Speckle-based X-ray microtomography via preconditioned Wirtinger flow

Three-dimensional quantitative phase imaging has been extensively studied in X-ray microtomography to improve the sensitivity and specificity of measurements, especially for low atomic number materials. However, obtaining quantitative phase images typically requires additional measurements or assumptions, which significantly limit the practical applicability. Here, we present preconditioned Wirtinger flow (PWF) to realize an assumption-free, single-shot, quantitative X-ray microtomography. Accurate phase retrieval is demonstrated using a specialized gradient-based algorithm with an accurate physical model. Partial coherence of the source is taken into account, extending the potential applications to bench-top sources. Improved accuracy and spatial resolution over conventional speckle tracking methods are experimentally demonstrated. The various samples are explored to demonstrate the robustness and versatility of PWF.

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Publication Details

Journal
Light Science & Applications
Published
2026-02-24
DOI
https://doi.org/10.1038/s41377-025-02118-z
Primary Topic
Advanced X-ray Imaging Techniques
Type
article
Field-Weighted Citation Impact
0.00

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article

Speckle-based X-ray microtomography via preconditioned Wirtinger flow

Hervé Hugonnet, YongKeun Park, Jae-Hong Lim, KyeoReh Lee
Light Science & Applications
Advanced X-ray Imaging Techniques
article

Speckle-based X-ray microtomography via preconditioned Wirtinger flow

Hervé Hugonnet, YongKeun Park, Jae-Hong Lim, KyeoReh Lee
article en

Abstract

Three-dimensional quantitative phase imaging has been extensively studied in X-ray microtomography to improve the sensitivity and specificity of measurements, especially for low atomic number materials. However, obtaining quantitative phase images typically requires additional measurements or assumptions, which significantly limit the practical applicability. Here, we present preconditioned Wirtinger flow (PWF) to realize an assumption-free, single-shot, quantitative X-ray microtomography. Accurate phase retrieval is demonstrated using a specialized gradient-based algorithm with an accurate physical model. Partial coherence of the source is taken into account, extending the potential applications to bench-top sources. Improved accuracy and spatial resolution over conventional speckle tracking methods are experimentally demonstrated. The various samples are explored to demonstrate the robustness and versatility of PWF.

Light Science & ApplicationsVol. 15(1)
Pohang University of Science and Technology (KR), Korea Advanced Institute of Science and Technology (KR), Yale University (US)
National Research Foundation, Pohang University of Science and Technology, Ministry of Trade, Industry and Energy, Korea Institute for Advancement of Technology, National Research Foundation of Korea, Ministry of Science and ICT, South Korea
Openalex Percentile: Top 40%
Advanced X-ray Imaging Techniques
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