Evidence map›Paper›PMID 41735270›Full record

ArticleLight, science & applications2026

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

KyeoReh Lee, Herve Hugonnet, Jae-Hong Lim, YongKeun Park

Abstract read
In one paragraph

Article in Light, science & applications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

KyeoReh Lee *Department of Physics, Korea Advanced Institute of Science and Technology, Daejeon, 34141, Republic of Korea. lee.kyeo@gmail.com.
Herve Hugonnet *Department of Physics, Korea Advanced Institute of Science and Technology, Daejeon, 34141, Republic of Korea.ORCID http://orcid.org/0000-0002-7749-6791
Jae-Hong LimPohang Accelerator Laboratory, Pohang University of Science and Technology, Pohang, 37637, Republic of Korea.
YongKeun ParkDepartment of Physics, Korea Advanced Institute of Science and Technology, Daejeon, 34141, Republic of Korea. yk.park@kaist.ac.kr.ORCID http://orcid.org/0000-0003-0528-6661

Funding

National Research Foundation of Korea (NRF) 2021R1C1C2009220National Research Foundation of Korea (NRF) 2022M3H4A1A02074314National Research Foundation of Korea (NRF) RS-2024-00442348
6 · The paper itself

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.

Identifiers

PMID41735270
PMCPMC12932712

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.