Title :
Multi-region competitive tractography via graph-based random walks
Author :
Booth, Brian G. ; Hamarneh, Ghassan
Author_Institution :
Sch. of Comput. Sci., Simon Fraser Univ., BC, Canada
Abstract :
We propose a multi-region approach to tractography that not only allows for competition between seed regions, but also allows for the incorporation of knowledge beyond a local scale. By formulating tractography as a graph-based random walk, we are able to obtain a closed-form solution for connection probabilities. Results on synthetic data and thirty images from the MIDAS database show that the introduction of competition reduces erroneous connectivity to regions outside the seeded tracts.
Keywords :
biodiffusion; biomedical MRI; competitive algorithms; graphs; medical image processing; MIDAS database; closed-form solution; connection probabilities; diffusion magnetic resonance imaging; erroneous connectivity; graph-based random walks; knowledge incorporation; multiregion competitive tractography; seed regions; synthetic data; Closed-form solutions; Databases; Laplace equations; Magnetic resonance imaging; Noise; Phantoms; Tensile stress;
Conference_Titel :
Mathematical Methods in Biomedical Image Analysis (MMBIA), 2012 IEEE Workshop on
Conference_Location :
Breckenridge, CO
Print_ISBN :
978-1-4673-0352-1
Electronic_ISBN :
978-1-4673-0353-8
DOI :
10.1109/MMBIA.2012.6164747