Related Experiment Video
Updated: Feb 2, 2026

Calculating Heart Rate Variability from ECG Data from Youth with Cerebral Palsy During Active Video Game Sessions
Published on: June 5, 2019
Fast And Robust Heart Rate Estimation From Videos Through Dynamic Region Selection
Abstract:
Remote heart rate (HR) estimation from videos is useful because it facilitates monitoring ongoing health conditions without sensors that are often uncomfortable to wear. In the HR estimation from videos, choice of the image region, at which the HR is calculated, is critically important as it greatly affects the estimation accuracy. In this paper, a novel algorithm for HR estimation that uses dynamic region selection is proposed. The image regions that clearly contain pulse waveforms are quickly found by a region selector using a machine learning technique. In addition, the proposed method enhances the robustness of tracking the temporal change of the HR by using a particle filter. The experimental results show that the proposed method achieves the absolute average error less than 1.1BPM (Beats Per Minute) with the processing time less than 0.6s for a single HR estimation.
Related Concept Videos
Regulation of Heart Rates
The SNS increases heart rate through the release of norepinephrine and epinephrine, which act on beta-1 adrenergic receptors in the heart. This action increases the rate of depolarization in the sinoatrial (SA) node, the heart's...
Factors Influencing Heart Rate
Let us explore the significant factors affecting heart rate, including age, body temperature, posture, acute pain, chemical influences,...
Cardiac Output I:Effect of Heart Rate on Cardiac Output
Cardiac output (CO) refers to the total amount of blood ejected by one of the ventricles in liters per minute (L/min). In a resting adult, CO ranges from 5 to 6 L/min, adjusting according to the body's metabolic requirements.
Effect of Heart Rate on Cardiac Output
Cardiac output adapts to metabolic demands during stress, physical activity, or illness. The autonomic nervous system regulates heart rate via the sinoatrial node. The parasympathetic nervous system decreases heart...
Rate-Determining Steps
In a multistep reaction mechanism, one of the elementary steps progresses significantly slower than the others. This slowest step is called the rate-limiting step (or rate-determining step). A reaction cannot proceed faster than its slowest step, and hence, the rate-determining step limits the overall reaction rate.
The concept of rate-determining step can be understood from the analogy of a 4-lane freeway with a short-stretch of traffic-bottleneck caused due to...
Gene Evolution - Fast or Slow?
In contrast, regions which code...
What are Estimates?
The estimate for the mean of a sample is denoted by ͞x, whereas the mean of the population is designated as μ. Further, parameters such...

