放射学中的图像质量标准化:对文物,可变性和特征稳定性的系统审查
Francesco Felicetti1, Francesco Lamonaca1,2, Domenico Luca Carnì1
1Department of Computer Engineering, Modeling, Electronics and Systems Engineering, University of Calabria, Ponte P. Bucci, 87036 Rende, Italy.
Sensors (Basel, Switzerland)
|February 13, 2026
概括
图像质量评估 (IQA) 对可靠的放射学至关重要. 需要标准化的协议和新的指标来解决图像质量问题,例如噪音和影响放射性特征稳定的工件.
科学领域:
- 放射学 放射学是一门学科.
- 医疗成像医学成像
- 数据科学数据科学数据科学
背景情况:
- 放射学可以对医疗图像进行定量分析,以改善诊断.
- 图像质量评估 (IQA) 对放射学的可靠性和可重复性至关重要.
- 目前的IQA方法可能无法充分应对放射学特有的挑战.
研究的目的:
- 探索计量学在放射学图像质量评估中的作用.
- 确定影响放射性特征稳定的关键因素.
- 为了强调在放射学中需要标准化IQA的需要.
主要方法:
- 从PubMed,Scopus和IEEE Xplore (在2025年12月进行搜索) 搜索了约2万篇论文的系统文献评论.
- 收录标准:放射性特征提取和图像质量对特征强度的影响.
- 对105项的分析包括了各种成像模式的研究.
主要成果:
- 噪音,运动,获取/重建参数和文物是特征不稳定的关键来源.
- 在放射学研究中,IQA经常被忽视,尽管有报道称图像质量差的影响.
- 现有的IQA指标可能不足以用于放射学应用.
结论:
- 标准化的成像协议和强大的质量控制对于放射学来说至关重要.
- 迫切需要专门为放射学设计的新型图像质量指标.
- 改进的IQA将提高放射性分析的准确性和临床实用性.
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