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Dual Attention Network for Heart Rate and Respiratory Rate Estimation
[article]
2021
arXiv
pre-print
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We propose a convolutional neural network which leverages spatial attention and channel attention, which we call it dual attention network (DAN) to jointly estimate heart rate and respiratory rate with ...
Heart rate and respiratory rate measurement is a vital step for diagnosing many diseases. ...
Our proposed dual attention network structure can be used to estimate Blood Volume Pulse (BVP) for heart rate estimation or respiratory wave for respiratory rate estimation individually. ...
arXiv:2111.00390v1
fatcat:rri2eapqtvdhjfhkw3b3xnm22u
Dual-Lead 55 mm Impedance Pneumography
2020
Current Directions in Biomedical Engineering
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Based on our recent work on wearable IP, we propose a dual-lead, wearable IP setup with 55 mm electrode spacing to estimate respiratory flow and rate (RR). ...
AbstractIn recent years, respiratory monitoring has gained attention due to the high prevalence and severe consequences of sleep apnea, post-anesthesia respiratory instability and respiratory diseases. ...
Ethical approval: The research is approved by the TU Berlin Ethics Committee of the Department of Psychology and Ergonomics under the tracking number KL\_01\_20180117. ...
doi:10.1515/cdbme-2020-3052
fatcat:mwg72bdqefhzfjvn7dqjccvx6y
Estimation of vital signs from facial videos via video magnification and deep learning
2023
iScience
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Then, the steady part of the wave of each processed ROI is used for the extraction of features including heart rate, PTT, and features of pulse wave waveform. ...
To solve the common problems of rPPG including weak extracted signals, body movements, and generalization with limited data resources, we proposed a dual-path estimation method based on video magnification ...
network with a 3D-CBAM attention mechanism (CDCA-rPPGNet) for robust heart rate measurement. ...
doi:10.1016/j.isci.2023.107845
pmid:37790274
pmcid:PMC10542939
fatcat:c5oyvs72gnajbfts7jp32e2mcm
Dual-task performance in multimodal human-computer interaction: a psychophysiological perspective
2010
Multimedia tools and applications
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Heart rate, skin conductance, respiration and peripheral skin temperature were recorded in addition to objective performance measures and self-report questionnaires. ...
Analysis of psychophysiological responses found significant changes from baseline for both single-task and dual-task conditions. ...
The work was funded by the EU Information and Communication Technologies Collaborative Project MIMICS grant 215756 and additionally supported by the Slovenian Research Agency. ...
doi:10.1007/s11042-010-0619-7
fatcat:2yi3sqvdtngqraav6hhpfhk33y
Intelligent Prediction and Optimization Algorithm for Chronic Disease Rehabilitation in Sports Using Big Data
2021
Journal of Healthcare Engineering
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Using big data and deep learning (DL) in the sports domain, we propose a novel and intelligent prediction system for chronic diseases. ...
We explore the fundamental causes for the diversified needs and insufficient supply of chronic disease patients in professional medical services and daily care. ...
Inspired by the deep neural networks, we use a dual network tracking framework of the layered attention mechanism. ...
doi:10.1155/2021/9920421
pmid:34007431
pmcid:PMC8110381
fatcat:q3xic743uraoregeu26b2obpry
Physiological Parameters Monitoring System for Occupational Safety
2014
Elektronika ir Elektrotechnika
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Index Terms-ECG, heart rate, inductive plethysmography, respiratory rate, remote monitoring. ...
Remote computer evaluates one's health condition by tracking the abnormal deviations of the two main physiological parameters -heart rate and respiratory rate. ...
The basic accuracy of the monitor is 1 % for heart rate estimation and 2 % for respiratory rate estimation. ...
doi:10.5755/j01.eee.20.5.7100
fatcat:ei5rtua52zckvor3gfw277hjvu
Spatial heterogeneity of the relation between resting-state connectivity and blood flow: An important consideration for pharmacological studies
2012
Human Brain Mapping
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We tested this hypothesis by examining the relation between CBF and resting-state-network consistency (RSNC)-representing average intranetwork connectivity, determined from dual regression analysis with ...
Overall, we observed spatially heterogeneous relations between RSNC and CBF, and between the experimental factors (drug-by-time, time, drug and physiological rates) and each of these metrics. ...
ACKNOWLEDGMENTS The authors thank Evelinda Baerends and Remco Zoethout for the study design and execution; and Jordan Gross and Rene Post (CHDR) for assisting with the data acquisition. ...
doi:10.1002/hbm.22224
pmid:23281174
fatcat:6bs6ie6yiba7dondlbp2dsmpzy
Health sensing by wearable sensors and mobile phones: A survey
2014
2014 IEEE 16th International Conference on e-Health Networking, Applications and Services (Healthcom)
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attentions. ...
To tease out the technology advantages that address these challenges and diversities, this paper presented a survey on the state of the art of health sensing technologies using body sensor networks and ...
