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Segmentation of a 3D Brain Cortical Surface Using Watersheds
Kathleen Marty 12/10/02
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Problem Statement How can the cortical surface of the brain be segmented into “meaningful” areas? Anatomy: sulci and gyri Henry Gray (1825–1861). Anatomy of the Human Body. 1918.
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“Meaningful” Areas Defined
General labeling division between sulci and gyri Specific labeling of individual sulci White->sulci, Black->gyri Colors->sulci, White->gyri
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Motivation Why segment the cortical surface?
Obtain correspondences between brain models to compare them (i.e. registration) Visualization
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Segmentation Using Watersheds
Idea: Simulate rain falling. Each drop eventually descends into a “catchment basin.” Watersheds: the ridges between the catchment basins Each catchment basin corresponds to a different labeling Watershed Catchment Basins
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Visualize Watersheds on a Cortical Surface
Henry Gray (1825–1861). Anatomy of the Human Body. 1918.
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Watersheds Algorithm Sorting Step Flooding Step
Define each point by a height function i.e. curvatures, geodesic/shortest distance from point to outside surface, etc. Flooding Step Each local minima is the base of a catchment basin Flood the catchment basins based upon given height function to obtain labeling
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