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
LL完成签到,获得积分10
1秒前
共享精神应助佰斯特威采纳,获得10
1秒前
六六发布了新的文献求助30
1秒前
2秒前
zk完成签到 ,获得积分10
2秒前
李木头完成签到,获得积分10
2秒前
2秒前
orixero应助搞怪的滑板采纳,获得10
3秒前
3秒前
大个应助夜包子123采纳,获得10
3秒前
善良香岚发布了新的文献求助10
3秒前
3秒前
4秒前
4秒前
5秒前
刘牛子应助科研通管家采纳,获得10
5秒前
上官若男应助科研通管家采纳,获得50
5秒前
ddd完成签到,获得积分10
5秒前
852应助科研通管家采纳,获得10
5秒前
情怀应助科研通管家采纳,获得10
5秒前
顾矜应助科研通管家采纳,获得10
5秒前
英姑应助Wind采纳,获得10
5秒前
Akim应助科研通管家采纳,获得10
5秒前
5秒前
6秒前
6秒前
6秒前
7秒前
隐形曼青应助RS6采纳,获得10
7秒前
8秒前
zyt发布了新的文献求助10
8秒前
负负得正发布了新的文献求助10
8秒前
xiankanyun发布了新的文献求助10
9秒前
林dage完成签到,获得积分10
9秒前
9秒前
KoamBggOIp发布了新的文献求助10
9秒前
9秒前
如意白山发布了新的文献求助10
10秒前
筷碗发布了新的文献求助10
10秒前
10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
Metallurgy at high pressures and high temperatures 2000
Tier 1 Checklists for Seismic Evaluation and Retrofit of Existing Buildings 1000
PowerCascade: A Synthetic Dataset for Cascading Failure Analysis in Power Systems 1000
The Organic Chemistry of Biological Pathways Second Edition 1000
Signals, Systems, and Signal Processing 610
An Introduction to Medicinal Chemistry 第六版习题答案 600
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 6333054
求助须知:如何正确求助?哪些是违规求助? 8149761
关于积分的说明 17107747
捐赠科研通 5388822
什么是DOI,文献DOI怎么找? 2856801
邀请新用户注册赠送积分活动 1834281
关于科研通互助平台的介绍 1685299