A New Framework for Robust Heart Rate Measurement Based on the Head Motion State Estimation

计算机科学 人工智能 计算机视觉 运动估计 运动(物理) 估计 方向(向量空间) 卡尔曼滤波器 运动分析 国家(计算机科学) 模式识别(心理学) 算法
作者
JongSong Ryu,SunChol Hong,Shili Liang,SinIl Pak,Qingyue Chen,Shifeng Yan
出处
期刊:IEEE Journal of Biomedical and Health Informatics [Institute of Electrical and Electronics Engineers]
卷期号:25 (9): 3428-3437
标识
DOI:10.1109/jbhi.2021.3083917
摘要

It is of great significance in managing human health, preventing and curing diseases such as heart disease to measure and monitor the physiological parameters accurately and robustly. However, imaging photoplethysmography (iPPG) can be easily affected by the ambient illumination variations or the subject's motions. In this paper, therefore, a novel framework of heart rate (HR) measurement robust to both illumination and motion artefacts is proposed, which combines the projection-plane-switching-based iPPG method (2PS) with the singular spectrum analysis (SSA). Based on the estimation of the head motion state, one reasonable projection plane is firstly determined, the temporally normalized red-green-blue signals are projected onto the plane and a pulse signal is obtained by alpha-tuning. After that, singular spectrum analysis (SSA) is applied to the obtained pulse signal and the normalized B-channel signal of the facial region of interest (ROI) to remove the artefacts remained in the pulse signal. For the self-collected database and the public PURE database, Bland-Altman plots show that the proposed 2PS-SSA has better agreement than the five compared methods, where the mean biases are 0.59 beat per minute (bpm) and 0.034 bpm, with 95% limits from −2.59 bpm to 3.78 bpm and from -1.97 bpm to 2.04 bpm, respectively.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
1秒前
molihuakai应助缥缈之桃采纳,获得10
2秒前
精明的悟空完成签到,获得积分10
2秒前
3秒前
myc641完成签到 ,获得积分10
3秒前
怡然的以柳完成签到,获得积分10
3秒前
3秒前
3秒前
star完成签到 ,获得积分10
3秒前
娇气的思远完成签到,获得积分10
4秒前
lay发布了新的文献求助10
4秒前
4秒前
搜集达人应助Hahahahahahah采纳,获得10
5秒前
慕青应助meteor采纳,获得20
5秒前
5秒前
liao完成签到 ,获得积分10
6秒前
6秒前
CJZ完成签到 ,获得积分10
7秒前
7秒前
张发胜发布了新的文献求助10
7秒前
棒棒发布了新的文献求助10
7秒前
田様应助科研通管家采纳,获得10
7秒前
终抵星空完成签到,获得积分10
8秒前
大模型应助科研通管家采纳,获得10
8秒前
kk应助科研通管家采纳,获得10
8秒前
8秒前
8秒前
Yixiaofei完成签到,获得积分10
8秒前
李爱国应助科研通管家采纳,获得10
8秒前
8秒前
丘比特应助科研通管家采纳,获得10
8秒前
乐乐应助科研通管家采纳,获得10
8秒前
8秒前
领导范儿应助科研通管家采纳,获得10
8秒前
顾矜应助科研通管家采纳,获得10
8秒前
orixero应助科研通管家采纳,获得10
8秒前
天天快乐应助科研通管家采纳,获得10
8秒前
英姑应助zsj采纳,获得10
8秒前
8秒前
彭于晏应助科研通管家采纳,获得10
8秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Picture this! Including first nations fiction picture books in school library collections 2000
The Cambridge History of China: Volume 4, Sui and T'ang China, 589–906 AD, Part Two 1500
Cowries - A Guide to the Gastropod Family Cypraeidae 1200
Quality by Design - An Indispensable Approach to Accelerate Biopharmaceutical Product Development 800
Pulse width control of a 3-phase inverter with non sinusoidal phase voltages 777
ON THE THEORY OF BIRATIONAL BLOWING-UP 666
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6393532
求助须知:如何正确求助?哪些是违规求助? 8208624
关于积分的说明 17379243
捐赠科研通 5446615
什么是DOI,文献DOI怎么找? 2879687
邀请新用户注册赠送积分活动 1856137
关于科研通互助平台的介绍 1698939