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Speckle-based X-ray microtomography via preconditioned Wirtinger flow.

KyeoReh Lee1,2,3, Herve Hugonnet4,5, Jae-Hong Lim6

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We developed preconditioned Wirtinger flow (PWF) for assumption-free, single-shot quantitative X-ray microtomography. This method enhances accuracy and resolution for imaging low atomic number materials, even with bench-top sources.

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Area of Science:

  • Medical Imaging
  • Materials Science
  • Physics

Background:

  • Quantitative phase imaging in X-ray microtomography enhances sensitivity for low atomic number materials.
  • Current methods often require extra measurements or assumptions, limiting practical use.

Purpose of the Study:

  • To introduce preconditioned Wirtinger flow (PWF) for assumption-free, single-shot quantitative X-ray microtomography.
  • To enable accurate phase retrieval with a single X-ray scan, improving applicability.

Main Methods:

  • Developed a specialized gradient-based algorithm incorporating an accurate physical model.
  • Accounted for partial coherence of the X-ray source.
  • Utilized preconditioned Wirtinger flow (PWF) for phase retrieval.

Main Results:

  • Demonstrated accurate phase retrieval in a single shot.
  • Achieved improved accuracy and spatial resolution compared to conventional speckle tracking.
  • Showcased robustness and versatility across various samples.

Conclusions:

  • PWF offers a practical solution for quantitative X-ray microtomography without prior assumptions.
  • The method is compatible with bench-top sources due to partial coherence consideration.
  • PWF significantly advances the field for imaging low atomic number materials.