SOTAVerified

Blood pressure estimation

Papers

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Showing 1–29 of 29 papers

TitleStatusHype
Developing Personalized Models of Blood Pressure Estimation from Wearable Sensors Data Using Minimally-trained Domain Adversarial Neural NetworksCode1
Domain Knowledge Integrated CNN-xLSTM-xAtt Network with Multi Stream Feature Fusion for Cuffless Blood Pressure Estimation from Photoplethysmography SignalsCode1
Region-Disentangled Diffusion Model for High-Fidelity PPG-to-ECG TranslationCode1
Hypertension Detection From High-Dimensional Representation of Photoplethysmogram SignalsCode1
PITN: Physics-Informed Temporal Networks for Cuffless Blood Pressure EstimationCode1
BP-Net: Efficient Deep Learning for Continuous Arterial Blood Pressure Estimation using PhotoplethysmogramCode1
Generalizable deep learning for photoplethysmography-based blood pressure estimation -- A Benchmarking StudyCode1
ECG-Based Blood Pressure Estimation Using Mechano-Electric Coupling Concept—0
Exploring the limitations of blood pressure estimation using the photoplethysmography signal—0
Finetuning and Quantization of EEG-Based Foundational BioSignal Models on ECG and PPG Data for Blood Pressure Estimation—0
Wearable Health Monitoring System for Older Adults in a Smart Home Environment—0
A Novel Clustering-Based Algorithm for Continuous and Non-invasive Cuff-Less Blood Pressure Estimation—0
Blood Pressure Estimation from Photoplethysmogram Using a Spectro-Temporal Deep Neural Network—0
BP-DeepONet: A new method for cuffless blood pressure estimation using the physcis-informed DeepONet—0
BP-Net: Cuff-less, Calibration-free, and Non-invasive Blood Pressure Estimation via a Generic Deep Convolutional Architecture—0
"Can't Take the Pressure?": Examining the Challenges of Blood Pressure Estimation via Pulse Wave Analysis—0
Cuffless Blood Pressure Estimation from Electrocardiogram and Photoplethysmogram Using Waveform Based ANN-LSTM Network—0
Schrödinger Spectrum based Continuous Cuff-less Blood Pressure Estimation using Clinically Relevant Features from PPG Signal and its Second Derivative—0
Speech-Based Blood Pressure Estimation with Enhanced Optimization and Incremental Clustering—0
TransfoRhythm: A Transformer Architecture Conductive to Blood Pressure Estimation via Solo PPG Signal Capturing—0
A Dataset and Toolkit for Multiparameter Cardiovascular Physiology Sensing on Rings—0
MSPM: A Multi-Site Physiological Monitoring Dataset for Remote Pulse, Respiration, and Blood Pressure Estimation—0
Non-Invasive Blood Pressure Estimation from ECG Using Machine Learning Techniques—0
Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables—0
RGB Camera-Based Blood Pressure Measurement Using U-Net Basic Generative Model—0
Efficient Multi-View Fusion and Flexible Adaptation to View Missing in Cardiovascular System SignalsCode0
Long-term Blood Pressure Prediction with Deep Recurrent Neural NetworksCode0
MIMIC-III, a freely accessible critical care databaseCode0
BrainZ-BP: A Non-invasive Cuff-less Blood Pressure Estimation Approach Leveraging Brain Bio-impedance and ElectrocardiogramCode0
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All datasetsMIMIC-IIIMulti-day Continuous BP PredictionVitalDB

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Random Forest (features, with personalization)MAE for SBP [mmHg]13.62—Unverified
2ResNet (raw PPG + PPG’ + PPG”, with personalization)MAE for SBP [mmHg]9.43—Unverified
3Deep RNNMAE for SBP [mmHg]8.54—Unverified
4Domain Knowledge Integrated CNN-xLSTM-xAtt NrtworkMean Squared Error0.05—Unverified
#ModelMetricClaimedVerifiedStatus
1Deep RNNRMSE3.73—Unverified
#ModelMetricClaimedVerifiedStatus
1Domain Knowledge Integrated CNN-xLSTM-xAtt NrtworkMAE1.58—Unverified