Title :
Improved global cardiac tractography with simulated annealing
Author :
Frindel, Carole ; Robini, Marc ; Schaerer, Joël ; Croisille, Pierre ; Zhu, Yue-Min
Author_Institution :
LRMN, Univ. Lyon, Villeurbanne, France
Abstract :
We propose a new fibre tracking algorithm for cardiac DT-MRI that parts with the locally ¿greedy¿ paradigm intrinsic to conventional tracking algorithms. We formulate the fibre tracking problem as the global problem of computing paths in a Boolean-weighted undirected graph. Each voxel is a vertex and edges connect every pair of neighboring voxels. We solve the underlying optimization task by Metropolis type annealing. The key features of our approach are: global optimality (unlike conventional tracking algorithms) and optimal balance between the density of fibres and the amount of available data. Besides, seed points are no longer needed; fibres are predicted in one shot for the whole DT-MRI volume without initialization artifacts.
Keywords :
Boolean algebra; biomedical MRI; cardiology; graph theory; medical image processing; optical tracking; simulated annealing; Boolean-weighted undirected graph; Metropolis type annealing; cardiac DT-MRI; diffusion tensor magnetic resonance imaging; fibre density; fibre tracking; global cardiac tractography; global optimality; greedy paradigm; neighboring voxel; optimization task; simulated annealing; Bayesian methods; Cost function; Data acquisition; Diffusion tensor imaging; Heart; Humans; Neodymium; Protocols; Simulated annealing; Tensile stress; Graph modeling; diffusion tensor magnetic resonance imaging (DT-MRI); fibre tracking; human heart; tractography;
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2009.5414407