Title :
A geometric flow for white matter fibre tract reconstruction
Author :
Campbell, Jennifer S. ; Siddiqi, Kaleem ; Vemuri, Baba C. ; Pike, G. Bruce
Author_Institution :
McGill Univ., Montreal, Que., Canada
Abstract :
In magnetic resonance diffusion tensor imaging (DTI), the direction and magnitude of diffusion of water molecules is characterized by a diffusion tensor. In the central nervous system, the highly organized fibre structure of white matter fibre tracts causes the diffusion to be anisotropic. From the DTI data, one can calculate a vector field representing the preferred direction of diffusion at each imaging voxel, which corresponds to the orientation of white matter fibres. However, the reconstruction of continuous fibre tracts from such data remains a challenge because the measurements are dense and typically quite noisy. In this paper we introduce a geometric flow to address this problem. The key ideas are: 1) to locally extend the vector field in its orthogonal plane and 2) to model the fibres as very thin tubes, by introducing a constraint on the minimum cross-sectional curvature. We illustrate the approach with reconstructions of both simulated and real diffusion tensor images.
Keywords :
biodiffusion; biomedical MRI; brain; image reconstruction; image segmentation; image sequences; medical image processing; neurophysiology; vectors; DTI data; anisotropic diffusion; central nervous system; continuous fibre tracts; geometric flow; highly organized fibre structure; image segmentation; imaging voxel; magnetic resonance diffusion tensor imaging; minimum cross-sectional curvature; orientation; orthogonal plane; preferred diffusion direction; rat spinal cord; real diffusion tensor images; reconstruction; reconstructions; simulated images; vector field; very thin tubes; water molecule diffusion; white matter fibre tract reconstruction; white matter fibre tracts; Anisotropic magnetoresistance; Central nervous system; Computer vision; Diffusion tensor imaging; Image reconstruction; Magnetic field measurement; Magnetic resonance; Magnetic resonance imaging; Optical imaging; Tensile stress;
Conference_Titel :
Biomedical Imaging, 2002. Proceedings. 2002 IEEE International Symposium on
Print_ISBN :
0-7803-7584-X
DOI :
10.1109/ISBI.2002.1029305