A High-Throughput Platform to Bench Test Smartphone-Based Heart Rate Measurements Derived From Video

Ming-Zher Poh, Jonathan Wang, Jonathan Hsu, Lawrence Cai, Eric Teasley +4 more
6/29/2025
cs.CV

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Abstract

Smartphone-based heart rate (HR) monitoring apps using finger-over-camera photoplethysmography (PPG) face significant challenges in performance evaluation and device compatibility due to device variability and fragmentation. Manual testing is impractical, and standardized methods are lacking. This paper presents a novel, high-throughput bench-testing platform to address this critical need. We designed a system comprising a test rig capable of holding 12 smartphones for parallel testing, a method for generating synthetic PPG test videos with controllable HR and signal quality, and a host machine for coordinating video playback and data logging. The system achieved a mean absolute percentage error (MAPE) of 0.11% +/- 0.001% between input and measured HR, and a correlation coefficient of 0.92 +/- 0.008 between input and measured PPG signals using a clinically-validated smartphone-based HR app. Bench-testing results of 20 different smartphone models correctly classified all the devices as meeting the ANSI/CTA accuracy standards for HR monitors (MAPE <10%) when compared to a prospective clinical study with 80 participants, demonstrating high positive predictive value. This platform offers a scalable solution for pre-deployment testing of smartphone HR apps to improve app performance, ensure device compatibility, and advance the field of mobile health.

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Cite this paper

@article{poh2025highthroughput,
  title  = {A High-Throughput Platform to Bench Test Smartphone-Based Heart Rate Measurements Derived From Video},
  author = {Ming-Zher Poh and Jonathan Wang and Jonathan Hsu and Lawrence Cai and Eric Teasley and James A. Taylor and Jameson K. Rogers and Anupam Pathak and Shwetak Patel},
  year   = {2025},
  eprint = {2506.23414},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2506.23414v1}
}

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