IEEE Rev Biomed Eng. 2022;15:222-246. doi: 10.1109/RBME.2021.3115703. Epub 2022 Jan 20.
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.
纹理分析描述了多种图像分析技术,这些技术可以量化强度和模式的变化。本文概述了几种纹理分析方法,介绍了它们的基本原理、优缺点及应用。本综述的重点是收集和分类五十年以来关于纹理分析的活跃研究。本文还介绍了不同方法的简要描述及其应用实例。从广泛的纹理分析应用中,本综述的最终重点是生物医学图像分析。本文提供了一份最新的清单,列出了可能导致纹理变化的生物组织和器官疾病,这些变化可用于发现疾病的发生和进展。最后,总结了纹理分析方法作为疾病生物标志物的作用。