SART-Type Image Reconstruction from a Limited Number of Projections with the Sparsity Constraint
dc.contributor.author | Yu, Hengyong | en |
dc.contributor.author | Wang, Ge | en |
dc.contributor.department | School of Biomedical Engineering and Sciences | en |
dc.date.accessioned | 2017-09-18T09:58:51Z | en |
dc.date.available | 2017-09-18T09:58:51Z | en |
dc.date.issued | 2010-04-26 | en |
dc.date.updated | 2017-09-18T09:58:51Z | en |
dc.description.abstract | Based on the recent mathematical findings on solving the linear inverse problems with sparsity constraints by Daubechiesx et al., here we adapt a simultaneous algebraic reconstruction technique (SART) for image reconstruction from a limited number of projections subject to a sparsity constraint in terms of an invertible compression transform. The algorithm is implemented with an exemplary Haar wavelet transform and tested with a modified Shepp-Logan phantom. Our preliminary results demonstrate that the sparsity constraint helps effectively improve the quality of reconstructed images and reduce the number of necessary projections. | en |
dc.description.version | Published version | en |
dc.format.mimetype | application/pdf | en |
dc.identifier.citation | Hengyong Yu and Ge Wang, “SART-Type Image Reconstruction from a Limited Number of Projections with the Sparsity Constraint,” International Journal of Biomedical Imaging, vol. 2010, Article ID 934847, 9 pages, 2010. doi:10.1155/2010/934847 | en |
dc.identifier.doi | https://doi.org/10.1155/2010/934847 | en |
dc.identifier.uri | http://hdl.handle.net/10919/79043 | en |
dc.language.iso | en | en |
dc.publisher | Hindawi | en |
dc.rights | Creative Commons Attribution 4.0 International | en |
dc.rights.holder | Copyright © 2010 Hengyong Yu and Ge Wang. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. | en |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | en |
dc.title | SART-Type Image Reconstruction from a Limited Number of Projections with the Sparsity Constraint | en |
dc.title.serial | International Journal of Biomedical Imaging | en |
dc.type | Article - Refereed | en |
dc.type.dcmitype | Text | en |
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