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Comparison of video-based methods for respiration rhythm measurement

机译:基于视频的呼吸节律测量方法的比较

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The aim of this work is to characterize the differences in the respiratory rhythm obtained through three video based methods by comparing the obtained respiratory signals with the one obtained with the gold standard method in adult population. The analysed methods are an RGB camera, a depth camera and a thermal camera while the gold standard is an inductive thorax plethysmography system (Respiband system from BioSignals Plux).21 healthy subjects where measured, performing 4 tests for each subject. The respiratory rhythm and its variability was obtained from the four respiratory signals (3 video methods and gold standard). The signal acquisition was performed with custom and proprietary algorithms. To characterize the respiratory rhythm and its variability obtained with the different video sources and gold standard, the instantaneous frequency, Bland-Altman plots and standard deviation of the error between video methods and the gold standard have been computed.The depth and RGB camera present high agreement with no statistical differences between them, with errors when comparing with the gold standard in the range of mHz. The thermal camera performs poorly if compared with the two other methods, nevertheless it cannot be discarded directly because some errors produced by the subjects head movement could not be corrected.From these results we conclude that the depth and RGB camera, and their respective acquisition algorithms, can be used in controlled conditions to measure respiration rhythm and its variability. The thermal camera on the other hand, although it cannot be discarded directly, performed poorly if compared with the other two methods. Further studies are needed to confirm that these methods can be used in real life conditions. (C) 2019 Elsevier Ltd. All rights reserved.
机译:这项工作的目的是通过比较成人中获得的呼吸信号与金标准方法获得的呼吸信号,来表征通过三种基于视频的方法获得的呼吸节律的差异。分析的方法是RGB照相机,深度照相机和热像仪,而黄金标准是感应式胸腔容积描记系统(BioSignals Plux的Respiband系统)。21位健康受试者进行了测量,每个受试者进行4次测试。从四个呼吸信号(3个视频方法和黄金标准)获得了呼吸节律及其变异性。信号采集使用定制和专有算法执行。为了表征在不同视频源和黄金标准下获得的呼吸节律及其变异性,计算了视频方法和黄金标准之间的瞬时频率,Bland-Altman图和误差标准偏差。两者之间无统计学差异,与mHz范围内的黄金标准比较时有误差。如果与其他两种方法相比,热像仪的性能较差,但由于无法校正对象头部运动所产生的一些误差,因此无法直接丢弃它。根据这些结果,我们得出结论,深度和RGB相机及其各自的采集算法可以在受控条件下使用,以测量呼吸节律及其变异性。另一方面,热像仪虽然不能直接丢弃,但与其他两种方法相比,性能较差。需要进一步的研究以确认这些方法可以在现实生活中使用。 (C)2019 Elsevier Ltd.保留所有权利。

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