Model Based Cardiac Motion Tracking Using Velocity Encoded Magnetic Resonance Imaging

This paper deals with model based regularization of velocity encoded cardiac magnetic resonance images (MRI). We extend upon an existing spatiotemporal model of cardiac kinematics by considering data certainty and regularity of the model in order to improve its performance. The method was evaluated using a computer simulated phantom and using in vivo gridtag MRI as gold standard. We show, both quantitatively and qualitatively, that our modified model performs better than the original one.

[1]  Yudong Zhu,et al.  Estimation of deformation gradient and strain from cine-PC velocity data [cardiac magnetic resonance imaging] , 1997, IEEE Transactions on Medical Imaging.

[2]  E. Heiberg,et al.  Kinematics of the heart: strain-rate imaging from time-resolved three-dimensional phase contrast MRI , 2002, IEEE Transactions on Medical Imaging.

[3]  R T Constable,et al.  Three‐dimensional strain‐rate imaging , 1996, Magnetic resonance in medicine.

[4]  R. Balaban,et al.  Myocardial velocity gradient imaging by phase contrast MRI with application to regional function in myocardial ischemia , 1999, Magnetic resonance in medicine.

[5]  Yudong Zhu,et al.  A spatiotemporal model of cyclic kinematics and its application to analyzing nonrigid motion with MR velocity images , 1999, IEEE Transactions on Medical Imaging.

[6]  E. McVeigh,et al.  Imaging myocardial strain , 2001, IEEE Signal Process. Mag..

[7]  W. O'Dell,et al.  Three-dimensional myocardial deformations: calculation with displacement field fitting to tagged MR images. , 1995, Radiology.

[8]  R. Herfkens,et al.  Phase contrast cine magnetic resonance imaging. , 1991, Magnetic resonance quarterly.

[9]  D. Noll,et al.  Tracking of cyclic motion with phase‐contrast cine MR velocity data , 1995, Journal of magnetic resonance imaging : JMRI.

[10]  Jerry L. Prince,et al.  Imaging heart motion using harmonic phase MRI , 2000, IEEE Transactions on Medical Imaging.

[11]  J C Gore,et al.  Development and evaluation of tracking algorithms for cardiac wall motion analysis using phase velocity MR imaging , 1994, Magnetic resonance in medicine.

[12]  D N Firmin,et al.  Investigating intrinsic myocardial mechanics: The role of MR tagging, velocity phase mapping, and diffusion imaging , 2000, Journal of magnetic resonance imaging : JMRI.

[13]  James S. Duncan,et al.  Tracking myocardial deformation using phase contrast MR velocity fields: a stochastic approach , 1996, IEEE Trans. Medical Imaging.

[14]  N. Pelc,et al.  Fourier tracking of myocardial motion using cine‐PC data , 1996, Magnetic resonance in medicine.

[15]  Fred L. Bookstein,et al.  Principal Warps: Thin-Plate Splines and the Decomposition of Deformations , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[16]  E. Zerhouni,et al.  Human heart: tagging with MR imaging--a method for noninvasive assessment of myocardial motion. , 1988, Radiology.

[17]  E. McVeigh MRI of myocardial function: motion tracking techniques. , 1996, Magnetic resonance imaging.

[18]  N J Pelc,et al.  Effect of artifacts due to flowing blood on the reproducibility of phase‐contrast measurements of myocardial motion , 1997, Journal of magnetic resonance imaging : JMRI.

[19]  L. Axel,et al.  MR imaging of motion with spatial modulation of magnetization. , 1989, Radiology.

[20]  V. Wedeen Magnetic resonance imaging of myocardial kinematics. technique to detect, localize, and quantify the strain rates of the active human myocardium , 1992, Magnetic resonance in medicine.

[21]  E Picano,et al.  Stress echocardiography and the human factor: the importance of being expert. , 1990, Journal of the American College of Cardiology.

[22]  A. Douglas,et al.  Description of the deformation of the left ventricle by a kinematic model. , 1992, Journal of biomechanics.