How Suboptimal is Training rPPG Models with Videos and Targets from Different Body Sites?

B Braun, D McDuff, C Holz - Proceedings of the IEEE/CVF …, 2024 - openaccess.thecvf.com
Remote camera measurement of the blood volume pulse via photoplethysmography (rPPG)
is a compelling technology for scalable low-cost and accessible assessment of …

Refining Remote Photoplethysmography Architectures using CKA and Empirical Methods

N Vance, P Flynn - … of the IEEE/CVF Conference on …, 2024 - openaccess.thecvf.com
Abstract Model architecture refinement is a challenging task in deep learning research fields
such as remote photoplethysmography (rPPG). One architectural consideration the depth of …

Motion matters: Neural motion transfer for better camera physiological measurement

A Paruchuri, X Liu, Y Pan, S Patel… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract Machine learning models for camera-based physiological measurement can have
weak generalization due to a lack of representative training data. Body motion is one of the …

Rhythmmamba: Fast remote physiological measurement with arbitrary length videos

B Zou, Z Guo, X Hu, H Ma - arXiv preprint arXiv:2404.06483, 2024 - arxiv.org
Remote photoplethysmography (rPPG) is a non-contact method for detecting physiological
signals from facial videos, holding great potential in various applications such as healthcare …

CalibrationPhys: Self-supervised Video-based Heart and Respiratory Rate Measurements by Calibrating Between Multiple Cameras

Y Akamatsu, T Umematsu… - IEEE Journal of …, 2023 - ieeexplore.ieee.org
Video-based heart and respiratory rate measurements using facial videos are more useful
and user-friendly than traditional contact-based sensors. However, most of the current deep …

Rhythmformer: Extracting rppg signals based on hierarchical temporal periodic transformer

B Zou, Z Guo, J Chen, H Ma - arXiv preprint arXiv:2402.12788, 2024 - arxiv.org
Remote photoplethysmography (rPPG) is a non-contact method for detecting physiological
signals based on facial videos, holding high potential in various applications such as …

Orientation-conditioned Facial Texture Mapping for Video-based Facial Remote Photoplethysmography Estimation

S Cantrill, D Ahmedt-Aristizabal… - Proceedings of the …, 2024 - openaccess.thecvf.com
Camera-based remote photoplethysmography (rPPG) enables contactless measurement of
important physiological signals such as pulse rate (PR). However dynamic and …

On the standardization of behavioral use clauses and their adoption for responsible licensing of ai

D McDuff, T Korjakow, S Cambo, JJ Benjamin… - arXiv preprint arXiv …, 2024 - arxiv.org
Growing concerns over negligent or malicious uses of AI have increased the appetite for
tools that help manage the risks of the technology. In 2018, licenses with behaviorial-use …

Simulating cardiac signals on 3D human models for photoplethysmography development

D Wang, J Chahl - Frontiers in Robotics and AI, 2024 - frontiersin.org
Introduction: Image-based heart rate estimation technology offers a contactless approach to
healthcare monitoring that could improve the lives of millions of people. In order to …

Remote photoplethysmography for heart rate and blood oxygenation measurement: a Review

P Pirzada, A Wilde, D Harris-Birtill - IEEE Sensors Journal, 2024 - ieeexplore.ieee.org
Usually measured through obtrusive contact-based methods, heart rate (HR) and peripheral
oxygen saturation (SpO2) are critical physiological signs used by clinicians during …