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Tagged MRI analysis using Gabor filters
Chapter by: Axel, Leon; Chung, Sohae; Chen, Ting
in: 2007 4TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING : MACRO TO NANO, VOLS 1-3 by
NEW YORK : IEEE, 2007
pp. 684-687
ISBN: 978-1-4244-0671-5
CID: 2932182
Automated tag tracking using Gabor filter bank, robust point matching, and deformable models
Chapter by: Chen, Ting; Chung, Sohae; Axel, Leon
in: FUNCTIONAL IMAGING AND MODELING OF THE HEART, PROCEEDINGS by ; Sachse, FB; Seemann, G
BERLIN : SPRINGER-VERLAG BERLIN, 2007
pp. 22-?
ISBN: 978-3-540-72906-8
CID: 2932192
2D motion analysis of long axis cardiac tagged MRI
Chen, Ting; Chung, Sohae; Axel, Leon
The tracking and reconstruction of myocardial motion is critical to the diagnosis and treatment of heart disease. Currently, little has been done for the analysis of motion in long axis (LA) cardiac images. We propose a new fully automated motion reconstruction method for grid- tagged MRI that combines Gabor filters and deformable models. First, we use a Gabor filter bank to generate the corresponding phase map in the myocardium and estimate the location of grid tag intersections. Second, we use a non-rigid registration module driven by thin plate splines (TPS) to generate a transformation function between tag intersections in two consecutive images. Third, deformable spline models are initialized using Fourier domain analysis and tracked during the cardiac cycle using the TPS generated transformation function. The splines will then locally deform under the influence of gradient flow and image phase information. The final motion is decomposed into tangential and normal components corresponding to the local orientation of the heart wall. The new method has been tested on LA phantoms and in vivo heart data, and its performance has been quantitatively validated. The results show that our method can reconstruct the motion field in LA cardiac tagged MR images accurately and efficiently
PMID: 18044602
ISSN: 0302-9743
CID: 75418