Texture Analysis and Its Applications in Biomedical Imaging: A Survey

IF 17.2 1区 工程技术 Q1 ENGINEERING, BIOMEDICAL
Maryam Khaksar Ghalati;Ana Nunes;Hugo Ferreira;Pedro Serranho;Rui Bernardes
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引用次数: 11

Abstract

Texture analysis describes a variety of image analysis techniques that quantify the variation in intensity and pattern. This paper provides an overview of several texture analysis approaches addressing the rationale supporting them, their advantages, drawbacks, and applications. This survey’s emphasis is in collecting and categorising over five decades of active research on texture analysis. Brief descriptions of different approaches are presented along with application examples. From a broad range of texture analysis applications, this survey’s final focus is on biomedical image analysis. An up-to-date list of biological tissues and organs in which disorders produce texture changes that may be used to spot disease onset and progression is provided. Finally, the role of texture analysis methods as biomarkers of disease is summarised.
纹理分析及其在生物医学成像中的应用综述
纹理分析描述了量化强度和图案变化的各种图像分析技术。本文概述了几种纹理分析方法,阐述了支持它们的基本原理、优点、缺点和应用。这项调查“;其重点是收集和分类50多年来对纹理分析的积极研究。文中简要介绍了不同的方法,并给出了应用实例。从广泛的纹理分析应用来看;最后的重点是生物医学图像分析。提供了一份最新的生物组织和器官列表,其中疾病会产生纹理变化,可用于发现疾病的发作和进展。最后,总结了纹理分析方法作为疾病生物标志物的作用。
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来源期刊
IEEE Reviews in Biomedical Engineering
IEEE Reviews in Biomedical Engineering Engineering-Biomedical Engineering
CiteScore
31.70
自引率
0.60%
发文量
93
期刊介绍: IEEE Reviews in Biomedical Engineering (RBME) serves as a platform to review the state-of-the-art and trends in the interdisciplinary field of biomedical engineering, which encompasses engineering, life sciences, and medicine. The journal aims to consolidate research and reviews for members of all IEEE societies interested in biomedical engineering. Recognizing the demand for comprehensive reviews among authors of various IEEE journals, RBME addresses this need by receiving, reviewing, and publishing scholarly works under one umbrella. It covers a broad spectrum, from historical to modern developments in biomedical engineering and the integration of technologies from various IEEE societies into the life sciences and medicine.
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