Title :
Brain structures deformation to obtain anatomical averages
Author :
Castellanos, P. ; del Angel, P. ; Medina, V. ; Charleston, S. ; Ondarza, R.
Author_Institution :
Dept. de Electr., Univ. Autonoma Metropolitana, Iztapalapa, Mexico
fDate :
29 Oct-1 Nov 1998
Abstract :
Anatomic and functional atlases are very useful tools in stereotactic neurosurgery planning. This work presents a first approximation to the construction of an anatomical human brain atlas, which can be considered as a representative model of the local population. The atlas is built up from MRI stacks, obtained with a 1.5 T imager which is able to produce a 1.5 mm resolution. The proposed approach allows the authors to obtain an anatomical average, keeping the different brain structures. The anatomical deformations are generated by a modified version of the non-linear Marquardt-Levenberg optimization method and a bidimensional affine transformation using four parameters. The process is carried out in a local way by subdividing the image in regions to provide anatomical deformations using a rigid transformation. It is assumed that the brain structures have been previously segmented and rigidly registered. In order to reduce the discontinuities appearing when reconstructing the resulting image, a cubic B-spline interpolation was used. Preliminary results show a promising method to estimate an anatomical average of brain structures in a bidimensional way
Keywords :
biomedical MRI; brain; image reconstruction; interpolation; optimisation; splines (mathematics); surgery; 1.5 T; 1.5 mm; MRI; anatomic atlases; anatomical averages; bidimensional affine transformation; bidimensional method; brain structures deformation; cubic B-spline interpolation; functional atlases; image subdividing; magnetic resonance imaging; nonlinear Marquardt-Levenberg optimization method; stereotactic neurosurgery planning; Brain modeling; Humans; Image reconstruction; Image resolution; Image segmentation; Interpolation; Magnetic resonance imaging; Neurosurgery; Optimization methods; Spline;
Conference_Titel :
Engineering in Medicine and Biology Society, 1998. Proceedings of the 20th Annual International Conference of the IEEE
Conference_Location :
Hong Kong
Print_ISBN :
0-7803-5164-9
DOI :
10.1109/IEMBS.1998.745508