Radar-Based Eyeblink Detection Under Various Conditions

Xinze Zhang, W. Brahim, Mingyang Fan, Jianhua Ma, Muxin Ma, Alex Qi
{"title":"Radar-Based Eyeblink Detection Under Various Conditions","authors":"Xinze Zhang, W. Brahim, Mingyang Fan, Jianhua Ma, Muxin Ma, Alex Qi","doi":"10.1145/3587828.3587855","DOIUrl":null,"url":null,"abstract":"This paper aims to assess the ability of Frequency Modulated Continuous Wave (FMCW) radar to detect blinks not only in direct facing and limited-range situations but also by exploring different factors that may affect the accuracy of the detection process such as distance, angle, and movement. To achieve this, we propose a three-layered processing chain that relies on the use of Adaptive Variational Mode Decomposition (AVMD) algorithm to extract the blink signal as it can correctly separate it from complex radar reflections. We use an off-the-shelf FMCW radar operating at 77 GHz from Texas Instruments (TI) to perform several experiments and evaluate the feasibility of blink detection in each scenario, including distances up to 1.2 meters, different angles, while chewing gum, and across different subjects. The evaluation results show that FMCW radar combined with our processing chain can detect eyeblinks correctly under different conditions and farther distances than previous works.","PeriodicalId":340917,"journal":{"name":"Proceedings of the 2023 12th International Conference on Software and Computer Applications","volume":"34 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-02-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2023 12th International Conference on Software and Computer Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3587828.3587855","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

This paper aims to assess the ability of Frequency Modulated Continuous Wave (FMCW) radar to detect blinks not only in direct facing and limited-range situations but also by exploring different factors that may affect the accuracy of the detection process such as distance, angle, and movement. To achieve this, we propose a three-layered processing chain that relies on the use of Adaptive Variational Mode Decomposition (AVMD) algorithm to extract the blink signal as it can correctly separate it from complex radar reflections. We use an off-the-shelf FMCW radar operating at 77 GHz from Texas Instruments (TI) to perform several experiments and evaluate the feasibility of blink detection in each scenario, including distances up to 1.2 meters, different angles, while chewing gum, and across different subjects. The evaluation results show that FMCW radar combined with our processing chain can detect eyeblinks correctly under different conditions and farther distances than previous works.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于雷达的不同条件下眨眼检测
本文旨在评估调频连续波(FMCW)雷达在直视和有限距离情况下检测眨眼的能力,并探索可能影响检测过程准确性的不同因素,如距离、角度和运动。为了实现这一目标,我们提出了一个三层处理链,该处理链依赖于使用自适应变分模态分解(AVMD)算法来提取闪烁信号,因为它可以正确地将其从复杂的雷达反射中分离出来。我们使用德州仪器(TI)的现成的77 GHz FMCW雷达进行了几次实验,并评估了每种情况下眨眼检测的可行性,包括距离高达1.2米,不同角度,嚼口香糖时,以及不同主题。评估结果表明,结合我们的处理链,FMCW雷达在不同条件和距离下都能正确检测眨眼。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
The Use of Dynamic n-Gram to Enhance TF-IDF Features Extraction for Bahasa Indonesia Cyberbullying Classification Development of IT Equipment Management Methodology based on Carbon Emission and End-of-Life Period with A Design Thinking Approach: Case Study: Bandung Institute of Technology Formal Specification and Model Checking of Raft Leader Election in Maude* An Ontology-based Modeling for Classifying Risk of Suicidal Behavior String Figure Simulation with Multiresolution Wire Model
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1