题名 | Surveillance Camera-based Cardio-respiratory Monitoring for Critical Patients in ICU |
作者 | |
DOI | |
发表日期 | 2022
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ISSN | 2641-3590
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ISBN | 978-1-6654-8792-4
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会议录名称 | |
页码 | 1-4
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会议日期 | 27-30 Sept. 2022
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会议地点 | Ioannina, Greece
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摘要 | Camera-based vital signs monitoring has been extensively researched in non-medical fields in recent years. Intensive Care Unit (ICU) typically requires continuous monitoring of patients' physiology for alarming the emergency such as patient deterioration or delirium. In this paper, we propose to use the surveillance closed-circuit television (CCTV) cameras installed in ICU for cardio-respiratory monitoring of critically-ill patients, thus created a first clinical video dataset (including 10 deteriorated patients) in ICU using CCTV cameras. Along with the dataset, a video processing framework with the latest core algorithms designed for pulse and respiratory signal extraction has been demonstrated. A joint Region-of-Interest optimization approach using pulsatile living-skin maps and respiratory maps was proposed to improve the vital signs monitoring for ICU patients. A motion intensity based quality metric was designed to reject measurement outliers induced by patient motion or nurse operation. Based on the valid measurements selected by the metric, the overall Mean Absolute Error for heart rate is 1.7 bpm, and for breathing rate is 1.6 bpm. Preliminary clinical validations show that robust cardio-respiratory monitoring is indeed feasible for CCTV cameras in ICU, and such a warding solution can be quickly integrated into current hospital information systems for large-scale deployment, by leveraging the existing hardware and infrastructures of the Internet of Medical Things. |
关键词 | |
学校署名 | 第一
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相关链接 | [IEEE记录] |
来源库 | IEEE
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全文链接 | https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9926954 |
引用统计 |
被引频次[WOS]:7
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成果类型 | 会议论文 |
条目标识符 | http://sustech.caswiz.com/handle/2SGJ60CL/412119 |
专题 | 工学院_生物医学工程系 |
作者单位 | 1.Department of Biomedical Engineering, Southern University of Science and Technology, China 2.Intensive Care Unit, The Third People's Hospital of Shenzhen, China |
第一作者单位 | 生物医学工程系 |
第一作者的第一单位 | 生物医学工程系 |
推荐引用方式 GB/T 7714 |
Haowen Wang,Jia Huang,Guowei Wang,et al. Surveillance Camera-based Cardio-respiratory Monitoring for Critical Patients in ICU[C],2022:1-4.
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条目包含的文件 | 条目无相关文件。 |
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