A limited memory algorithm for bound constrained optimization
SIAM Journal on Scientific Computing
Analysis of myocardial motion and strain patterns using a cylindrical B-spline transformation model
IS4TM'03 Proceedings of the 2003 international conference on Surgery simulation and soft tissue modeling
Fast parametric elastic image registration
IEEE Transactions on Image Processing
Computational and physical phantom setups for the second cardiac motion analysis challenge (cMAC2)
STACOM'12 Proceedings of the third international conference on Statistical Atlases and Computational Models of the Heart: imaging and modelling challenges
STACOM'12 Proceedings of the third international conference on Statistical Atlases and Computational Models of the Heart: imaging and modelling challenges
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Different B-spline grid topologies of free-form-deformation (FFD) models have been proposed for 3D strain estimation in echocardiography: classical FFD models are defined in Cartesian space (CFFD), whereas others adapt an anatomically oriented B-spline grid (AFFD) which allow to model the cardiac motion in a more physiological way. The practical advantage of the latter grid topology remains to be proven for echocardiography. In this work, the performance of both models was therefore directly compared using simulated data. Both motion and strain accuracy were competitive for the CFFD and AFFD model: mean error=0.44mm vs 0.48mm, strain error=9.0% vs 7.3% (radial), 2.4% vs 3.1% (longitudinal), 1.9% vs 2.2% (circumferential). However, moving to an anatomical grid topology appears better suited for cardiac deformation estimation as model complexity and computation time was reduced considerably (1051s vs 595s).