An Algorithm for Fast Computation of 3D Zernike Moments for Volumetric Images

An algorithm was proposed for very fast and low-complexity computation of three-dimensional Zernike moments. The 3D Zernike moments were expressed in terms of exact 3D geometric moments where the later are computed exactly through the mathematical integration of the monomial terms over the digital i...

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Main Authors: Khalid M. Hosny, Mohamed A. Hafez
Format: Article
Language:English
Published: Hindawi Limited 2012-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2012/353406
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spelling doaj-4a398b3222d343aeb3bd91dbb7e4fbe22020-11-25T00:32:54ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472012-01-01201210.1155/2012/353406353406An Algorithm for Fast Computation of 3D Zernike Moments for Volumetric ImagesKhalid M. Hosny0Mohamed A. Hafez1Department of Computer Science, Community College, Najran University, P.O. BOX 1988, Najran, Saudi ArabiaDepartment of Mathematics, College of Science and Arts, Najran University, P.O. BOX 1988, Najran, Saudi ArabiaAn algorithm was proposed for very fast and low-complexity computation of three-dimensional Zernike moments. The 3D Zernike moments were expressed in terms of exact 3D geometric moments where the later are computed exactly through the mathematical integration of the monomial terms over the digital image/object voxels. A new symmetry-based method was proposed to compute 3D Zernike moments with 87% reduction in the computational complexity. A fast 1D cascade algorithm was also employed to add more complexity reduction. The comparison with existing methods was performed, where the numerical experiments and the complexity analysis ensured the efficiency of the proposed method especially with image and objects of large sizes.http://dx.doi.org/10.1155/2012/353406
collection DOAJ
language English
format Article
sources DOAJ
author Khalid M. Hosny
Mohamed A. Hafez
spellingShingle Khalid M. Hosny
Mohamed A. Hafez
An Algorithm for Fast Computation of 3D Zernike Moments for Volumetric Images
Mathematical Problems in Engineering
author_facet Khalid M. Hosny
Mohamed A. Hafez
author_sort Khalid M. Hosny
title An Algorithm for Fast Computation of 3D Zernike Moments for Volumetric Images
title_short An Algorithm for Fast Computation of 3D Zernike Moments for Volumetric Images
title_full An Algorithm for Fast Computation of 3D Zernike Moments for Volumetric Images
title_fullStr An Algorithm for Fast Computation of 3D Zernike Moments for Volumetric Images
title_full_unstemmed An Algorithm for Fast Computation of 3D Zernike Moments for Volumetric Images
title_sort algorithm for fast computation of 3d zernike moments for volumetric images
publisher Hindawi Limited
series Mathematical Problems in Engineering
issn 1024-123X
1563-5147
publishDate 2012-01-01
description An algorithm was proposed for very fast and low-complexity computation of three-dimensional Zernike moments. The 3D Zernike moments were expressed in terms of exact 3D geometric moments where the later are computed exactly through the mathematical integration of the monomial terms over the digital image/object voxels. A new symmetry-based method was proposed to compute 3D Zernike moments with 87% reduction in the computational complexity. A fast 1D cascade algorithm was also employed to add more complexity reduction. The comparison with existing methods was performed, where the numerical experiments and the complexity analysis ensured the efficiency of the proposed method especially with image and objects of large sizes.
url http://dx.doi.org/10.1155/2012/353406
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