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Proceedings Paper

Expectation maximization classification and Laplacian based thickness measurement for cerebral cortex thickness estimation
Author(s): Mark Holden; Rafael Moreno-Vallecillo; Anthony Harris M.D.; Lavier J. Gomes; Than-Mei Diep; Pierrick T. Bourgeat; Sébastien Ourselin
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Paper Abstract

We describe a new framework for measuring cortical thickness from MR human brain images. This involves the integration of a method of tissue classification with one to estimate thickness in 3D. We have determined an additional boundary detection step to facilitate this. The classification stage utlizes the Expectation Maximisation (EM) algorithm to classify voxels associated with the tissue types that interface with cortical grey matter (GM, WM and CSF). This uses a Gaussian mixture and the EM algorithm to estimate the position and and width of the Gaussians that model the intensity distributions of the GM, WM and CSF tissue classes. The boundary detection stage uses the GM, WM and CSF classifications and finds connected components, fills holes and then applies a geodesic distance transform to determine the GM/WM interface. Finally the thickness of the cortical grey matter is estimated by solving Laplace's equation and determining the streamlines that connect the inner and outer boundaries. The contribution of this work is the adaptation of the classification and thickness measurement steps, neither requiring manual initialisation, and also the validation strategy. The resultant algorithm is fully automatic and avoids the computational expense associated with preserving the cortical surface topology. We have devised a validation strategy that indicates the cortical segmentation of a gold standard brain atlas has a similarity index of 0.91, thickness estimation has subvoxel accuracy evaluated using a synthetic image and precision of the combined segmentation and thickness measurement of 1.54mm using three clinical images.

Paper Details

Date Published: 26 March 2007
PDF: 7 pages
Proc. SPIE 6512, Medical Imaging 2007: Image Processing, 65120M (26 March 2007); doi: 10.1117/12.710510
Show Author Affiliations
Mark Holden, CSIRO-ICT Ctr. (Australia)
Rafael Moreno-Vallecillo, CSIRO-ICT Ctr. (Australia)
Anthony Harris M.D., Westmead Hospital (Australia)
Lavier J. Gomes, Westmead Hospital (Australia)
Than-Mei Diep, CSIRO-ICT Ctr. (Australia)
Pierrick T. Bourgeat, CSIRO-ICT Ctr. (Australia)
Sébastien Ourselin, CSIRO-ICT Ctr. (Australia)

Published in SPIE Proceedings Vol. 6512:
Medical Imaging 2007: Image Processing
Josien P. W. Pluim; Joseph M. Reinhardt, Editor(s)

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