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An Estimation Method of Continuous Non-Invasive Arterial Blood Pressure Waveform Using Photoplethysmography: A U-Net Architecture-Based Approach

Tasbiraha Athaya, Sunwoong Choi
<span title="2021-03-07">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
In this paper, we propose a U-net deep learning architecture that uses fingertip PPG signal as input to estimate arterial BP (ABP) waveform non-invasively.  ...  The results show that the proposed method is an efficient process to estimate ABP waveform directly using fingertip PPG.  ...  Materials and Methods The overall architecture of our continuous and non-invasive ABP waveform estimation method is shown using a flow chart in Figure 4 .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s21051867">doi:10.3390/s21051867</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/33800106">pmid:33800106</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lfs2ejxuofgyjoxigzogqretri">fatcat:lfs2ejxuofgyjoxigzogqretri</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210309074152/https://res.mdpi.com/d_attachment/sensors/sensors-21-01867/article_deploy/sensors-21-01867-v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c6/58/c658d1cad534cf24e722a0347c9c97c88ab161a8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s21051867"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Genetic Deep Convolutional Autoencoder Applied for Generative Continuous Arterial Blood Pressure via Photoplethysmography

Muammar Sadrawi, Yin-Tsong Lin, Chien-Hung Lin, Bhekumuzi Mathunjwa, Shou-Zen Fan, Maysam F. Abbod, Jiann-Shing Shieh
<span title="2020-07-09">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
This study investigates the ability of a deep convolutional autoencoder (DCAE) to generate continuous arterial blood pressure (ABP) by only utilizing photoplethysmography (PPG).  ...  A total of 18 patients are utilized. LeNet-5- and U-Net-based DCAEs, respectively abbreviated LDCAE and UDCAE, are compared to the MP60 IntelliVue Patient Monitor, as the gold standard.  ...  Discussion Initially in this study, the PPG signal is trained by using DCAE models, LeNet and U-Net based models, to generate the continuous arterial blood pressure (ABP) signal.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s20143829">doi:10.3390/s20143829</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32660088">pmid:32660088</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/eq45aqtakzfv7fr3tq37ixw5zm">fatcat:eq45aqtakzfv7fr3tq37ixw5zm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210716202940/https://bura.brunel.ac.uk/bitstream/2438/21163/2/FullText.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/97/17/9717717bf4d3f731c12e1e55b313e71c3914e60a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s20143829"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Cuffless Blood Pressure Estimation Based on Monte Carlo Simulation Using Photoplethysmography Signals

Chowdhury Azimul Haque, Tae-Ho Kwon, Ki-Doo Kim
<span title="2022-02-04">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
After recording the photon intensities from the MCS over a certain range of blood pressure values, the actual photoplethysmography (PPG) signals were used to estimate blood pressure.  ...  Therefore, in this study, we propose a cuffless blood pressure estimation model based on Monte Carlo simulation (MCS).  ...  The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript, or in the publication of the results.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s22031175">doi:10.3390/s22031175</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/35161920">pmid:35161920</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8838459/">pmcid:PMC8838459</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lzuugswhgbe3vlkqnjnz7dnfk4">fatcat:lzuugswhgbe3vlkqnjnz7dnfk4</a> </span>
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Diagnostic Features and Potential Applications of PPG Signal in Healthcare: A Systematic Review

Malak Abdullah Almarshad, Md Saiful Islam, Saad Al-Ahmadi, Ahmed S. BaHammam
<span title="2022-03-16">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/7happfjl2zh5fbym2owb7p7kni" style="color: black;">Healthcare</a> </i> &nbsp;
All these encourage the researchers to estimate its feasibility as an alternative to many expansive, time-wasting, and invasive methods.  ...  We also highlight the potential impact of using PPG signals on an individual's quality of life and public health.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/healthcare10030547">doi:10.3390/healthcare10030547</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/35327025">pmid:35327025</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8950880/">pmcid:PMC8950880</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/o4l7bdpkanhyvpxcwej6zuxjue">fatcat:o4l7bdpkanhyvpxcwej6zuxjue</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220318095830/https://mdpi-res.com/d_attachment/healthcare/healthcare-10-00547/article_deploy/healthcare-10-00547.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/df/e4/dfe449f5d7a179d08ca07d2fe3819e00b4fe2ed2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/healthcare10030547"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8950880" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

