Title :
Data driven groupwise registration of diffusion weighted images
Author :
Melbourne, A. ; Hawkes, D.J. ; Atkinson, D.
Author_Institution :
Centre for Med. Image Comput., Univ. Coll. London, London, UK
Abstract :
The acquisition of Diffusion Weighted MR images may be confounded by both patient motion and machine eddy currents, these may potentially be corrected by image registration. Two non-rigid registration schemes are compared to the result of an affine registration: a single fluid registration of the individual diffusion directions and a Progressive Principal Component Registration. All registrations are full 3D. 12 DW-MRI datasets consisting of 128×128×64 volumes from 15 diffusion directions are registered by each method and the results combined to produce fractional anisotropy maps. These maps are then inspected for improved feature appearance and fractional anisotropy variability. The affine registration demonstrates a modest improvement; image alignment by single fluid registration causes lateral brain features to appear sharper at the expense of poor deformations of the medial brain; registration by PPCR demonstrates improved contrast of lateral brain features and lower fractional anisotropy variability.
Keywords :
biomedical MRI; brain; image registration; medical image processing; PPCR; affine registration; data driven groupwise registration; deformations; diffusion weighted MR imaging; feature appearance; fractional anisotropy variability; lateral brain feature contrast; medical brain; nonrigid registration; progressive principal component registration; single fluid registration; Anisotropic magnetoresistance; Biomedical imaging; Eddy currents; Educational institutions; Equations; Image analysis; Image registration; Magnetic resonance imaging; Shearing; Tensile stress; diffusion; fluid; fractional anisotropy; registration;
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.2010.5490336