National Library of Medicine, National Institutes of Health, Bethesda, MD 20894, USA;
Quant Imaging Med Surg. 2013 Apr;3(2):89-99. doi: 10.3978/j.issn.2223-4292.2013.04.03.
Tuberculosis (TB) is a major global health threat. An estimated one-third of the world's population has a history of TB infection, and millions of new infections are occurring every year. The advent of new powerful hardware and software techniques has triggered attempts to develop computer-aided diagnostic systems for TB detection in support of inexpensive mass screening in developing countries. In this paper, we describe the medical background of TB detection in chest X-rays and present a survey of the recent approaches using computer-aided detection. After a thorough research of the computer science literature for such systems or related methods, we were able to identify 16 papers, including our own, written between 1996 and early 2013. These papers show that TB screening is a challenging task and an open research problem. We report on the progress to date and describe experimental screening systems that have been developed.
结核病(TB)是一个重大的全球健康威胁。据估计,世界上有三分之一的人口有过结核病感染史,并且每年都有数百万人新感染。新的强大硬件和软件技术的出现引发了人们尝试开发计算机辅助诊断系统来帮助检测结核病,以支持在发展中国家进行廉价的大规模筛查。在本文中,我们描述了在胸部 X 光片中检测结核病的医学背景,并对最近使用计算机辅助检测的方法进行了综述。在对这些系统或相关方法的计算机科学文献进行了彻底研究之后,我们能够确定自 1996 年至 2013 年初期间发表的 16 篇论文,其中包括我们自己的论文。这些论文表明,结核病筛查是一项具有挑战性的任务,也是一个尚未解决的研究问题。我们报告了迄今为止的进展,并描述了已开发的实验性筛查系统。