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Papers Blood pressure estimation

“Blood pressure estimation” 태그가 달린 논문 41편 · 필터 해제

Change Point--Aware Evaluation and Re-Calibration of PPG-Based Blood Pressure Estimation

2026-08-19 · Yunwon Tae, Minje Park, Gyunho Rho, Dongjoon Yoo 외 arxiv

Non-invasive continuous blood pressure (BP) monitoring using photoplethysmography (PPG) is a promising alternative to cuff-based measurements. However, existing PPG-based BP estimation studies predominantly rely on aggre…

Blood pressure estimationChange Point Detection

Single-Beat Cuffless Blood Pressure Estimation Using Ear-PPG and ECG with a Lightweight Hybrid Learning Framework

2026-07-29 · Kindeep K. Dhatt, Tengyue Wu, Hanbang Hua, Yayun Du arxiv

Continuous cuffless blood pressure (BP) monitoring remains challenging due to motion artifacts, physiological variability, and the limited robustness of conventional pulse transit time (PTT) models under dynamic conditio…

Blood pressure estimation

Blood Pressure Estimation from PPG: A Comparative Study of Direct and ECG-Mediated Deep Learning Pipelines

2026-07-26 · Bo Wu, Haoling Wang, Zhuodiao Kuang, Kateryna Shapovalenko arxiv

Continuous cuffless blood pressure (BP) monitoring is essential for connected health systems and wearable devices, enabling early detection, longitudinal tracking, and personalized management of cardiovascular disease. M…

Blood pressure estimation

DMT: Demographic Conditioning, Morphology-Enhanced Transformer for Cuffless Blood Pressure Estimation from PPG Signals

2026-06-09 · Yidan Shen, Neville Mathew, Maham Rahimi, Deependra Dhakal 외 arxiv

Blood pressure (BP) is a key marker for cardiovascular risk assessment and therapeutic decision-making, and Photoplethysmography (PPG) enables low-cost, wearable-friendly cuffless BP estimation. However, even with recent…

Blood pressure estimationRepresentation Learning

Uncertainty Reliability Under Domain Shift: An Investigation for Data-Driven Blood Pressure Estimation in Photoplethysmography

2026-05-18 · Mohammad Moulaeifard, Ciaran Bench, Philip J. Aston, Nils Strodthoff arxiv

Uncertainty quantification (UQ) is critical for safety-critical domains like healthcare, yet it is rarely evaluated under realistic out-of-distribution (OOD) conditions. Here, we assessed predictive performance and uncer…

Blood pressure estimation

Attractor-Vascular Coupling Theory: Formal Grounding and Empirical Validation for AAMI-Standard Cuffless Blood Pressure Estimation from Smartphone Photoplethysmography

2026-05-11 · Timothy Oladunni, Farouk Ganiyu Adewumi arxiv

This work proposes Attractor-Vascular Coupling Theory (AVCT), a mathematical framework showing that cardiac attractor geometry encodes blood pressure (BP) information sufficient for AAMI-standard estimation, and validate…

Blood pressure estimation

End-to-end Automated Deep Neural Network Optimization for PPG-based Blood Pressure Estimation on Wearables

2026-04-11 · Francesco Carlucci, Giovanni Pollo, Xiaying Wang, Massimo Poncino 외 arxiv

Photoplethysmography (PPG)-based blood pressure (BP) estimation is a challenging task, particularly on resource-constrained wearable devices. However, fully on-board processing is desirable to ensure user data confidenti…

Neural Architecture SearchBlood pressure estimation

Benchmarking and Enhancing PPG-Based Cuffless Blood Pressure Estimation Methods

2026-02-04 · Neville Mathew, Yidan Shen, Renjie Hu, Maham Rahimi 외 arxiv

Cuffless blood pressure screening based on easily acquired photoplethysmography (PPG) signals offers a practical pathway toward scalable cardiovascular health assessment. Despite rapid progress, existing PPG-based blood …

Blood pressure estimation

PMB-NN: Physiology-Centred Hybrid AI for Personalized Hemodynamic Monitoring from Photoplethysmography

2025-12-11 · Yaowen Zhang, Libera Fresiello, Peter H. Veltink, Dirk W. Donker 외 arxiv

Continuous monitoring of blood pressure (BP) and hemodynamic parameters such as peripheral resistance (R) and arterial compliance (C) are critical for early vascular dysfunction detection. While photoplethysmography (PPG…

Blood pressure estimation

Cuffless Blood Pressure Estimation from Six Wearable Sensor Modalities in Multi-Motion-State Scenarios

2025-12-01 · Yiqiao Chen, Fazheng Xu, Zijian Huang, Juchi He 외 arxiv

Cardiovascular disease (CVD) is a leading cause of morbidity and mortality worldwide, and sustained hypertension is an often silent risk factor, making cuffless continuous blood pressure (BP) monitoring with wearable dev…

