Image Based Contactless Blood Pressure Assessment using Pulse Transit Time

被引:0
|
作者
Huang, Po-Wei [1 ]
Lin, Chun-Hao [1 ]
Chung, Meng-Liang [2 ]
Lin, Tzu-Min [3 ]
Wu, Bing-Fei [2 ]
机构
[1] NCTU, Inst Elect & Control Engn, Hsinchu 300, Taiwan
[2] NCTU, Dept Elect & Comp Engn, Hsinchu, Taiwan
[3] Taipei Med Univ Hosp, Dept Internal Med, Div Rheumatol Immunol & Allergy, Taipei 110, Taiwan
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中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recent years have seen increased attention being given to Blood Pressure (BP) monitoring. Among all kinds of measurements, the monitors based on Pulse Transit Time (PTT) have gain plenty of attention due to its continuous and cuffless features. Additionally, several studies proposed a fancy way to estimate photoplethysmography (PPG) signal simply via a regular webcam. Nevertheless, literatures on issues of integrating these two advanced techniques have emerged on a slowly and scattered way. Furthermore, accuracy of BP prediction model based on PTT is often limited due to the lack of data. To address the above-mentioned problems, we proposed an image based BP measurement algorithm using k-nearest neighbor and transfer learning results from MIMICII database to real task. The study also introduces newly defined PTT features which are especially suitable for image based PPG and domain adaptation. Compared with the state-of-the-art algorithm, root mean square error of SBP evaluation has been reduced from 15.08 to 14.02.
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页数:6
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