Image reconstruction exploiting object sparsity in boundary-enhanced X-ray phase-contrast tomography.

Emil Y Sidky, Mark A Anastasio, Xiaochuan Pan
Author Information
  1. Emil Y Sidky: Department of Radiology, The University of Chicago, Chicago, IL 60637, USA.

Abstract

Propagation-based X-ray phase-contrast tomography (PCT) seeks to reconstruct information regarding the complex-valued refractive index distribution of an object. In many applications, a boundary-enhanced image is sought that reveals the locations of discontinuities in the real-valued component of the refractive index distribution. We investigate two iterative algorithms for few-view image reconstruction in boundary-enhanced PCT that exploit the fact that a boundary-enhanced PCT image, or its gradient, is often sparse. In order to exploit object sparseness, the reconstruction algorithms seek to minimize the l(1)-norm or TV-norm of the image, subject to data consistency constraints. We demonstrate that the algorithms can reconstruct accurate boundary-enhanced images from highly incomplete few-view projection data.

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Grants

  1. R01 EB000225/NIBIB NIH HHS
  2. P50 CA125183/NCI NIH HHS
  3. CA120540/NCI NIH HHS
  4. P30 CA014599/NCI NIH HHS
  5. CA125183-03/NCI NIH HHS
  6. R01 CA120540-01A2/NCI NIH HHS
  7. R01 EB000225-05/NIBIB NIH HHS
  8. R01 CA120540/NCI NIH HHS
  9. R01 EB009715/NIBIB NIH HHS
  10. S10 RR021039/NCRR NIH HHS
  11. EB000225/NIBIB NIH HHS
  12. R01 EB009715-01A1/NIBIB NIH HHS

MeSH Term

Algorithms
Image Interpretation, Computer-Assisted
Refractometry
Tomography
X-Ray Diffraction

Word Cloud

Created with Highcharts 10.0.0boundary-enhancedimagePCTobjectalgorithmsreconstructionX-rayphase-contrasttomographyreconstructrefractiveindexdistributionfew-viewexploitdataPropagation-basedseeksinformationregardingcomplex-valuedmanyapplicationssoughtrevealslocationsdiscontinuitiesreal-valuedcomponentinvestigatetwoiterativefactgradientoftensparseordersparsenessseekminimizel1-normTV-normsubjectconsistencyconstraintsdemonstratecanaccurateimageshighlyincompleteprojectionImageexploitingsparsity

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