Non-contact Heart Rate Monitoring: A Comparative Study of Computer Vision and Radar Approaches

模态(人机交互) 计算机科学 模式 雷达 基本事实 人工智能 实时计算 雷达系统 模拟 计算机视觉 电信 社会科学 社会学
作者
Gengqian Yang,Benjamin Metcalfe,Robert J. Watson,A.N. Evans
出处
期刊:Lecture Notes in Computer Science 卷期号:: 74-87
标识
DOI:10.1007/978-3-031-44137-0_7
摘要

The Heart Rate (HR) is a vital sign that is used to assess the physical and mental state of an individual. There is a growing interest in incorporating HR measurement into Driver Monitoring Systems (DMS), providing physiological measurements to help address long-existing road safety issues by minimising human error. In real-world driving scenarios, the HR must be measured using non-contact approaches that avoid distracting or restricting the driver. The most common approaches to non-contact HR measurement use either computer vision (CV) or mm-wave radar, both showing acceptable performances in controlled studies. However, the relative merits of different sensor modalities for real-world scenarios remain unclear, and the potential benefits of a combined approach are unquantified. To address these questions, this paper first proposes and implements non-contact HR measurement architectures for both CV and mm-wave radar systems and characterises their HR estimation performance, using electrocardiography (ECG) to provide ground truth measurements. The effects of distance to sensors and of illumination variations on HR estimation are also studied, showing the relative errors for both modalities to be less than 0.5% for the distances found in practical DMS. These results also highlight the distinctive characteristics of each modality and the benefits of a multi-modality approach for DMS.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
吴云鹏完成签到,获得积分10
1秒前
大个应助jackie采纳,获得20
3秒前
个性的糖豆发布了新的文献求助150
3秒前
xiaojia完成签到,获得积分10
3秒前
小马甲应助科研通管家采纳,获得10
3秒前
搜集达人应助科研通管家采纳,获得10
3秒前
搜集达人应助科研通管家采纳,获得30
3秒前
Akim应助科研通管家采纳,获得10
3秒前
Owen应助annali采纳,获得10
3秒前
SciGPT应助科研通管家采纳,获得10
4秒前
柯一一应助科研通管家采纳,获得10
4秒前
Orange应助科研通管家采纳,获得10
4秒前
4秒前
NexusExplorer应助科研通管家采纳,获得10
4秒前
顾矜应助科研通管家采纳,获得10
4秒前
4秒前
领导范儿应助科研通管家采纳,获得10
4秒前
充电宝应助科研通管家采纳,获得10
5秒前
星辰大海应助科研通管家采纳,获得10
5秒前
5秒前
5秒前
赘婿应助科研通管家采纳,获得10
5秒前
5秒前
5秒前
5秒前
深情安青应助子苇采纳,获得10
5秒前
xiaojia发布了新的文献求助10
7秒前
11秒前
花城完成签到 ,获得积分10
11秒前
12秒前
alpv完成签到,获得积分10
12秒前
皇城有饭局完成签到,获得积分10
13秒前
小苹果完成签到,获得积分10
15秒前
16秒前
林123a发布了新的文献求助10
16秒前
hugo发布了新的文献求助10
18秒前
搜集达人应助璨澄采纳,获得30
18秒前
cosy发布了新的文献求助10
20秒前
qiu完成签到 ,获得积分10
21秒前
longh完成签到,获得积分10
21秒前
高分求助中
Ophthalmic Equipment Market by Devices(surgical: vitreorentinal,IOLs,OVDs,contact lens,RGP lens,backflush,diagnostic&monitoring:OCT,actorefractor,keratometer,tonometer,ophthalmoscpe,OVD), End User,Buying Criteria-Global Forecast to2029 2000
A new approach to the extrapolation of accelerated life test data 1000
Cognitive Neuroscience: The Biology of the Mind 1000
ACSM’s Guidelines for Exercise Testing and Prescription, 12th edition 588
不知道标题是什么 500
Christian Women in Chinese Society: The Anglican Story 500
A Preliminary Study on Correlation Between Independent Components of Facial Thermal Images and Subjective Assessment of Chronic Stress 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3962134
求助须知:如何正确求助?哪些是违规求助? 3508388
关于积分的说明 11140655
捐赠科研通 3241036
什么是DOI,文献DOI怎么找? 1791184
邀请新用户注册赠送积分活动 872809
科研通“疑难数据库(出版商)”最低求助积分说明 803371