Title :
Fiber tract mapping from diffusion tensor MRI
Author :
Vemuri, B.C. ; Chen, Y. ; Rao, M. ; McGraw, T. ; Wang, Z. ; Mareci, T.
Author_Institution :
Dept. of CISE, Florida Univ., Gainesville, FL, USA
Abstract :
To understand evolving pathology in the central nervous system (CNS) and develop effective treatments, it is essential to correlate the nerve fiber connectivity with the visualization of function. Diffusion tensor imaging (DTI) can provide the fundamental information required for viewing structural connectivity. We present a novel algorithm for automatic fiber tract mapping in the CNS specifically, the spinal cord. The automatic fiber tract mapping problem is solved in two phases, namely a data smoothing phase and a fiber tract mapping phase. In the former, smoothing is achieved via a new weighted total variation (TV)-norm minimization (for vector-valued data) which strives to smooth while retaining all relevant detail. For the fiber tract mapping, a smooth 3D vector field indicating the dominant anisotropic direction at each spatial location is computed from the smoothed data. Fiber tracts are then determined as the smooth integral curves of this vector field in a variational framework
Keywords :
biomedical MRI; integral equations; medical image processing; minimisation; neurophysiology; smoothing methods; tensors; variational techniques; vectors; CNS; automatic fiber tract mapping; central nervous system; data smoothing; diffusion tensor MRI; diffusion tensor imaging; function visualization; integral curves; nerve fiber connectivity; pathology; smooth 3D vector field; spinal cord; total variation; variational framework; vector-valued data; weighted TV-norm minimization; Anisotropic magnetoresistance; Central nervous system; Data visualization; Diffusion tensor imaging; Magnetic resonance imaging; Nerve fibers; Pathology; Smoothing methods; Spinal cord; Tensile stress;
Conference_Titel :
Variational and Level Set Methods in Computer Vision, 2001. Proceedings. IEEE Workshop on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7695-1278-X
DOI :
10.1109/VLSM.2001.938885