DocumentCode :
760883
Title :
Simultaneous Registration and Parcellation of Bilateral Hippocampal Surface Pairs for Local Asymmetry Quantification
Author :
Lord, Nicholas A. ; Ho, Jeffrey ; Vemuri, Baba C. ; Eisenschenk, Stephan
Author_Institution :
Florida Univ., Gainesville, FL
Volume :
26
Issue :
4
fYear :
2007
fDate :
4/1/2007 12:00:00 AM
Firstpage :
471
Lastpage :
478
Abstract :
In clinical applications where structural asymmetries between homologous shapes have been correlated with pathology, the questions of definition and quantification of "asymmetry" arise naturally. When not only the degree but the position of deformity is thought relevant, asymmetry localization must also be addressed. Asymmetries between paired shapes have already been formulated in terms of (nonrigid) diffeomorphisms between the shapes. For the infinity of such maps possible for a given pair, we define optimality as the minimization of deviation from isometry under the constraint of piecewise deformation homogeneity. We propose a novel variational formulation for segmenting asymmetric regions from surface pairs based on the minimization of a functional of both the deformation map and the segmentation boundary, which defines the regions within which the homogeneity constraint is to be enforced. The functional minimization is achieved via a quasi-simultaneous evolution of the map and the segmenting curve, conducted on and between two-dimensional surface parametric domains. We present examples using both synthetic data and pairs of left and right hippocampal structures and demonstrate the relevance of the extracted features through a clinical epilepsy classification analysis
Keywords :
biomechanics; brain; deformation; diseases; feature extraction; image classification; image registration; image segmentation; medical image processing; minimisation; asymmetry localization; bilateral hippocampal surface pairs; clinical epilepsy classification analysis; deformation map; deformity; feature extraction; hippocampal structures; homogeneity constraint; image parcellation; image registration; image segmentation; isometry; local asymmetry quantification; minimization; nonrigid diffeomorphism; optimality; piecewise deformation homogeneity; segmentation boundary; structural asymmetry; variational formulation; Alzheimer´s disease; Data mining; Epilepsy; Feature extraction; Focusing; H infinity control; Helium; Pathology; Shape measurement; Statistical analysis; Algorithms; Artificial Intelligence; Discriminant Analysis; Epilepsy; Hippocampus; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Magnetic Resonance Imaging; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Subtraction Technique;
fLanguage :
English
Journal_Title :
Medical Imaging, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0062
Type :
jour
DOI :
10.1109/TMI.2007.892502
Filename :
4141195
Link To Document :
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