Title :
Ternary Quartic approach for positive 4th order diffusion tensors revisited
Author :
Ghosh, Aurobrata ; Deriche, Rachid ; Moakher, Maher
Author_Institution :
INRIA Sophia Antipolis-Mediterranee, Project Team Odyssee, Sophia Antipolis, France
fDate :
June 28 2009-July 1 2009
Abstract :
In Diffusion Magnetic Resonance Imaging (D-MRI), the 2nd order diffusion tensor has given rise to a widely used tool - Diffusion Tensor Imaging (DTI). However, it is known that DTI is limited to a single prominent diffusion direction and is inaccurate in regions of complex fiber structures such as crossings. Various other approaches have been introduced to recover such complex tissue micro-geometries, one of which is Higher Order Cartesian Tensors. Estimating a positive diffusion function has also been emphasised mathematically, since diffusion is a physical quantity. Recently there have been efforts to estimate 4th order diffusion tensors from Diffusion Weighted Images (DWIs), which are capable of describing crossing configurations with the added property of a positive diffusion function. We take up one such, the Ternary Quartic approach, and reformulate the estimation equation to facilitate the estimation of the non-negative 4th order diffusion tensor. With our modified approach we test on synthetic, phantom and real data and confirm previous results.
Keywords :
biological tissues; biomedical MRI; brain; image reconstruction; medical image processing; brain; complex fiber structures; diffusion magnetic resonance imaging; diffusion tensor imaging; higher order cartesian tensors; positive 4th order diffusion tensors; reconstruction model; ternary quartic approach; tissue micro-geometries; white matter; Diffusion tensor imaging; Equations; Geometry; Image reconstruction; Imaging phantoms; In vivo; Magnetic resonance imaging; Solid modeling; Tensile stress; Testing; Diffusion Propagator; Diffusion-MRI; Higher Order Tensors; Ternary Quartics;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2009. ISBI '09. IEEE International Symposium on
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-3931-7
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2009.5193123