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Non-Contact Respiratory Monitoring Using an RGB Camera for Real-World Applications

机译:使用RGB相机进行真实世界应用的非接触式呼吸监测

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摘要

Respiratory monitoring is receiving growing interest in different fields of use, ranging from healthcare to occupational settings. Only recently, non-contact measuring systems have been developed to measure the respiratory rate (fR) over time, even in unconstrained environments. Promising methods rely on the analysis of video-frames features recorded from cameras. In this work, a low-cost and unobtrusive measuring system for respiratory pattern monitoring based on the analysis of RGB images recorded from a consumer-grade camera is proposed. The system allows (i) the automatized tracking of the chest movements caused by breathing, (ii) the extraction of the breathing signal from images with methods based on optical flow (FO) and RGB analysis, (iii) the elimination of breathing-unrelated events from the signal, (iv) the identification of possible apneas and, (v) the calculation of fR value every second. Unlike most of the work in the literature, the performances of the system have been tested in an unstructured environment considering user-camera distance and user posture as influencing factors. A total of 24 healthy volunteers were enrolled for the validation tests. Better performances were obtained when the users were in sitting position. FO method outperforms in all conditions. In the fR range 6 to 60 breaths/min (bpm), the FO allows measuring fR values with bias of −0.03 ± 1.38 bpm and −0.02 ± 1.92 bpm when compared to a reference wearable system with the user at 2 and 0.5 m from the camera, respectively.
机译:呼吸监测正在接受对不同使用领域的兴趣,从医疗保健到职业环境。据最近,已经开发了非接触式测量系统以在不受约束的环境中随着时间的推移测量呼吸速率(FR)。有希望的方法依赖于从摄像机记录的视频框架特征的分析。在这项工作中,提出了一种基于消费者级相机记录的RGB图像分析的呼吸模式监测的低成本和不显眼的测量系统。该系统允许(i)通过呼吸引起的胸部运动的自动化跟踪,(ii)从基于光学流量(FO)和RGB分析的方法从图像中提取呼吸信号,(iii)消除呼吸无关来自信号的事件,(iv)鉴定可能的呼吸暂停,(v)每秒计算FR值。与文献中的大部分工作不同,考虑用户摄像机距离和用户姿势作为影响因素,在一个非结构化环境中测试了系统的性能。共有24个健康的志愿者参加了验证测试。当用户处于坐姿时获得更好的表演。 FO方法在所有条件下优于效果。在FR范围6至60呼吸/分钟/分钟(BPM)中,与使用2和0.5米的参考可穿戴系统相比,FO允许测量-0.03±1.38bpm的偏差和-0.02±1.92bpm。相机分别。

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