstract :
In this work, we present a fully automated method for tissue deformation estimation in tagged magnetic resonance images (TMRI). Gabor filter banks, tuned independently for each left ventricle level, provide optimally filtered complex images which phase remains constant along the cardiac cycle. This fact can be thought as the brightness constancy condition required by classical optical flow (OF) methods. Pairs of these filtered sequences, together with a variational formulation are used in a second step to obtain dense continuous deformation maps that we call harmonic phase flow. This method has been used to determine reference values of ventricular torsion (VT) in a set of 8 healthy volunteers. The results encourage the use of VT as a useful parameter for ventricular function assessment in clinical routine.
Keywords :
Gabor filters; biological tissues; biomechanics; biomedical MRI; image sequences; torsion; variational techniques; Gabor filters; brightness constancy condition; harmonic phase flow; optical flow method; tagged magnetic resonance images; tissue deformation estimation; variational framework; ventricular torsion; Brightness; Fading; Gabor filters; Heart; Image motion analysis; Magnetic resonance imaging; Myocardium; Optical filters; Optical sensors; Power harmonic filters;
Conference_Titel :
Computers in Cardiology, 2006
Conference_Location :
Valencia
Print_ISBN :
978-1-4244-2532-7