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Related Concept Videos

Pulse rhythm01:30

Pulse rhythm

832
Pulse rhythm refers to the pattern of pulsations within specific intervals, offering valuable insights into the regularity or irregularity of the heart's beats as observed through the pattern of pulsation within specific intervals. A regular pulse exhibits a consistent heart rate with uniform waveforms and pulsation force, variations of which can be classified as normal, weak, or bounding.
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
832
Assessing Blood pressure using a doppler ultrasound01:19

Assessing Blood pressure using a doppler ultrasound

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To obtain accurate blood pressure measurements in clinical settings, especially when traditional methods are insufficient, healthcare professionals utilize the Doppler ultrasound technique. This method uses high-frequency sound waves to detect blood flow within the arteries, which is crucial for patients with conditions that complicate circulatory system assessment.
Pre-Procedural Guidelines for Doppler Ultrasound Blood Pressure Assessment:
Preparation of Equipment:
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Pulse Oximetry01:24

Pulse Oximetry

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Pulse oximetry, or SpO2, is a non-invasive method for continuously monitoring arterial oxygen saturation (SaO2). This procedure involves attaching a probe or sensor to the patient's fingertip, forehead, earlobe, or nose bridge. The sensor works by detecting changes in oxygen saturation levels through light signals generated by the oximeter and reflected by the pulsing blood under the probe.
Purpose
Average SpO2 values are greater than 95%. If the readings fall below 90%, it indicates that...
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Holter Monitor: 24-Hour Monitoring01:23

Holter Monitor: 24-Hour Monitoring

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Holter monitoring is a continuous electrocardiography (ECG) recording that tracks the heart's electrical activity over an extended period, generally 24 to 48 hours. This noninvasive diagnostic tool detects irregular heart rhythms that may not be captured during a standard ECG performed in a clinical setting.DeviceThe Holter monitor is a portable, small device connected to several electrodes on the patient's chest. These electrodes detect the heart's electrical signals and transmit them to the...
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Updated: Jul 18, 2025

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Touchless Heart Rate Monitoring from an Unmanned Aerial Vehicle Using Videoplethysmography.

Anna Pająk1, Jaromir Przybyło1, Piotr Augustyniak1

  • 1Department of Biocybernetics and Biomedical Engineering, AGH University of Krakow, 30 Mickiewicz Ave., 30-059 Krakow, Poland.

Sensors (Basel, Switzerland)
|August 26, 2023
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Summary

Remote heart rate (HR) monitoring using drones is now possible. This non-contact method offers accurate HR measurements from videos, ideal for emergencies and training scenarios.

Keywords:
RGB videocontactlessheart ratenoninvasive measurementsremote measurementsunmanned aerial vehiclevideoplethysmography

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Area of Science:

  • Biomedical Engineering
  • Remote Sensing
  • Preventive Medicine

Background:

  • Telemedicine and preventive medicine require non-invasive, remote patient monitoring.
  • Heart rate (HR) is a key indicator of patient condition, but current methods lack remote capabilities for emergencies or training.

Purpose of the Study:

  • To investigate the feasibility of remotely measuring human heart rate (HR) using videoplethysmography (VPG) from unmanned aerial vehicle (UAV)-captured videos.
  • To assess the accuracy of VPG-based HR estimation in natural environments during physical activity.

Main Methods:

  • Utilized a UAV-mounted camera to record videos of volunteers walking and running.
  • Applied human pose estimation (OpenPose) and skin detection to identify and track skin areas.
  • Estimated HR using various VPG methods (G, GR, ExG, ICA, POS) and compared results to ECG-based wearable data.

Main Results:

  • The green channel (G) and green-red difference (GR) VPG methods achieved root-mean-squared errors of less than 3.5 bpm compared to ECG.
  • Overall root-mean-squared errors ranged from 17.7 (G) to 27.7 (POS).

Conclusions:

  • Touchless HR measurement using UAV-mounted cameras demonstrates acceptable accuracy.
  • This technology can bridge the gap between wearables and emergency monitoring, proving valuable in diverse remote settings like mountains, disaster sites, or battlefields.