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Updated: Aug 4, 2025

Investigation into Deep Breathing through Measurement of Ventilatory Parameters and Observation of Breathing Patterns
Published on: September 16, 2019
Robust Non-Contact Monitoring of Respiratory Rate using a Depth Camera.
Paul S Addison1, André Antunes2, Dean Montgomery2
1Medtronic Patient Monitoring, Technopole Centre, Edinburgh, UK. paul.addison@medtronic.com.
A novel depth-sensing camera system accurately monitors respiratory rate (RR) without physical contact. This touchless technology shows high performance across a wide range of breathing rates, crucial for early illness detection.
Area of Science:
- Biomedical Engineering
- Medical Devices
- Physiological Monitoring
Background:
- Respiratory rate (RR) is a critical vital sign for identifying acute illness and potential complications.
- Timely detection of RR changes facilitates prompt clinical intervention, improving patient outcomes.
- Current monitoring methods may require physical contact, posing limitations in certain clinical scenarios.
Purpose of the Study:
- To evaluate the performance of a depth-sensing camera system for continuous, non-contact monitoring of respiratory rate.
- To assess the accuracy and reliability of touchless RR measurement across various physiological conditions.
Main Methods:
- Healthy subjects breathed at set rates from 4 to 40 breaths/min.
- Depth data was captured using an Intel D415 RealSense camera.
- Real-time processing extracted torso depth changes to calculate respiratory rate (RRdepth).
Main Results:
- Achieved an overall Root Mean Square Deviation (RMSD) accuracy of 0.69 breaths/min.
- Bland-Altman analysis showed limits of agreement between -1.42 and 1.36 breaths/min.
- High accuracy (RMSD < 1 breath/min) was maintained across low, normal, and high respiratory rate sub-ranges.
Conclusions:
- The depth-sensing camera system demonstrates high accuracy for respiratory rate monitoring.
- The system effectively measures both high and low respiratory rates, clinically significant ranges.
- This touchless technology offers a promising approach for continuous physiological monitoring.
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