Retrospective image registration with genetic algorithms

A description of image registration is provided. Several most popular brain im-age registration techniques are explored and their characteristics are examined. The drawbacks of most existing registration techniques invoke the need for new image registration techniques. Detailed research on the dista...

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Main Author: Bao, Guojun
Other Authors: Rajapakse, Jagath Chandana
Format: Theses and Dissertations
Published: 2008
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Online Access:http://hdl.handle.net/10356/2666
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-26662023-03-04T00:32:38Z Retrospective image registration with genetic algorithms Bao, Guojun Rajapakse, Jagath Chandana School of Computer Engineering DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision A description of image registration is provided. Several most popular brain im-age registration techniques are explored and their characteristics are examined. The drawbacks of most existing registration techniques invoke the need for new image registration techniques. Detailed research on the distance functions and optimization algorithms is carried out. Based on the research, two distance func-tions, namely the Euclidean distance and the chamfer distance and the genetic algorithm based optimization technique are adopted. Two novel intramodality image registration techniques based on voxel intensity and object boundary and one novel intermodality image registration technique based on object boundary are developed by using the selected distance functions and genetic algorithms. Their applications to brain image registration of functional MR images and struc-tural- MR images are studied. The comparison of the two intramodality image registration techniques is provided as well as the comparison between the adopted optimization technique and some other optimization techniques. Master of Philosophy 2008-09-17T09:07:25Z 2008-09-17T09:07:25Z 2000 2000 Thesis http://hdl.handle.net/10356/2666 Nanyang Technological University application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
topic DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
spellingShingle DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
Bao, Guojun
Retrospective image registration with genetic algorithms
description A description of image registration is provided. Several most popular brain im-age registration techniques are explored and their characteristics are examined. The drawbacks of most existing registration techniques invoke the need for new image registration techniques. Detailed research on the distance functions and optimization algorithms is carried out. Based on the research, two distance func-tions, namely the Euclidean distance and the chamfer distance and the genetic algorithm based optimization technique are adopted. Two novel intramodality image registration techniques based on voxel intensity and object boundary and one novel intermodality image registration technique based on object boundary are developed by using the selected distance functions and genetic algorithms. Their applications to brain image registration of functional MR images and struc-tural- MR images are studied. The comparison of the two intramodality image registration techniques is provided as well as the comparison between the adopted optimization technique and some other optimization techniques.
author2 Rajapakse, Jagath Chandana
author_facet Rajapakse, Jagath Chandana
Bao, Guojun
format Theses and Dissertations
author Bao, Guojun
author_sort Bao, Guojun
title Retrospective image registration with genetic algorithms
title_short Retrospective image registration with genetic algorithms
title_full Retrospective image registration with genetic algorithms
title_fullStr Retrospective image registration with genetic algorithms
title_full_unstemmed Retrospective image registration with genetic algorithms
title_sort retrospective image registration with genetic algorithms
publishDate 2008
url http://hdl.handle.net/10356/2666
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