DocumentCode :
598091
Title :
A new nonrigid registration approach for motion correction of cardiac first-pass perfusion MRI
Author :
Khalifa, Fahmi ; Beache, Garth M. ; Firjani, Ahmad ; Welch, K.C. ; Gimel´farb, G. ; El-Baz, Ayman
Author_Institution :
Bioeng. Dept., Univ. of Louisville, Louisville, KY, USA
fYear :
2012
fDate :
Sept. 30 2012-Oct. 3 2012
Firstpage :
1665
Lastpage :
1668
Abstract :
Accurate registration of cardiac first-pass magnetic resonance imaging (FP-MRI) is fundamental for precise analysis of myocardial perfusion. In this paper, we introduce and validate a new framework for accurate registration of the segmented left ventricle (LV) wall on cardiac FP-MRI. Due to the continuous physiological motion of the heart that causes the LV wall to change shape significantly and to move within and through the image plane, we developed a new methodology for 2D FP-MRI nonrigid registration that includes: (i) global target-to-reference frame-to-frame alignment based on the maximization of the normalized mutual information (NMI); (ii) local alignment based on using a B-splines transformation model that maximizes a similarity function that accounts for 1st- and 2nd-order NMI between the globally aligned frames followed by (iii) a refinement step that is based on deforming each pixel of the target wall over evolving closed equi-spaced contours (iso-contours) to closely match the reference wall. Respective iso-contours in both reference and target frames are matched based on solving the Laplace equation. We have tested our framework on both synthetic phantoms and 20 in-vivo data sets that have been collected from patients with ischemic damage from heart attacks, who are undergoing a novel myoregeneration therapy.
Keywords :
Laplace equations; biomedical MRI; cardiology; haemorheology; image matching; image motion analysis; image registration; medical image processing; neurophysiology; phantoms; splines (mathematics); transforms; B-spline transformation model; LV wall segmentation; Laplace equation; cardiac 2D FP-MRI nonrigid registration; cardiac first-pass perfusion MRI motion correction; closed equispaced contours; first-order NMI maximization; global target-to-reference frame-to-frame alignment; heart attacks; heart continuous physiological motion; image plane; ischemic damage patients; isocontours; left-ventricle wall segmentation; local alignment; myocardial perfusion; myoregeneration therapy; normalized mutual information maximization; pixel deformation; reference frame matching; reference wall; refinement step; second-order NMI maximization; similarity function maximization; synthetic phantoms; target frame matching; target wall; Abstracts; Facsimile; ISO standards; Image resolution; Manuals; Perfusion MRI; ischemic heart disease; nonrigid registration;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2012 19th IEEE International Conference on
Conference_Location :
Orlando, FL
ISSN :
1522-4880
Print_ISBN :
978-1-4673-2534-9
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2012.6467197
Filename :
6467197
Link To Document :
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