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Published on: July 14, 2023
Balancing cardiac privacy with quality in video recordings
Mohamed Elgendi1,2,3, Aojie Yu4, Saksham Bhutani5,6
1Department of Biomedical Engineering and Biotechnology, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates. mohamed.elgendi@ku.ac.ae.
Background:
Remote photoplethysmography (rPPG) is a technique that extracts physiological signals, such as heart rate, from facial videos using standard Red-Green-Blue cameras. While rPPG offers valuable health insights, it also exposes individuals to potential misuse, as sensitive information can be inferred without consent.
Methods:
This paper introduces a reversible video modification framework for removing, encrypting, transmitting, and restoring rPPG signals in facial videos, using frame-wise sinusoidal modulation applied to specific rPPG-rich facial regions, with a focus on maintaining perceptual quality and concealing the true heart rate. Our approach is contrasted with prior methods using seven rPPG techniques on the LGI-PPGI dataset, encompassing various activities. Evaluation metrics include PSNR, SSIM, correlation, dynamic time warping, and a composite score reflecting both signal suppression and visual fidelity.
Results:
Here we show that our method achieves an overall score above 0.75 across all rPPG methods, approximately 50% higher than previous approaches. It also demonstrates high visual fidelity (PSNR ≈ 68, SSIM ≈ 0.97) and effectively conceals physiological information, inducing an average heart rate estimation error 22 bpm higher than prior methods.
Conclusions:
This study presents the first end-to-end reversible framework for secure, privacy-preserving video transmission of facial recordings. The approach is lightweight, effective across diverse activities, and holds promise for real-time applications such as video conferencing and telehealth.
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