激光与光电子学进展, 2021, 58 (8): 0800002, 网络出版: 2021-04-12
基于红外热成像的早期疾病检测技术的研究进展 下载: 1283次
Research Progress of Early Disease Detection Technology Based on Infrared Thermography
成像系统 红外热成像技术 早期疾病检测 无损检测 医学图像识别 深度学习 imaging systems infrared thermography early disease detection nondestructive testing medical image recognition deep learning
摘要
通过疾病的早期筛查,制定针对性治疗方案的精准医疗已成为医学发展的重要趋势。医学影像学检测是实现精准医疗的重要基础。疾病初期无明显表征,采用常规检测方法进行诊断具有一定的局限性,但机体会表现出异常的温度分布,红外热成像技术可以灵敏地检测出温度的变化,因此将其应用于早期疾病检测成为国内外的研究热点。本文首先介绍了当前医学影像学检测手段(如X线检查、超声、磁共振成像)的优缺点,重点介绍了红外热成像技术用于疾病检测的原理;然后对红外热成像技术和先进图像识别技术在早期疾病检测识别领域的国内外现状进行阐述,对比分析了红外热成像技术在早期疾病检测中的优缺点,其优点是无损、快速、准确率高,缺点是所需数据量大、图像处理算法性能差。将红外热成像技术与深度学习相结合对早期疾病进行无损检测,将成为今后的主要研究方向。
Abstract
Through the early screening of diseases, the development of targeted treatment programs of precision medicine has been essential to medical development. Medical imaging detection is an important foundation for precision medicine. There is no obvious characterization in the early stage of the disease, thus, the conventional detection method has certain limitations, but the body will show abnormal temperature distribution, and infrared thermography can detect the change of temperature sensitively. So, its application in early disease detection has attracted significant attention. In this study, the advantages and disadvantages of X-ray examination, ultrasound, magnetic resonance imaging, and other medical imaging detection methods, especially the mechanism of infrared thermography applied to disease detection, are introduced. Then, it systematically expounds on the domestic and foreign current situation of infrared thermography and advanced image recognition technology in early disease detection and recognition. It analyzes the advantages and disadvantages of infrared thermography in early disease detection, with the advantages of lossless, fast, and high accuracy and disadvantages such as the need for a large amount of data and poor performance of image processing algorithm. It suggested that the combination of infrared thermography and deep learning will be the main research direction in the future.
赵明珠, 张艳, 朱应燕. 基于红外热成像的早期疾病检测技术的研究进展[J]. 激光与光电子学进展, 2021, 58(8): 0800002. Mingzhu Zhao, Yan Zhang, Yingyan Zhu. Research Progress of Early Disease Detection Technology Based on Infrared Thermography[J]. Laser & Optoelectronics Progress, 2021, 58(8): 0800002.