Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices

10/04/2022
by   Peyman Bateni, et al.
12

Stress is considered to be the epidemic of the 21st-century. Yet, mobile apps cannot directly evaluate the impact of their content and services on user stress. We introduce the Beam AI SDK to address this issue. Using our SDK, apps can monitor user stress through the selfie camera in real-time. Our technology extracts the user's pulse wave by analyzing subtle color variations across the skin regions of the user's face. The user's pulse wave is then used to determine stress (according to the Baevsky Stress Index), heart rate, and heart rate variability. We evaluate our technology on the UBFC dataset, the MMSE-HR dataset, and Beam AI's internal data. Our technology achieves 99.2 98.5 nearly twice lower error rate than competing methods. We further demonstrate an average Pearson correlation of 0.801 in determining stress and heart rate variability, thus producing commercially useful readings to derive content decisions in apps. Our SDK is available for use at www.beamhealth.ai.

READ FULL TEXT
research
02/03/2023

A Feature Selection Method for Driver Stress Detection Using Heart Rate Variability and Breathing Rate

Driver stress is a major cause of car accidents and death worldwide. Fur...
research
09/03/2019

Efficient Real-Time Camera Based Estimation of Heart Rate and Its Variability

Remote photo-plethysmography (rPPG) uses a remotely placed camera to est...
research
11/17/2021

An Investigation into Keystroke Dynamics and Heart Rate Variability as Indicators of Stress

Lifelogging has become a prominent research topic in recent years. Weara...
research
03/01/2018

Dišimo: Anchoring Our Breath

We present a system that raises awareness about users' inner state. Diši...
research
08/19/2019

Fuzzy C-Means Clustering and Sonification of HRV Features

Linear and non-linear measures of heart rate variability (HRV) are widel...
research
07/17/2019

Improving Heart Rate Variability Measurements from Consumer Smartwatches with Machine Learning

The reactions of the human body to physical exercise, psychophysiologica...
research
07/20/2020

How are you? Introducing stress-based text tailoring

Can stress affect not only your life but also how you read and interpret...

Please sign up or login with your details

Forgot password? Click here to reset