Title :
Improved Myocardial Motion Estimation Combining Tissue Doppler and B-Mode Echocardiographic Images
Author :
Porras, Antonio R. ; Alessandrini, M. ; De Craene, Mathieu ; Duchateau, N. ; Sitges, M. ; Bijnens, B.H. ; Delingette, Herve ; Sermesant, Maxime ; D´hooge, J. ; Frangi, Alejandro F. ; Piella, Gemma
Author_Institution :
Dept. of Inf. & Commun. Technol., Univ. Pompeu Fabra, Barcelona, Spain
Abstract :
We propose a technique for myocardial motion estimation based on image registration using both B-mode echocardiographic images and tissue Doppler sequences acquired interleaved. The velocity field is modeled continuously using B-splines and the spatiotemporal transform is constrained to be diffeomorphic. Images before scan conversion are used to improve the accuracy of the estimation. The similarity measure includes a model of the speckle pattern distribution of B-mode images. It also penalizes the disagreement between tissue Doppler velocities and the estimated velocity field. Registration accuracy is evaluated and compared to other alternatives using a realistic synthetic dataset, obtaining mean displacement errors of about 1 mm. Finally, the method is demonstrated on data acquired from six volunteers, both at rest and during exercise. Robustness is tested against low image quality and fast heart rates during exercise. Results show that our method provides a robust motion estimate in these situations.
Keywords :
Doppler measurement; echocardiography; image registration; image sequences; medical image processing; motion estimation; muscle; speckle; splines (mathematics); B-mode echocardiographic images; B-splines; diffeomorphic free form deformation; estimated velocity field; estimation accuracy; exercise; heart rates; image quality; image registration; mean displacement errors; myocardial motion estimation; realistic synthetic dataset; registration accuracy; rest; scan conversion; similarity measure; spatiotemporal transform; speckle pattern distribution; tissue Doppler sequences; tissue Doppler velocities; Doppler effect; Imaging; Myocardium; Splines (mathematics); Transducers; Transforms; Velocity measurement; Echocardiography; free form deformation (FFD); image registration; motion estimation; multi-modal integration; temporal diffeomorphic free form deformation (TDFFD); tissue Doppler; ultrasound (US);
Journal_Title :
Medical Imaging, IEEE Transactions on
DOI :
10.1109/TMI.2014.2331392