DocumentCode :
473782
Title :
2D local heart motion estimation using level sets and hierarchical B-splines
Author :
Mora, M. ; Tauber, C. ; Batatia, H.
Author_Institution :
IRIT-ENSEEIHT, Toulouse
fYear :
2006
fDate :
17-20 Sept. 2006
Firstpage :
513
Lastpage :
516
Abstract :
Diagnosing complex heart malformations require the analysis of local heart motion. This paper presents a method for measuring local motion in a sequence of 2D echographic heart images. The heart cavities are segmented using an implicit geometric active contour robust to speckle. A combined rigid and non-rigid image registration method is then used to estimate the motion field. The cavity segmentation is done with our original level set method founded on the coefficient of variation. The curves obtained from two successive images are matched during the registration process to estimate their displacement. The registration process consists of three phases. First, we estimate a linear transform using the ICP algorithm to remove the linear difference between the cavities. The second phase consists of calculating an initial deformation embedding the B-spline transform in the ICP algorithm. Finally, we perform the hierarchical B-spline refinement in regions with unsatisfactory deviations. The result is a dense free form deformation field that is segmented to show the local heart motion. Experimental results using real ultrasound images are shown.
Keywords :
echocardiography; image registration; image segmentation; medical image processing; 2D echographic heart images; 2D local heart motion estimation; dense free form deformation; heart cavities; hierarchical B-splines; image registration; linear difference; linear transform; ultrasound images; Active contours; Heart; Image motion analysis; Image segmentation; Iterative closest point algorithm; Level set; Motion analysis; Motion estimation; Motion measurement; Spline;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computers in Cardiology, 2006
Conference_Location :
Valencia
Print_ISBN :
978-1-4244-2532-7
Type :
conf
Filename :
4511901
Link To Document :
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