Blood pressure estimationContrastive Learning

Vision4PPG: Emergent PPG Analysis Capability of Vision Foundation Models for Vital Signs like Blood Pressure

2025-10-11 · Saurabh Kataria, Ayca Ermis, Lovely Yeswanth Panchumarthi, Minxiao Wang 외 arxiv

Photoplethysmography (PPG) sensor in wearable and clinical devices provides valuable physiological insights in a non-invasive and real-time fashion. Specialized Foundation Models (FM) or repurposed time-series FMs are us…

parameter-efficient fine-tuningBlood pressure estimation

Generalizable Blood Pressure Estimation from Multi-Wavelength PPG Using Curriculum-Adversarial Learning

2025-09-15 · Zequan Liang, Ruoyu Zhang, Wei Shao, Mahdi Pirayesh Shirazi Nejad 외 arxiv

Accurate and generalizable blood pressure (BP) estimation is vital for the early detection and management of cardiovascular diseases. In this study, we enforce subject-level data splitting on a public multi-wavelength ph…

Blood pressure estimation

Domain Knowledge Integrated CNN-xLSTM-xAtt Network with Multi Stream Feature Fusion for Cuffless Blood Pressure Estimation from Photoplethysmography Signals

2025-05-13 · 08/15 2025 5 · Md Shoaib Akhter Rafi, Md Kamrul Hasan

Estimating blood pressure (BP) from photoplethysmography (PPG) signals is challenging due to signal variability and noise, as well as the complex relationship between PPG and BP, which requires sophisticated algorithms a…

Blood pressure estimationPhotoplethysmography (PPG)

A Dataset and Toolkit for Multiparameter Cardiovascular Physiology Sensing on Rings

2025-05-07 · Jiankai Tang, Kegang Wang, Yingke Ding, Jiatong Ji 외

Smart rings offer a convenient way to continuously and unobtrusively monitor cardiovascular physiological signals. However, a gap remains between the ring hardware and reliable methods for estimating cardiovascular param…

Blood pressure estimation

Generalizable deep learning for photoplethysmography-based blood pressure estimation -- A Benchmarking Study

2025-02-26 · Mohammad Moulaeifard, Peter H. Charlton, Nils Strodthoff

Photoplethysmography (PPG)-based blood pressure (BP) estimation represents a promising alternative to cuff-based BP measurements. Recently, an increasing number of deep learning models have been proposed to infer BP from…

BenchmarkingBlood pressure estimationDomain AdaptationOut-of-Distribution Generalization+1

Finetuning and Quantization of EEG-Based Foundational BioSignal Models on ECG and PPG Data for Blood Pressure Estimation

2025-02-10 · Bálint Tóth, Dominik Senti, Thorir Mar Ingolfsson, Jeffrey Zweidler 외

Blood pressure (BP) is a key indicator of cardiovascular health. As hypertension remains a global cause of morbidity and mortality, accurate, continuous, and non-invasive BP monitoring is therefore of paramount importanc…

Blood pressure estimationEEGElectrocardiography (ECG)Photoplethysmography (PPG)+1

Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables

2024-09-03 · Alessio Burrello, Francesco Carlucci, Giovanni Pollo, Xiaying Wang 외

PPG-based Blood Pressure (BP) estimation is a challenging biosignal processing task for low-power devices such as wearables. State-of-the-art Deep Neural Networks (DNNs) trained for this task implement either a PPG-to-BP…

Blood pressure estimationNeural Architecture SearchQuantizationregression

PITN: Physics-Informed Temporal Networks for Cuffless Blood Pressure Estimation

2024-08-16 · Rui Wang, Mengshi Qi, Yingxia Shao, Anfu Zhou 외

Monitoring blood pressure with non-invasive sensors has gained popularity for providing comfortable user experiences, one of which is a significant function of smart wearables. Although providing a comfortable user exper…

Blood pressure estimationContrastive LearningTime Series

Efficient Multi-View Fusion and Flexible Adaptation to View Missing in Cardiovascular System Signals

2024-06-13 · Qihan Hu, Daomiao Wang, Hong Wu, Jian Liu 외

The progression of deep learning and the widespread adoption of sensors have facilitated automatic multi-view fusion (MVF) about the cardiovascular system (CVS) signals. However, prevalent MVF model architecture often am…

Atrial Fibrillation DetectionBlood pressure estimationSleep Staging

TransfoRhythm: A Transformer Architecture Conductive to Blood Pressure Estimation via Solo PPG Signal Capturing

2024-04-15 · Amir Arjomand, Amin Boudesh, Farnoush Bayatmakou, Kenneth B. Kent 외

Recent statistics indicate that approximately 1.3 billion individuals worldwide suffer from hypertension, a leading cause of premature death globally. Blood Pressure (BP) serves as a critical health indicator for accurat…

Blood pressure estimationElectrocardiography (ECG)Photoplethysmography (PPG)
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