A Shallow U-Net Architecture for Reliably Predicting Blood Pressure (BP) from Photoplethysmogram (PPG) and Electrocardiogram (ECG) Signals

Sakib Mahmud, Nabil Ibtehaz, Amith Khandakar, Anas M. Tahir, Tawsifur Rahman, Khandaker Reajul Islam, Md Shafayet Hossain, M. Sohel Rahman, Farayi Musharavati, Mohamed Arselene Ayari, Mohammad Tariqul Islam, Muhammad E. H. Chowdhury
<span title="2022-01-25">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
On the contrary, cuff-based BP monitoring methods, which can predict systolic blood pressure (SBP) and diastolic blood pressure (DBP), cannot be used for continuous monitoring.  ...  Several invasive and non-invasive methods have been developed for this purpose. Most existing methods used in hospitals for continuous monitoring of BP are invasive.  ...  Acknowledgments: We would like to thank the authors of the UCI Machine Learning Repository [431] and Carlson et al. [46] for sharing the datasets publicly, which were used in this study.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s22030919">doi:10.3390/s22030919</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/35161664">pmid:35161664</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8840244/">pmcid:PMC8840244</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fxawswfuibdijinrcoyxdglghe">fatcat:fxawswfuibdijinrcoyxdglghe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220202163333/https://mdpi-res.com/d_attachment/sensors/sensors-22-00919/article_deploy/sensors-22-00919-v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/26/4d/264d50d5dc1d41b2bb322ab9702e4ee7f8bdc57b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s22030919"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8840244" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

A Shallow U-Net Architecture for Reliably Predicting Blood Pressure (BP) from Photoplethysmogram (PPG) and Electrocardiogram (ECG) Signals [article]

Sakib Mahmud, Nabil Ibtehaz, Amith Khandakar, Anas Tahir, Tawsifur Rahman, Khandaker Reajul Islam, Md Shafayet Hossain, M. Sohel Rahman, Mohammad Tariqul Islam, Muhammad E. H. Chowdhury
<span title="2021-11-12">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
On the contrary, cuff-based BP monitoring methods, which can predict Systolic Blood Pressure (SBP) and Diastolic Blood Pressure (DBP), cannot be used for continuous monitoring.  ...  Several invasive and non-invasive methods have been developed for this purpose. Most existing methods used in the hospitals for continuous monitoring of BP are invasive.  ...  The statements made herein are solely the responsibility of the authors. Open access publication is supported by Qatar National Library.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2111.08480v1">arXiv:2111.08480v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6c5nuci2azabxiqpgsqla3g3w4">fatcat:6c5nuci2azabxiqpgsqla3g3w4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211120221842/https://arxiv.org/ftp/arxiv/papers/2111/2111.08480.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/9d/bd/9dbd347b5aadb86ef8e9cd98047cd32fbc2bfce7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2111.08480v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Assessment of Non-Invasive Blood Pressure Prediction From PPG and rPPG Signals Using Deep Learning

Fabian Schrumpf, Patrick Frenzel, Christoph Aust, Georg Osterhoff, Mirco Fuchs
<span title="2021-09-08">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
Exploiting photoplethysmography signals (PPG) for non-invasive blood pressure (BP) measurement is interesting for various reasons. First, PPG can easily be measured using fingerclip sensors.  ...  Second, we use this parameterization to train NNs with a larger PPG dataset and carry out a systematic evaluation of the predicted blood pressure.  ...  Sadrawi et al. used an autoencoder structure consisting of a LeNet and U-net architecture to predict ABP waveforms.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s21186022">doi:10.3390/s21186022</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/34577227">pmid:34577227</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8472879/">pmcid:PMC8472879</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jpiv4pb2zraa3hcdaixkwq3rna">fatcat:jpiv4pb2zraa3hcdaixkwq3rna</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210914135112/https://mdpi-res.com/d_attachment/sensors/sensors-21-06022/article_deploy/sensors-21-06022-v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/4a/c4/4ac4a867c2e39f0c7e4e4ac20ebb9658297e1ccf.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s21186022"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8472879" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Learning Higher-Order Dynamics in Video-Based Cardiac Measurement [article]

