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生物医学应用微波成像技术的新兴范式:释放人工智能的力量

Nazish Khalid¹, Muhammad Zubair², Muhammad Qasim Mehmood³

¹Department of Electrical Engineering, Information Technology University of the Punjab, Lahore, Pakistan.

|July 3, 2025

概括

人工智能 (AI) 增强了医疗保健的微波成像 (MWI),提高了准确性和性能. 本综述探讨了人工智能辅助的MWI进步,挑战和医学诊断的未来潜力.

科学领域:

医疗成像医学成像
人工智能的人工智能
微波成像技术微波成像技术

背景情况:

微波成像 (MWI) 是一种正在发展中的非电离,具有成本效益的医学成像模式.
人工智能 (AI) 显著提高了医疗成像工具的功能.
人工智能和MWI之间的协同作用对于推进医疗诊断至关重要.

研究的目的:

探索人工智能算法的集成到MWI技术中.
提高MWI系统的准确性和整体性能.
提供人工智能辅助MWI的全面概述,包括历史背景,进展和挑战.

主要方法:

在MWI中对人工智能的代表性先前工作进行比较分析.
对医疗保健应用的MWI现有文献的审查.
检查人工智能在MWI技术中的协助.
人工智能辅助MWI开发的历史分类.

主要成果:

为了增强人工智能和MWI协同作用,存在各种方法.
突出了最先进的MWI技术及其历史背景.
人工智能辅助MWI的进步和挑战得到了批判性审查.
确定了对不同条件的概括等局限性.

结论:

人工智能集成对改善医疗保健中的MWI具有重大前景.
克服挑战对于AI辅助MWI的稳健临床应用至关重要.
预计MWI人工智能的未来创新将用于增强医疗诊断.

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