Finite Element and Meshfree Applications to Image Processing |
Posted on:2013-05-29 | Degree:Ph.D | Type:Dissertation |
University:University of California, Los Angeles | Candidate:Lederman, Carl Daniel | Full Text:PDF |
GTID:1458390008982568 | Subject:Applied Mathematics |
Abstract/Summary: | |
This work presents a sample of three image processing methods, two of which are implemented using the finite element method and one of which involves a meshfree method. While the common way in which images are stored using pixels (2D) and voxels (3D) provides a natural setting for finite difference methods, we discuss some of the advantages of other types of numerical implementations of mathematical models. The first part of this dissertation describes how a meshfree method in a high dimensional space can be applied to image denoising. The second part of this work discusses a method for robustly creating a good quality tetrahedral mesh from a 3D image. The third section explains how this mesh can be incorporated into a finite element image registration method. |
Keywords/Search Tags: | Finite, Image processing, Method, Meshfree |
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