Title :
Reorientation strategies for High Order Tensors
Author :
Renard, F. ; Noblet, V. ; Heinrich, C. ; Kremer, S.
Author_Institution :
UDS, LSIIT, CNRS, Illkirch, France
Abstract :
In Diffusion Magnetic Resonance Imaging, the diffusion process is commonly modeled by a symmetric 2nd order tensor. Since 2nd order tensors are not able to properly model crossing fibers, High Order Tensors (HOTs) can be considered in particular to model the Orientation Distribution Function. Applying a spatial transformation to such tensor fields requires an appropriate reorientation strategy to preserve the relevancy of the orientational information related to fiber organization. We propose a general framework for HOT reorientation, relying on the decomposition of an HOT as a function of several 2nd order tensors. Contrary to existing methods, this approach enables to reorient fibers from a crossing independently. Experiments on simulated data highlight the benefit of the proposed method.
Keywords :
biodiffusion; biomedical MRI; tensors; Diffusion Magnetic Resonance Imaging; Orientation Distribution Function; high order tensor; reorientation strategy; symmetric 2nd order tensor; Calculus; Capacitive sensors; Diffusion processes; Diffusion tensor imaging; Distribution functions; Image registration; Magnetic properties; Magnetic resonance imaging; Probes; Tensile stress; DTI; HOT; registration; reorientation; spatial normalization;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location :
Rotterdam
Print_ISBN :
978-1-4244-4125-9
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2010.5490206