DocumentCode :
2184544
Title :
Cardiac ultrasound motion detection by elastic registration exploiting temporal coherence
Author :
Ledesma-Carbayo, María J. ; Kybic, Jan ; Suhling, M. ; Hunzike, Patrick ; Desco, Manuel ; Santos, Aldri ; Unser, Michael
Author_Institution :
ETSI Telecomunicacion, Univ. Politecnica de Madrid, Spain
fYear :
2002
fDate :
2002
Firstpage :
585
Lastpage :
588
Abstract :
We propose a new global registration method for estimating the cardiac displacement field in 2D sequences of ultrasound images of the heart. The basic idea is to select a reference frame (e.g., the first image of a cycle) and to map each image in the sequence to it using elastic deformation. What makes our method specific is the use of a semi-local parametric model of the deformation (spatio-temporal spline), and the reformulation of the registration task as a global spatio-temporal optimization problem. The scale of the spline model controls the smoothness of the displacement field. Our algorithm uses a multiresolution optimization strategy for higher speed and robustness. We validated the accuracy of our algorithm by applying it to a synthetic sequence; this one heart-cycle test sequence was generated by deforming a reference frame according to a realistic motion model and by adding random noise to it. Finally, we present results on real data from normal and pathological subjects to illustrate the clinical applicability of our method.
Keywords :
biomechanics; echocardiography; image registration; image sequences; medical image processing; motion estimation; optimisation; random noise; splines (mathematics); algorithm; cardiac ultrasound motion detection; clinical applicability; elastic deformation; global spatio-temporal optimization problem; medical diagnostic imaging; normal subjects; one heart-cycle test sequence; pathological subjects; realistic motion model; reference frame; registration task reformulation; semi-local parametric model; spatio-temporal spline; synthetic sequence; Deformable models; Displacement control; Heart; Motion detection; Noise robustness; Optimization methods; Parametric statistics; Spline; Testing; Ultrasonic imaging;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Imaging, 2002. Proceedings. 2002 IEEE International Symposium on
Print_ISBN :
0-7803-7584-X
Type :
conf
DOI :
10.1109/ISBI.2002.1029325
Filename :
1029325
Link To Document :
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