Spatio-temporal tracking of myocardial deformations with a 4-D B-spline model from tagged MRI

Accurate delineation of the volumetric motion of the left ventricle (LV) of the heart from tagged magnetic resonance imaging (MRI) is an important area of research. The authors have built a system that takes extracted tag line features from short axis (SA) and long axis (LA) image sequences as input and fits a four-dimensional (4-D) time-varying B-spline model to the data by simultaneously fitting the model knot solids to MRI frames via matching three sequences of solid knot planes to the LV tag planes for 4-D tracking. Important advantages of the model are that reconstruction of tag surfaces, three-dimensional (3-D) material point localization, as well as displacement reconstruction are all achieved in a single step. The generated 3-D displacement fields are validated with a cardiac motion simulator, and 3-D motion fields capturing in vivo deformations in a porcine model with posterolateral myocardial infarction are illustrated.

[1]  Thomas S. Denney,et al.  Model-free reconstruction of 3-D myocardial strain from planar tagged MR images: precision and spatial resolution , 1997, Proceedings of the 1997 16 Southern Biomedical Engineering Conference.

[2]  Amir A. Amini,et al.  Snakes and Splines for Tracking Non-Rigid Heart Motion , 1996, ECCV.

[3]  William H. Press,et al.  Numerical recipes in C. The art of scientific computing , 1987 .

[4]  M. Omizo,et al.  Modeling , 1983, Encyclopedic Dictionary of Archaeology.

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

[6]  Amir A. Amini,et al.  Coupled B-snake grids and constrained thin-plate splines for analysis of 2-D tissue deformations from tagged MRI , 1998, IEEE Transactions on Medical Imaging.

[7]  Petia Radeva,et al.  Measurement of 3D Motion of Myocardial Material Points from Explicit B-Surface Reconstruction of Tagged MRI Data , 1998, MICCAI.

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

[9]  Jinah Park,et al.  Analysis of left ventricular wall motion based on volumetric deformable models and MRI-SPAMM , 1996, Medical Image Anal..

[10]  William H. Press,et al.  Numerical Recipes in FORTRAN - The Art of Scientific Computing, 2nd Edition , 1987 .

[11]  Pengcheng Shi,et al.  Energy-minimizing deformable grids for tracking tagged MR cardiac images , 1992, Proceedings Computers in Cardiology.

[12]  Amir A. Amini,et al.  Anatomical object volumes from deformable B-spline surface models , 1998, Proceedings 1998 International Conference on Image Processing. ICIP98 (Cat. No.98CB36269).

[13]  Jerry L. Prince,et al.  Tag and contour detection in tagged MR images of the left ventricle , 1994, IEEE Trans. Medical Imaging.

[14]  Jerry L Prince,et al.  Cardiac motion simulator for tagged MRI , 1996, Proceedings of the Workshop on Mathematical Methods in Biomedical Image Analysis.

[15]  F. A. Seiler,et al.  Numerical Recipes in C: The Art of Scientific Computing , 1989 .

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

[17]  Alistair A. Young,et al.  Tracking and finite element analysis of stripe deformation in magnetic resonance tagging , 1995, IEEE Trans. Medical Imaging.

[18]  Amir A. Amini,et al.  Four-Dimensional LV Tissue Tracking from Tagged MRI with a 4D B-Spline Model , 1999, IPMI.

[19]  M. Vannier,et al.  Spline surface interpolation for calculating 3-D ventricular strains from MRI tissue tagging. , 1996, The American journal of physiology.

[20]  Petia Radeva,et al.  Deformable B-Solids and Implicit Snakes for 3D Localization and Tracking of SPAMM MRI Data , 1997, Comput. Vis. Image Underst..

[21]  Les A. Piegl,et al.  The NURBS Book , 1995, Monographs in Visual Communication.