Brian L. Hill, Xin Liu, Daniel McDuff
<span title="2022-03-27">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This is true in the cardiac pulse, where the second derivative can be used as an indicator of blood pressure and arterial disease.  ...  Less emphasis has been put on the accuracy of waveform morphology that is necessary for many clinically meaningful assessments.  ...  Photoplethysmography (PPG) is a low-cost and non-invasive method for measuring the cardiovascular blood volume pulse (BVP).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2110.03690v2">arXiv:2110.03690v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4ckl2bt2f5b5dmjcmanubpd46y">fatcat:4ckl2bt2f5b5dmjcmanubpd46y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220330021835/https://arxiv.org/pdf/2110.03690v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/da/98/da98749950facbefba4d98598e25574e7c003e1d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2110.03690v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Deep learning approaches for human activity recognition using wearable technology
Pristupi dubokog učenja za prepoznavanje aktivnosti ljudi primenom odevne tehnologije

Milica Janković, Andrej Savić, Marija Novičić, Mirjana Popović
<span title="">2018</span> <i title="Centre for Evaluation in Education and Science (CEON/CEES)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/lw3ppuv4mbhenisvzphkxjqsye" style="color: black;">Medicinski Podmladak</a> </i> &nbsp;
The focus of this review is on approaches of DL for physiological activity recognition or human movement analysis purposes, using wearable technologies.  ...  The need for long-term monitoring of individuals in their natural environment has initiated the development of a various number of wearable healthcare sensors for a wide range of applications: medical  ...  Acknowledgement This research was partly supported by the Ministry for Education, Science and Technology Development of Serbia, Belgrade, Serbia (OS 175016).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5937/mp69-18039">doi:10.5937/mp69-18039</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/oxomqfuhrncfrlcglqwrqn2one">fatcat:oxomqfuhrncfrlcglqwrqn2one</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190426172308/https://scindeks-clanci.ceon.rs/data/pdf/0369-1527/2018/0369-15271803014J.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ca/f4/caf4561c7f35e77836ab99a427e209220efb8b7d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5937/mp69-18039"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

A Lightweight Neural Network for Inferring ECG and Diagnosing Cardiovascular Diseases from PPG [article]

Yuenan Li, Xin Tian, Qiang Zhu, Min Wu
<span title="2021-01-01">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
PPG measures the variations of blood volume driven by heartbeats, and the signal can be sensed at the wrist or finger via an optical sensor.  ...  The quantitative comparison with prior methods on a benchmark dataset shows that our algorithm can make more accurate ECG inference. It achieves an average F_1 score of 0.96 in diagnosing major CVDs.  ...  The study in [13] demonstrates that blood pressure can be inferred from PPG using a deep belief network, making it possible to monitor continuous blood pressure in a cuffless way. III.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2012.04949v2">arXiv:2012.04949v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/als777jgybhu5ik2tthh5ugep4">fatcat:als777jgybhu5ik2tthh5ugep4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210113213509/https://arxiv.org/pdf/2012.04949v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/69/8d/698d9ab950b4c251df6956a79c4f9a34459e1593.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2012.04949v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Cuffless Blood Pressure Measurement Using Linear and Nonlinear Optimized Feature Selection

Mohammad Mahbubur Rahman Khan Mamun, Ali T. Alouani
<span title="2022-02-05">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/abr6zdbfebblxlzh436eqtiagi" style="color: black;">Diagnostics</a> </i> &nbsp;
In this paper, a novel cuffless noninvasive blood pressure measurement technique has been proposed using optimized features from electrocardiogram and photoplethysmography based on multivariate symmetric  ...  The technique is an improvement over other contemporary methods due to the inclusion of feature optimization depending on both linear and nonlinear relationships with the change of blood pressure.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/diagnostics12020408">doi:10.3390/diagnostics12020408</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/35204499">pmid:35204499</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8870879/">pmcid:PMC8870879</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vthj2ry2s5bydfkrm2vsuo657y">fatcat:vthj2ry2s5bydfkrm2vsuo657y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220504041113/https://mdpi-res.com/d_attachment/diagnostics/diagnostics-12-00408/article_deploy/diagnostics-12-00408-v2.pdf?version=1644548164" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e8/50/e85076788faf0cff5d2c4e029ed65af26076ed4c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/diagnostics12020408"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8870879" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Deep Learning in Cardiology

