Coupled B-snake grids and constrained thin-plate splines for analysis of 2-D tissue deformations from tagged MRI
- 1 June 1998
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Medical Imaging
- Vol. 17 (3) , 344-356
- https://doi.org/10.1109/42.712124
Abstract
Magnetic resonance imaging (MRI) is unique in its ability to noninvasively and selectively alter tissue magnetization and create tagged patterns within a deforming body such as the heart muscle. The resulting patterns define a time-varying curvilinear coordinate system on the tissue, which we track with coupled B-snake grids. B-spline bases provide local control of shape, compact representation, and parametric continuity. Efficient spline warps are proposed which warp an area in the plane such that two embedded snake grids obtained from two tagged frames are brought into registration, interpolating a dense displacement vector field. The reconstructed vector field adheres to the known displacement information at the intersections, forces corresponding snakes to be warped into one another, and for all other points in the plane, where no information is available, a C1 continuous vector field is interpolated. The implementation proposed in this paper improves on our previous variational-based implementation and generalizes warp methods to include biologically relevant contiguous open curves, in addition to standard landmark points. The methods are validated with a cardiac motion simulator, in addition to in-vivo tagging data sets.Keywords
This publication has 24 references indexed in Scilit:
- A methodology for evaluation of boundary detection algorithms on medical imagesIEEE Transactions on Medical Imaging, 1997
- Cardiac motion simulator for tagged MRIPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1996
- Tracking and finite element analysis of stripe deformation in magnetic resonance taggingIEEE Transactions on Medical Imaging, 1995
- Reconstruction of 3-D left ventricular motion from planar tagged cardiac MR images: an estimation theoretic approachIEEE Transactions on Medical Imaging, 1995
- Measurement of regional left ventricular function using labelled magnetic resonance imagingThe British Journal of Radiology, 1991
- Circumferential myocardial shortening in the normal human left ventricle. Assessment by magnetic resonance imaging using spatial modulation of magnetization.Circulation, 1991
- Noninvasive quantification of left ventricular rotational deformation in normal humans using magnetic resonance imaging myocardial tagging.Circulation, 1990
- Human heart: tagging with MR imaging--a method for noninvasive assessment of myocardial motion.Radiology, 1988
- Assessment of regional myocardial functionJournal of the American College of Cardiology, 1986
- An implementation of a computational theory of visual surface interpolationComputer Vision, Graphics, and Image Processing, 1983