SOTAVerified

Blood pressure estimation

Papers

Showing 110 of 29 papers

TitleStatusHype
Domain Knowledge Integrated CNN-xLSTM-xAtt Network with Multi Stream Feature Fusion for Cuffless Blood Pressure Estimation from Photoplethysmography SignalsCode1
A Dataset and Toolkit for Multiparameter Cardiovascular Physiology Sensing on Rings0
Generalizable deep learning for photoplethysmography-based blood pressure estimation -- A Benchmarking StudyCode1
Finetuning and Quantization of EEG-Based Foundational BioSignal Models on ECG and PPG Data for Blood Pressure Estimation0
Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables0
PITN: Physics-Informed Temporal Networks for Cuffless Blood Pressure EstimationCode1
Efficient Multi-View Fusion and Flexible Adaptation to View Missing in Cardiovascular System SignalsCode0
TransfoRhythm: A Transformer Architecture Conductive to Blood Pressure Estimation via Solo PPG Signal Capturing0
Exploring the limitations of blood pressure estimation using the photoplethysmography signal0
BP-DeepONet: A new method for cuffless blood pressure estimation using the physcis-informed DeepONet0
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Benchmark Results

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