Thermal and RGB-D Imaging for Necrotizing Enterocolitis Detection

Yangyu Shi, P. Payeur, M. Frize, E. Bariciak
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引用次数: 10

Abstract

Necrotizing enterocolitis (NEC) is a severe condition in neonates, typically involving inflammation in the small intestine. In this paper, a novel automated image acquisition and analysis system combining an infrared thermal camera with a RGB-D sensor is proposed for detection of NEC in preterm newborns. Calibration procedures are defined to ensure frame synchronization and observation consistency among the color, depth and infrared images. Segmentation and extraction of the body are automatically performed on the infrared image with the help of the additional color and depth information collected by the RGB-D sensor. Automated analysis of the temperature distribution over the entire abdominal region minimizes interference from manual intervention and facilitates operation in a clinical environment. An experimental comparison of temperature distribution in normal babies and those with NEC demonstrates encouraging initial results.
热成像和RGB-D成像检测坏死性小肠结肠炎
坏死性小肠结肠炎(NEC)是新生儿的一种严重疾病,通常涉及小肠炎症。本文提出了一种结合红外热像仪和RGB-D传感器的新型自动图像采集和分析系统,用于检测早产儿NEC。定义了校准程序,以确保帧同步和颜色、深度和红外图像之间的观测一致性。借助RGB-D传感器采集的附加颜色和深度信息,自动对红外图像进行人体分割和提取。整个腹部温度分布的自动分析减少了人工干预的干扰,并简化了临床环境下的操作。正常婴儿和NEC婴儿体温分布的实验比较显示了令人鼓舞的初步结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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