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International Journal of Biomedical Imaging | Vol.2010, Issue. | 2017-05-30 | Pages

International Journal of Biomedical Imaging

SART-Type Image Reconstruction from a Limited Number of Projections with the Sparsity Constraint

Ge Wang,Hengyong Yu  
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.

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SART-Type Image Reconstruction from a Limited Number of Projections with the Sparsity Constraint

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.

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Ge Wang,Hengyong Yu,.SART-Type Image Reconstruction from a Limited Number of Projections with the Sparsity Constraint. 2010 (),.

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