Accurate image reconstruction from few-view and limited-angle data in diffraction tomography.

Samuel J LaRoque, Emil Y Sidky, Xiaochuan Pan
Author Information
  1. Samuel J LaRoque: University of Chicago, Department of Radiology, Chicago, Illinois 60637, USA.

Abstract

We present a method for obtaining accurate image reconstruction from highly sparse data in diffraction tomography (DT). A practical need exists for reconstruction from few-view and limited-angle data, as this can greatly reduce required scan times in DT. Our method does this by minimizing the total variation (TV) of the estimated image, subject to the constraint that the Fourier transform of the estimated image matches the measured Fourier data samples. Using simulation studies, we show that the TV-minimization algorithm allows accurate reconstruction in a variety of few-view and limited-angle situations in DT. Accurate image reconstruction is obtained from far fewer data samples than are required by common algorithms such as the filtered-backpropagation algorithm. Overall our results indicate that the TV-minimization algorithm can be successfully applied to DT image reconstruction under a variety of scan configurations and data conditions of practical significance.

References

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Grants

  1. R01 EB000225-06A1/NIBIB NIH HHS
  2. R01 EB000225/NIBIB NIH HHS
  3. K01 EB003913/NIBIB NIH HHS
  4. CA120540/NCI NIH HHS
  5. R01 EB00225/NIBIB NIH HHS
  6. K01 EB003913-04/NIBIB NIH HHS
  7. R01 CA120540-01A2/NCI NIH HHS
  8. R01 CA120540/NCI NIH HHS

MeSH Term

Algorithms
Computer Simulation
Equipment Design
Fourier Analysis
Humans
Image Processing, Computer-Assisted
Models, Statistical
Models, Theoretical
Phantoms, Imaging
Radiographic Image Enhancement
Reproducibility of Results
Tomography, X-Ray Computed
X-Ray Diffraction

Word Cloud

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