Title :
Surface-Base Approach Using a Multi-scale EM-ICP Registration for Statistical Population Analysis
Author :
Doré, Vincent ; Fripp, Jurgen ; Bourgeat, Pierrick ; Shen, Kaikai ; Salvado, Olivier ; Acosta, Oscar
Author_Institution :
Australian e-Health Res. Center, CSIRO, Brisbane, QLD, Australia
Abstract :
The human cortex is a folded ribbon of neurons with a high inter-individual variability. It is a challenging structure to study especially when measuring small changes resulting from normal aging and neurodegenerative disorders such as Alzheimer´s Disease (AD). Recent studies have proposed surface based approaches for statistical population comparison of cortical changes since such approaches better cope with the surfacic nature of the cortex. In this paper we present a new multi-scale EM-ICP registration that is embedded into a surface-based approach. We compare this new registration algorithm with the shape context in the context of statistical population analysis. When comparing the cortical thickness between healthy elderly subjects to Alzheimer´s disease patients, the new pipeline reduces the intra class variability while increasing the statistical power of the T-tests between both groups.
Keywords :
biomedical MRI; brain; diseases; medical image processing; statistical testing; Alzheimer´s disease; MRI; T-tests; aging disorders; cortical changes; human cortex; inter-individual variability; intraclass variability; multiscale EM-ICP registration; neurodegenerative disorders; neuron; statistical population analysis; surface based approach; surface-base approach; Alzheimer´s disease; Context; Databases; Image segmentation; Magnetic resonance imaging; Pipelines; Shape; Alzheimer´s disease; EM-ICP; Shape context; brain MRI; non-rigid registration; population statistical analysis; surface topological correction; surface-based approach;
Conference_Titel :
Digital Image Computing Techniques and Applications (DICTA), 2011 International Conference on
Conference_Location :
Noosa, QLD
Print_ISBN :
978-1-4577-2006-2
DOI :
10.1109/DICTA.2011.11