Paschalis Bizopoulos, Dimitrios Koutsouris
<span title="">2019</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pjmncnm4zfdltlh5rxo2xd62xa" style="color: black;">IEEE Reviews in Biomedical Engineering</a> </i> &nbsp;
Deep learning is a representation learning method that consists of layers that transform the data non-linearly, thus, revealing hierarchical relationships and structures.  ...  Moreover, rule-based expert systems are inefficient in solving complicated medical tasks or for creating insights using big data.  ...  Computerized tomography Computerized Tomography (CT) is a non-invasive method for the detection of obstructive artery disease.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/rbme.2018.2885714">doi:10.1109/rbme.2018.2885714</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pa47trmskvflvig5cotth265q4">fatcat:pa47trmskvflvig5cotth265q4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200904010558/https://arxiv.org/pdf/1902.11122v1.pdf" title="fulltext PDF download [not primary version]" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <span style="color: #f43e3e;">&#10033;</span> <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/94/31/94310f7087464bfc9bdc606535fe01383c3a0883.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/rbme.2018.2885714"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Camera-Based Pulse Monitoring Using Deep Learning Tools

Dániel Terbe, Zarándy Ákos
<span title="2021-01-25">2021</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Lately, it has been shown that an average color camera can detect the subtle color variations of the skin (caused by the cardiac cycle) – enabling us to monitor the pulse remotely in a non-contact manner  ...  Therefore, the topic of this study is camera-based (remote) pulse monitoring -- utilizing DL methods -- in the specific use-case of infant monitoring in the NICU.  ...  Acknowledgements First of all, I would like to thank my supervisor for the guidance in my research and for the supportive environment he provided.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4462209">doi:10.5281/zenodo.4462209</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xt3kttv5ibejpezwpscazla64m">fatcat:xt3kttv5ibejpezwpscazla64m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210129064129/https://zenodo.org/record/4462209/files/master_thesis_TD.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/13/dc/13dc5f2ad4d6f1fadd96d11177ac834fec5a3651.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4462209"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Opportunities and Challenges of Deep Learning Methods for Electrocardiogram Data: A Systematic Review [article]

Shenda Hong, Yuxi Zhou, Junyuan Shang, Cao Xiao, Jimeng Sun
<span title="2020-04-30">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Such works have achieved accuracy comparable to that of traditional feature-based approaches and ensembles of multiple approaches can achieve even better results.  ...  Specifically, we found that a hybrid architecture of a convolutional neural network and recurrent neural network ensemble using expert features yields the best results.  ...  Acknowledgement This work was partially supported by the National Science Foundation awards IIS-1418511, CCF-1533768 and IIS-1838042, and the National Institute of Health awards NIH R01 1R01NS107291-01  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2001.01550v3">arXiv:2001.01550v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ho7qhyqivzgn3hmitmg45stali">fatcat:ho7qhyqivzgn3hmitmg45stali</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200826165213/https://arxiv.org/pdf/2001.01550v3.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ae/a0/aea016a6d49c9ccde0de631f22f6b91f64330dc7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2001.01550v3" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Vascular Disease, Hypertension and Prevention

<span title="">2007</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ssdz5shjvrai3ijjkutdhctqam" style="color: black;">Journal of the American College of Cardiology</a> </i> &nbsp;
Background: For arthritis patients requiring NSAID therapy, the thrombotic CV safety profile of a COX-2 selective vs. traditional NSAID is a factor in selecting an agent.  ...  Methods: 34,701 patients 40 to 94 yrs of age with OA or RA were randomized to receive etoricoxib (60 or 90 mg/day) or diclofenac (150 mg/day) for a mean of 18 months.  ...  In the determination of PH etiology, LAV may be useful as a non-invasive indicator of LHD.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.jacc.2007.01.043">doi:10.1016/j.jacc.2007.01.043</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bwlc3wkeb5gxfnqhgsybykwk3a">fatcat:bwlc3wkeb5gxfnqhgsybykwk3a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190327143532/https://core.ac.uk/download/pdf/82306904.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.jacc.2007.01.043"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>
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