Via measuring body sound at the neck using continuous wavelet transformation, the heart rate and respiratory rate were estimated. Villalba et al. ...
doi:10.1109/healthcom.2014.7001885
dblp:conf/healthcom/SongWYL14
fatcat:yaf6xuig3jhpba2kipoelbxj5i
Combining Visible Light and Infrared Imaging for Efficient Detection of Respiratory Infections such as COVID-19 on Portable Device
[article]
2020
arXiv
pre-print
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Then, a bidirectional GRU neural network with attention mechanism is applied to the respiratory data to obtain the health screening result. ...
In this work, we perform the health screening through the combination of the RGB and thermal videos obtained from the dual-mode camera and deep learning architecture.We first accomplish a respiratory data ...
So far, thermal imaging has been used as a monitoring technology in a wide range of medical fields such as estimations of heart rate [10] and breathing rate [11] [12] [13] . ...
arXiv:2004.06912v1
fatcat:7bth6zqn35ajdcpoqcwwqkkuiq
Hemodynamic Monitoring in Acute Care
2020
Biomedical Engineering
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These changes are parametrized and fed into regression models, estimating the original blood pressure. ...
of unimodal pulse waves can enable noninvasive, continuous blood pressure estimation for cases where arterial catheterization is not justified. ...
We propose a dual-lead, wearable IP setup with 55 mm electrode spacing to estimate respiratory flow and rate (RR). ...
doi:10.1515/bmt-2020-6020
pmid:33578464
fatcat:3filzu6asvfnpfr5mwg36zhdlm
Alterations in autonomic tone during trauma exposure using eye movement desensitization and reprocessing (EMDR)—Results of a preliminary investigation
2008
Journal of Anxiety Disorders
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Onset of every stimulation/exposure period (n = 811) was marked and effects within and across stimulation sets on heart rate (HR), heart rate variability (HRV), pre-ejection period (PEP) and respiration ...
EMDR combines stimuli that evoke divided attention -e.g. eye movements -with exposure to traumatic memories. ...
HR = heart rate, RMSSD = root mean square of successive differences, PEP = pre-ejection period, RESP = respiration frequency. ...
doi:10.1016/j.janxdis.2008.01.007
pmid:18314305
fatcat:gr7omg5vvbeq5moc4x5ce3pai4
Considerations in the assessment of heart rate variability in biobehavioral research
2014
Frontiers in Psychology
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Firstly, both breathing and blood pressure regulation have their own relationship to social, emotional, and cognitive experiments -if this is the case are we observing heart rate (HR) changes as a consequence ...
Heart rate variability (HRV) refers to various methods of assessing the beat-to-beat variation in the heart over time, in order to draw inference on the outflow of the autonomic nervous system. ...
ACKNOWLEDGMENTS The authors thank Maja Elstad, Tobias Kaufmann, and Douglas Angus for helpful comments on an earlier version of this manuscript. ...
doi:10.3389/fpsyg.2014.00805
pmid:25101047
pmcid:PMC4106423
fatcat:ujwf3zul2ra77gmsvzgh4hffbe
Device Sensing: Sensors and Algorithms for Pacemakers and Implantable Cardioverter Defibrillators
2010
Circulation
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At the beginning of exercise, minute ventilation (the product of tidal volume and respiratory rate) but not respiratory rate increases proportionately to the workload and oxygen consumption. ...
Sensors for Rate Modulation Rate Modulation Studies in the 1970s demonstrated that adequate cardiac output during exercise predominantly relies on increases in heart rate, 5 especially if cardiac dysfunction ...
Acknowledgments We would like to thank Richard Troughton, MB ChB, PhD, FRACP, and Iain C. Melton, MB ChB, FRACP, Christchurch, New Zealand, ...
doi:10.1161/circulationaha.109.919704
pmid:20876446
fatcat:zqexaok2lbhutivf577olb5fqm
IEEE Access Special Section Editorial: Advanced Information Sensing and Learning Technologies for Data-Centric Smart Health Applications
2021
IEEE Access
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He has worked in industry for medical instrumentation and analysis companies interested in EMG, EEG, ECG and blood pressure, and the defense industry (aircraft instruments and radar). ...
His research interests include signal processing, stochastic estimation, applied system identification, and instrumentation, particularly applied to problems in medical engineering and human rehabilitation ...
and heart rate. ...
doi:10.1109/access.2021.3057527
fatcat:fpjlv5c4qfbdnp5aroj2srsqhq
2021 Index IEEE Journal of Biomedical and Health Informatics Vol. 25
2021
IEEE journal of biomedical and health informatics
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Departments and other items may also be covered if they have been judged to have archival value. The Author Index contains the primary entry for each item, listed under the first author's name. ...
The primary entry includes the coauthors' names, the title of the paper or other item, and its location, specified by the publication abbreviation, year, month, and inclusive pagination. ...
., +, JBHI June 2021 2162-2171 Neonatal Heart and Lung Sound Quality Assessment for Robust Heart and Breathing Rate Estimation for Telehealth Applications. ...
doi:10.1109/jbhi.2022.3140980
fatcat:ufig7b54gfftnj3mocspoqbzq4
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