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Synergetic use of thermal and visible imaging techniques for contactless and unobtrusive breathing measurement

机译:协同使用热成像技术和可见光成像技术进行非接触式和非阻塞式呼吸测量

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摘要

036006.1-036006.11%We present a dual-mode imaging system operating on visible and long-wave infrared wavelengths for achieving the noncontact and nonobtrusive measurements of breathing rate and pattern, no matter whether the subjects use the nose and mouth simultaneously, alternately, or individually when they breathe. The improved classifiers in tandem with the biological characteristics outperformed the custom cascade classifiers using the Viola-Jones algorithm for the cross-spectrum detection of face and nose as well as mouth. In terms of breathing rate estimation, the results obtained by this system were verified to be consistent with those measured by reference method via the Bland-Altman plot with 95% limits of agreement from -2.998 to 2.391 and linear correlation analysis with a correlation coefficient of 0.971, indicating that this method was acceptable for the quantitative analysis of breathing. In addition, the breathing waveforms extracted by the dual-mode imaging system were basically the same as the corresponding standard breathing sequences. Since the validation experiments were conducted under challenging conditions, such as the significant positional and abrupt physiological variations, we stated that this dual-mode imaging system utilizing the respective advantages of RGB and thermal cameras was a promising breathing measurement tool for residential care and clinical applications.
机译:036006.1-036006.11%我们提供了一种双模成像系统,可在可见光和长波红外波长上运行,以实现呼吸速率和模式的非接触式和非阻塞式测量,无论受试者是同时,交替还是单独使用鼻子和嘴巴当他们呼吸时。使用Viola-Jones算法对面部和鼻子以及嘴巴进行交叉频谱检测,改进后的分类器具有生物学特性,其性能优于自定义级联分类器。在呼吸速率估计方面,通过Bland-Altman图(具有从-2.998到2.391的95%一致极限)和线性相关分析(相关系数为0),验证了该系统获得的结果与参考方法测得的结果一致。 0.971,表明此方法可用于呼吸的定量分析。此外,双模式成像系统提取的呼吸波形与相应的标准呼吸序列基本相同。由于验证实验是在具有挑战性的条件下进行的,例如明显的位置变化和突然的生理变化,因此我们指出,这种利用RGB和热像仪各自优点的双模成像系统是用于居住护理和临床应用的有前途的呼吸测量工具。

著录项

  • 来源
    《Journal of biomedical optics》 |2017年第3期|198-208|共11页
  • 作者单位

    Shanghai Jiao Tong University, Institute of Image Communication and Information Processing, Shanghai, China;

    Shanghai Jiao Tong University, Institute of Image Communication and Information Processing, Shanghai, China;

    Shanghai Jiao Tong University, Institute of Image Communication and Information Processing, Shanghai, China;

    Shanghai Jiao Tong University, Institute of Image Communication and Information Processing, Shanghai, China;

    Shanghai Jiao Tong University, Institute of Image Communication and Information Processing, Shanghai, China;

    Shanghai Jiao Tong University, Institute of Image Communication and Information Processing, Shanghai, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    thermal imaging; dual-mode imaging; respiration measurement; noncontact techniques;

    机译:热成像双模成像呼吸测量非接触技术;

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