Abstract

The increasing number of people with hypertension worldwide has become a matter of grave concern. Blood pressure monitoring using a non-contact measurement technique is expected to detect and control this medical condition. Previous studies have estimated blood pressure variations following an acute stress response based on facial thermal images obtained from infrared thermography devices. However, a non-contact resting blood pressure estimation method is required because blood pressure is generally measured in the resting state without inducing acute stress. Day-long blood pressure variations include short-term variations due to acute stress and long-term variations in circadian rhythms. The aim of this study is to estimate resting blood pressure from facial thermal images by separating and excluding short-term variations related to acute stress. To achieve this, short-term blood pressure variations components related to acute stress on facial thermal images were separated using independent component analysis. Resting blood pressure was estimated with the extracted independent components excluding the short-term components using multiple regression analysis. The results show that the proposed approach can accurately estimate resting blood pressure from facial thermal images, with a 9.90 mmHg root mean square error. In addition, features related to resting blood pressure were represented in the nose, lip, and cheek regions.

Highlights

  • The increasing number of people suffering from hypertension constitutes a social problem

  • The vertical axis, horizontal axis, and error bars indicate the mean value of mean arterial pressure (MAP), time for 3 days, and standard error, respectively

  • independent component analysis (ICA) was applied to the facial thermal images (FTIs) to extract features related to acute stress blood pressure variations

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Summary

Introduction

The increasing number of people suffering from hypertension constitutes a social problem. Hypertension is a major risk factor for cardiovascular diseases and is associated with unhealthy lifestyle behaviors [1]. Blood pressure monitoring is important for prevention or early detection of these diseases. The conventional blood pressure measurement method applied pressure using a cuff attached to the finger or upper arm. This method has several disadvantages, such as personal discomfort and inability to continuously monitor blood pressure variations.

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