Parya MomayyezSiahkal1, Kaleem Siddiqi1
1School of Computer Science, Centre for
Intelligent Machines,
We
introduce a probabilistic connectivity index between two regions, based on
diffusion MRI, by using a stochastic nonlinear differential equation to model
the Brownian motion of water molecules in a medium. The model is linked to
the physical basis of the diffusion process and leads to promising results on
the MICCAI 2008 Fibre cup phantom. Our experiments yield highly curving fibre
tracts without the need to impose thresholds on curvature or torsion or to
eliminate false positives. An additional benefit is the algorithm's low
computational complexity and the fact that its parameters are data-driven and
are selected automatically.