Measuring Myocardial Deformations in Tagged MR Image Sequences Using Informational Non-rigid Registration

We address the problem of quantifying myocardial deformations from tagged MRI sequences. We develop a two-step method comprising (i) a motion estimation step using a novel variational non rigid registration technique based on generalized information measures, and (ii) a measurement step, yielding local and segmental deformation parameters over the whole myocardium. Experiments performed on healthy and pathological data originating from various imaging devices demonstrate that this method delivers, within a reasonable computation time and in a robust and fully unsupervised way, reliable measurements for normal subjects and provide quantitative pathology-specific information.

[1]  Jerry L. Prince,et al.  Bandpass optical flow for tagged MR imaging , 1997, Proceedings of International Conference on Image Processing.

[2]  Patrick Clarysse,et al.  Two-dimensional spatial and temporal displacement and deformation field fitting from cardiac magnetic resonance tagging , 2000, Medical Image Anal..

[3]  Jerry L. Prince,et al.  Measurement of Cardiac Deformations from MRI: Physical and Mathematical Models , 2001, Computational Imaging and Vision.

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

[5]  Jerry L Prince,et al.  Bandpass optical flow for tagged MRI. , 2000, Medical physics.

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

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

[8]  Colin Studholme,et al.  An overlap invariant entropy measure of 3D medical image alignment , 1999, Pattern Recognit..

[9]  Dmitry B. Goldgof,et al.  Automatic tracking of SPAMM grid and the estimation of deformation parameters from cardiac MR images , 1994, IEEE Trans. Medical Imaging.

[10]  Jerry L. Prince,et al.  Motion estimation from tagged MR image sequences , 1992, IEEE Trans. Medical Imaging.

[11]  I. Vajda Theory of statistical inference and information , 1989 .

[12]  Alistair A. Young,et al.  Semi-automatic tracking of myocardial motion in MR tagged images , 1995, IEEE Trans. Medical Imaging.

[13]  Olivier D. Faugeras,et al.  Variational Methods for Multimodal Image Matching , 2002, International Journal of Computer Vision.

[14]  J. Declerck Étude de la dynamique cardiaque par analyse d'images tridimensionnelles , 1997 .

[15]  Guy Marchal,et al.  Multimodality image registration by maximization of mutual information , 1997, IEEE Transactions on Medical Imaging.