Literature DB >> 17427734

Simultaneous registration and parcellation of bilateral hippocampal surface pairs for local asymmetry quantification.

Nicholas A Lord1, Jeffrey Ho, Baba C Vemuri, Stephan Eisenschenk.   

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.

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Year:  2007        PMID: 17427734      PMCID: PMC2913155          DOI: 10.1109/TMI.2003.819294

Source DB:  PubMed          Journal:  IEEE Trans Med Imaging        ISSN: 0278-0062            Impact factor:   10.048


  12 in total

1.  Statistical analysis of hippocampal asymmetry in schizophrenia.

Authors:  L Wang; S C Joshi; M I Miller; J G Csernansky
Journal:  Neuroimage       Date:  2001-09       Impact factor: 6.556

2.  MAP MRF joint segmentation and registration of medical images.

Authors:  Paul P Wyatt; J Alison Noble
Journal:  Med Image Anal       Date:  2003-12       Impact factor: 8.545

3.  Shape discrimination in the hippocampus using an MDL model.

Authors:  Rhodri H Davies; Carole J Twining; P Daniel Allen; Tim F Cootes; Chris J Taylor
Journal:  Inf Process Med Imaging       Date:  2003-07

4.  Registration-based morphing of active contours for segmentation of ct scans.

Authors:  Yuan-Nan Young; Doron Levy
Journal:  Math Biosci Eng       Date:  2005-01       Impact factor: 2.080

5.  Simultaneous registration and segmentation of anatomical structures from brain MRI.

Authors:  Fei Wang; Baba C Vemuri
Journal:  Med Image Comput Comput Assist Interv       Date:  2005

6.  Active contours without edges.

Authors:  T F Chan; L A Vese
Journal:  IEEE Trans Image Process       Date:  2001       Impact factor: 10.856

7.  Statistical shape analysis of neuroanatomical structures based on medial models.

Authors:  M Styner; G Gerig; J Lieberman; D Jones; D Weinberger
Journal:  Med Image Anal       Date:  2003-09       Impact factor: 8.545

8.  Hippocampal deformities in schizophrenia characterized by high dimensional brain mapping.

Authors:  John G Csernansky; Lei Wang; Donald Jones; Devna Rastogi-Cruz; Joel A Posener; Gitry Heydebrand; J Philip Miller; Michael I Miller
Journal:  Am J Psychiatry       Date:  2002-12       Impact factor: 18.112

9.  Hippocampal shape analysis using medial surfaces.

Authors:  Sylvain Bouix; Jens C Pruessner; D Louis Collins; Kaleem Siddiqi
Journal:  Neuroimage       Date:  2005-05-01       Impact factor: 6.556

10.  Boundary and medial shape analysis of the hippocampus in schizophrenia.

Authors:  Martin Styner; Jeffrey A Lieberman; Dimitrios Pantazis; Guido Gerig
Journal:  Med Image Anal       Date:  2004-09       Impact factor: 8.545

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  1 in total

1.  Comparison of AdaBoost and support vector machines for detecting Alzheimer's disease through automated hippocampal segmentation.

Authors:  Jonathan H Morra; Zhuowen Tu; Liana G Apostolova; Amity E Green; Arthur W Toga; Paul M Thompson
Journal:  IEEE Trans Med Imaging       Date:  2009-05-19       Impact factor: 10.048

  1 in total

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