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多模态本征散斑跟踪(MIST)以提取快速变化的漫射 X 射线暗场图像。

Multimodal intrinsic speckle-tracking (MIST) to extract images of rapidly-varying diffuse X-ray dark-field.

机构信息

School of Physical and Chemical Sciences, University of Canterbury, Christchurch, New Zealand.

School of Physics and Astronomy, Monash University, Clayton, VIC, Australia.

出版信息

Sci Rep. 2023 Apr 3;13(1):5424. doi: 10.1038/s41598-023-31574-z.

Abstract

Speckle-based phase-contrast X-ray imaging (SB-PCXI) can reconstruct high-resolution images of weakly-attenuating materials that would otherwise be indistinguishable in conventional attenuation-based X-ray imaging. The experimental setup of SB-PCXI requires only a sufficiently coherent X-ray source and spatially random mask, positioned between the source and detector. The technique can extract sample information at length scales smaller than the imaging system's spatial resolution; this enables multimodal signal reconstruction. "Multimodal Intrinsic Speckle-Tracking" (MIST) is a rapid and deterministic formalism derived from the paraxial-optics form of the Fokker-Planck equation. MIST simultaneously extracts attenuation, refraction, and small-angle scattering (diffusive dark-field) signals from a sample and is more computationally efficient compared to alternative speckle-tracking approaches. Hitherto, variants of MIST have assumed the diffusive dark-field signal to be spatially slowly varying. Although successful, these approaches have been unable to well-describe unresolved sample microstructure whose statistical form is not spatially slowly varying. Here, we extend the MIST formalism such that this restriction is removed, in terms of a sample's rotationally-isotropic diffusive dark-field signal. We reconstruct multimodal signals of two samples, each with distinct X-ray attenuation and scattering properties. The reconstructed diffusive dark-field signals have superior image quality-as measured by the naturalness image quality evaluator, signal-to-noise ratio, and azimuthally averaged power-spectrum-compared to our previous approaches which assume the diffusive dark-field to be a slowly varying function of transverse position. Our generalisation may assist increased adoption of SB-PCXI in applications such as engineering and biomedical disciplines, forestry, and palaeontology, and is anticipated to aid the development of speckle-based diffusive dark-field tensor tomography.

摘要

基于散斑的相衬 X 射线成像(SB-PCXI)可以重建弱衰减物质的高分辨率图像,否则这些图像在传统的基于衰减的 X 射线成像中是无法区分的。SB-PCXI 的实验设置只需要一个足够相干的 X 射线源和一个位于源和探测器之间的空间随机掩模。该技术可以在小于成像系统空间分辨率的长度尺度上提取样品信息;这使得多模态信号重建成为可能。“多模态固有散斑跟踪”(MIST)是一种从傍轴光学形式的福克-普朗克方程推导出的快速和确定性形式。MIST 可以从样品中同时提取衰减、折射和小角度散射(扩散暗场)信号,与替代的散斑跟踪方法相比,它具有更高的计算效率。迄今为止,MIST 的变体假设扩散暗场信号在空间上变化缓慢。尽管这些方法取得了成功,但它们无法很好地描述分辨率不够的样品微观结构,因为其统计形式在空间上不是缓慢变化的。在这里,我们扩展了 MIST 形式,以消除这一限制,即在样品的各向同性扩散暗场信号方面。我们重建了两个具有不同 X 射线衰减和散射特性的样品的多模态信号。重建的扩散暗场信号具有更高的图像质量——如自然图像质量评估器、信噪比和方位平均功率谱所测量的——与我们之前假设扩散暗场是横向位置缓慢变化函数的方法相比。我们的推广可能有助于在工程和生物医学、林业和古生物学等领域增加 SB-PCXI 的应用,并有望有助于基于散斑的扩散暗场张量层析成像的发展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e2cb/10070351/ad9485bcd16b/41598_2023_31574_Fig1_HTML.jpg

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