Video-based heart rate measurement: Recent advances and future prospects

X Chen, J Cheng, R Song, Y Liu… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Heart rate (HR) estimation and monitoring is of great importance to determine a person's
physiological and mental status. Recently, it has been demonstrated that HR can be …

Recent progress of optical imaging approaches for noncontact physiological signal measurement: A review

X Zhang, M Hu, Y Zhang, G Zhai… - Advanced Intelligent …, 2023 - Wiley Online Library
In recent years, optical imaging techniques have gained wide recognition for the
measurement of vital signals, such as heart rate, respiratory rate, oxygen saturation, and …

3D convolutional neural networks for remote pulse rate measurement and mapping from facial video

F Bousefsaf, A Pruski, C Maaoui - Applied Sciences, 2019 - mdpi.com
Remote pulse rate measurement from facial video has gained particular attention over the
last few years. Research exhibits significant advancements and demonstrates that common …

Contactless monitoring of breathing patterns and respiratory rate at the pit of the neck: A single camera approach

C Massaroni, DS Lopes, D Lo Presti… - Journal of …, 2018 - Wiley Online Library
Vital signs monitoring is pivotal not only in clinical settings but also in home environments.
Remote monitoring devices, systems, and services are emerging as tracking vital signs must …

Non-contact monitoring of breathing pattern and respiratory rate via RGB signal measurement

C Massaroni, D Lo Presti, D Formica, S Silvestri… - Sensors, 2019 - mdpi.com
Among all the vital signs, respiratory rate remains the least measured in several scenarios,
mainly due to the intrusiveness of the sensors usually adopted. For this reason, all …

Skin deep: Investigating subjectivity in skin tone annotations for computer vision benchmark datasets

T Barrett, Q Chen, A Zhang - Proceedings of the 2023 ACM Conference …, 2023 - dl.acm.org
To investigate the well-observed racial disparities in computer vision systems that analyze
images of humans, researchers have turned to skin tone as a more objective annotation …

A broader look: Camera-based vital sign estimation across the spectrum

CH Antink, S Lyra, M Paul, X Yu… - Yearbook of medical …, 2019 - thieme-connect.com
Objectives: Camera-based vital sign estimation allows the contactless assessment of
important physiological parameters. Seminal contributions were made in the 1930s, 1980s …

Highly accurate water level measurement system using a microcontroller and an ultrasonic sensor

SL Mohammed, A Al-Naji, MM Farjo… - IOP Conference Series …, 2019 - iopscience.iop.org
In many conditions, the conventional liquid data monitoring based on an ultrasonic sensor
provides the unreliable readings due to the dynamically changed water level. In addition, in …

A contactless respiratory rate estimation method using a hermite magnification technique and convolutional neural networks

J Brieva, H Ponce, E Moya-Albor - Applied Sciences, 2020 - mdpi.com
The monitoring of respiratory rate is a relevant factor in medical applications and day-to-day
activities. Contact sensors have been used mostly as a direct solution and they have shown …

Multimodal information fusion approach for noncontact heart rate estimation using facial videos and graph convolutional network

Z Yue, S Ding, S Yang, L Wang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Heart rate (HR) is a critical signal for reflecting human physical and mental conditions, and it
is beneficial for diagnosing neurological and cardiovascular diseases due to its excellent …