Related Experiment Video
Updated: Apr 30, 2026

Software for Analysis of Heart Rate and Blood Pressure Time-series Data from the Valsalva Maneuver
Published on: June 27, 2025
Robust efficient estimation of heart rate pulse from video
Shuchang Xu1, Lingyun Sun2, Gustavo Kunde Rohde3
1Department of Information Science and Engineering, Hangzhou Normal University, Hangzhou, 311121, China ; Center for Bioimage Informatics, Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, 15213, USA.
This study presents a robust algorithm to estimate heart rate pulse from videos of human skin in real time. The method accurately measures arterial pulse, comparable to medical pulse oximeters.
Area of Science:
- Biomedical Engineering
- Computer Vision
- Physiological Monitoring
Background:
- Heart rate monitoring is crucial for health assessment.
- Existing methods may require specialized equipment or direct contact.
- Non-contact, real-time heart rate estimation is desirable.
Purpose of the Study:
- To develop a simple and robust algorithm for real-time heart rate pulse estimation from video.
- To validate the algorithm's accuracy and sensitivity against established medical devices.
Main Methods:
- Utilized a model of light interaction with human skin.
- Defined arterial pulsation as a pixel quotient in log space.
- Applied the derived signal for real-time pulse heart rate computation.
Main Results:
- Demonstrated algorithm effectiveness and robustness across various cameras, lighting, and skin locations.
- Achieved accuracy and sensitivity comparable to pulse oximeter devices under normal illumination.
- Successfully computed pulse heart rate from video sequences in real time.
Conclusions:
- The proposed algorithm offers a simple, robust, and accurate non-contact method for heart rate monitoring.
- This technique shows potential for widespread application in health and wellness monitoring.
- Further validation in diverse clinical settings is warranted.
Related Concept Videos
Special considerations while measuring pulse
Pulse rhythm
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
Factors Influencing Heart Rate
Let us explore the significant factors affecting heart rate, including age, body temperature, posture, acute pain, chemical influences,...
Pulse
The pulse serves as a clinical...
Assessment of radial pulse
The radial pulse, located at the wrist, is often the preferred site for assessing peripheral pulse because of its accessibility and dependability. The process of determining the radial pulse involves several steps:
Correlation between ECG and Cardiac Cycle
A cardiac action potential originates in the SA node and spreads throughout the atria and the AV node in approximately 0.03 seconds. This results in the P wave in an ECG and triggers atrial contraction. The action potential is then briefly slowed at the AV node, allowing the atria to contract and fill the ventricles with blood before...

