BP-Net: Monitoring "Changes" in Blood Pressure Using PPG With Self-Contrastive Masking

• Published in: IEEE journal of biomedical and health informatics Vol. 28; no. 12; p. 7103
• Main Authors: Wang, Weinan, Mohseni, Pedram, Kilgore, Kevin L, Najafizadeh, Laleh
• Format: Journal Article
• Language: English
• Published: United States 01.12.2024
• Subjects: Adult; Algorithms; Blood Pressure - physiology; Blood Pressure Determination - methods; Deep Learning; Female; Humans; Male; Middle Aged; Photoplethysmography - methods; Signal Processing, Computer-Assisted

Estimating blood pressure (BP) values from physiological signals (e.g., photoplethysmogram (PPG)) using deep learning models has recently received increased attention, yet challenges remain in terms of models' generalizability. Here, we propose taking a new approach by framing the problem as tr...