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Contour trees and cross-sections of multiphase segmentations

Posted on:2010-06-11Degree:Ph.DType:Thesis
University:University of California, DavisCandidate:Dillard, Scott EdwardFull Text:PDF
GTID:2448390002485972Subject:Computer Science
Abstract/Summary:
In this thesis I discuss the application of two topological structures to scientific visualization. The first is the contour tree, a structure that represents the connectivity of the level sets of a function. I describe methods to compute the contour tree from piecewise-quadratic functions, and I develop a volume rendering framework that uses the contour tree to apply individual transfer functions to topologically distinct regions of the dataset. The second structure I consider is the separating surface of a multiphase 3D segmentation, i.e., a segmentation containing many more than two regions. Specifically, I consider the problem of constructing this separating surface given a series of 2D cross-sections. Two methods are described: A numerical method that operates on a voxel grid and produces smooth triangulated surface using a nearly-minimal number of triangles, and a topological method that operates only on the combinatorial structure of the segmentation and produces a cell complex that connects prescribed regions in adjacent cross-sections. For both the contour tree and the separating surface, properties of the described methods and algorithms are proved, implementation details are discussed, and experimental results are presented.
Keywords/Search Tags:Contour tree, Separating surface, Cross-sections, Segmentation
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