Cardiac CT blooming artifacts: clinical significance, root causes and potential solutions.

4区 计算机科学 Q1 Arts and Humanities
Jed D Pack, Mufeng Xu, Ge Wang, Lohendran Baskaran, James Min, Bruno De Man
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引用次数: 2

Abstract

This review paper aims to summarize cardiac CT blooming artifacts, how they present clinically and what their root causes and potential solutions are. A literature survey was performed covering any publications with a specific interest in calcium blooming and stent blooming in cardiac CT. The claims from literature are compared and interpreted, aiming at narrowing down the root causes and most promising solutions for blooming artifacts. More than 30 journal publications were identified with specific relevance to blooming artifacts. The main reported causes of blooming artifacts are the partial volume effect, motion artifacts and beam hardening. The proposed solutions are classified as high-resolution CT hardware, high-resolution CT reconstruction, subtraction techniques and post-processing techniques, with a special emphasis on deep learning (DL) techniques. The partial volume effect is the leading cause of blooming artifacts. The partial volume effect can be minimized by increasing the CT spatial resolution through higher-resolution CT hardware or advanced high-resolution CT reconstruction. In addition, DL techniques have shown great promise to correct for blooming artifacts. A combination of these techniques could avoid repeat scans for subtraction techniques.

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心脏CT绽放伪影:临床意义、根本原因和潜在解决方案。
本文综述了心脏CT虚化伪影的临床表现及其产生的根本原因和可能的解决方法。我们进行了一项文献调查,涵盖了任何对心脏CT中钙盛开和支架盛开有特殊兴趣的出版物。从文献的主张进行比较和解释,旨在缩小根本原因和最有希望的解决方案盛开的文物。超过30个期刊出版物被确定与盛开的人工制品有特定的相关性。据报道,造成盛开伪影的主要原因是部分体积效应、运动伪影和梁硬化。提出的解决方案分为高分辨率CT硬件、高分辨率CT重建、减法技术和后处理技术,特别强调深度学习(DL)技术。部分体积效应是产生晕纹伪影的主要原因。通过高分辨率CT硬件或高级高分辨率CT重建来提高CT空间分辨率,可以最大限度地减少部分体积效应。此外,深度学习技术已经显示出巨大的希望来纠正盛开的工件。这些技术的组合可以避免重复扫描的减法技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Visual Computing for Industry, Biomedicine, and Art
Visual Computing for Industry, Biomedicine, and Art Arts and Humanities-Visual Arts and Performing Arts
CiteScore
5.60
自引率
0.00%
发文量
28
审稿时长
5 weeks
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