Temporal diffeomorphic free-form deformation: application to motion and strain estimation from 3D echocardiography.

作者: Mathieu De Craene , Gemma Piella , Oscar Camara , Nicolas Duchateau , Etelvino Silva

DOI: 10.1016/J.MEDIA.2011.10.006

关键词: Computer visionAlgorithmDisplacement (vector)Infinitesimal strain theoryMathematicsFree-form deformationDisplacement fieldArtificial intelligenceSimilarity (geometry)Energy functionalMetric (mathematics)Temporal resolution

摘要: This paper presents a new registration algorithm, called Temporal Diffeomorphic Free Form Deformation (TDFFD), and its application to motion strain quantification from sequence of 3D ultrasound (US) images. The originality our approach resides in enforcing time consistency by representing the 4D velocity field as sum continuous spatiotemporal B-Spline kernels. displacement is then recovered through forward Eulerian integration non-stationary field. tensor computed locally using spatial derivatives reconstructed energy functional considered this weighs two terms: image similarity regularization term. metric squared differences between intensities each frame reference one. Any can be chosen reference. term based on incompressibility myocardial tissue. TDFFD was compared pairwise FFD 3D+t FFD, both fields, set synthetic US images with different noise levels. showed increased robustness these state-of-the-art algorithms. also proved more resistant reduced temporal resolution when decimating sequence. Finally, dataset used determine optimal settings algorithm. Subsequently, applied database cardiac left ventricle acquired 9 healthy volunteers 13 patients treated Cardiac Resynchronization Therapy (CRT). On cases, uniform patterns were observed over all segments, physiologically expected. CRT patients, improvement synchrony regional longitudinal correlated clinical outcome quantified reduction end-systolic ventricular volume at follow-up (6 12months), showing potential proposed algorithm for assessment CRT.

参考文章(62)
Jacob Hinkle, P. Thomas Fletcher, Brian Wang, Bill Salter, Sarang Joshi, 4D MAP Image Reconstruction Incorporating Organ Motion information processing in medical imaging. ,vol. 21, pp. 676- 687 ,(2009) , 10.1007/978-3-642-02498-6_56
Victoria Delgado, Claudia Ypenburg, Rutger J. van Bommel, Laurens F. Tops, Sjoerd A. Mollema, Nina Ajmone Marsan, Gabe B. Bleeker, Martin J. Schalij, Jeroen J. Bax, Assessment of left ventricular dyssynchrony by speckle tracking strain imaging comparison between longitudinal, circumferential, and radial strain in cardiac resynchronization therapy. Journal of the American College of Cardiology. ,vol. 51, pp. 1944- 1952 ,(2008) , 10.1016/J.JACC.2008.02.040
Mathieu De Craene, Gemma Piella, Nicolas Duchateau, Etel Silva, Adelina Doltra, Hang Gao, Jan D’hooge, Oscar Camara, Josep Brugada, Marta Sitges, Alejandro F. Frangi, Temporal Diffeomorphic Free-Form Deformation for Strain Quantification in 3D-US Images Medical Image Computing and Computer-Assisted Intervention – MICCAI 2010. ,vol. 13, pp. 1- 8 ,(2010) , 10.1007/978-3-642-15745-5_1
G. Piella, M. De Craene, C. Yao, G. P. Penney, A. F. Frangi, Multiview diffeomorphic registration for motion and strain estimation from 3D ultrasound sequences international conference on functional imaging and modeling of heart. pp. 375- 383 ,(2011) , 10.1007/978-3-642-21028-0_48
Andriy Myronenko, Xubo Song, David J. Sahn, Maximum Likelihood Motion Estimation in 3D Echocardiography through Non-rigid Registration in Spherical Coordinates Functional Imaging and Modeling of the Heart. pp. 427- 436 ,(2009) , 10.1007/978-3-642-01932-6_46
T. Mansi, X. Pennec, M. Sermesant, H. Delingette, N. Ayache, LogDemons Revisited: Consistent Regularisation and Incompressibility Constraint for Soft Tissue Tracking in Medical Images Medical Image Computing and Computer-Assisted Intervention – MICCAI 2010. ,vol. 13, pp. 652- 659 ,(2010) , 10.1007/978-3-642-15745-5_80
Mehmet Yigitsoy, Christian Wachinger, Nassir Navab, Temporal groupwise registration for motion modeling information processing in medical imaging. ,vol. 22, pp. 648- 659 ,(2011) , 10.1007/978-3-642-22092-0_53
Yang Wang, Bogdan Georgescu, Helene Houle, Dorin Comaniciu, Volumetric myocardial mechanics from 3D+t ultrasound data with multi-model tracking STACOM'10/CESC'10 Proceedings of the First international conference on Statistical atlases and computational models of the heart, and international conference on Cardiac electrophysiological simulation challenge. pp. 184- 193 ,(2010) , 10.1007/978-3-642-15835-3_19
Tetsuya Kawagishi, Speckle tracking for assessment of cardiac motion and dyssynchrony. Echocardiography-a Journal of Cardiovascular Ultrasound and Allied Techniques. ,vol. 25, pp. 1167- 1171 ,(2008) , 10.1111/J.1540-8175.2008.00790.X
Tom Vercauteren, Xavier Pennec, Aymeric Perchant, Nicholas Ayache, Non-parametric diffeomorphic image registration with the demons algorithm medical image computing and computer assisted intervention. ,vol. 10, pp. 319- 326 ,(2007) , 10.1007/978-3-540-75759-7_39