Robust tracking of respiratory rate in high-dynamic range scenes using mobile thermal imaging

05/08/2017
by   Youngjun Cho, et al.
0

The ability to monitor respiratory rate is extremely important for medical treatment, healthcare and fitness sectors. In many situations, mobile methods, which allow users to undertake every day activities, are required. However, current monitoring systems can be obtrusive, requiring users to wear respiration belts or nasal probes. Recent advances in thermographic systems have shrunk their size, weight and cost, to the point where it is possible to create smart-phone based respiration rate monitoring devices that are not affected by lighting conditions. However, mobile thermal imaging is challenged in scenes with high thermal dynamic ranges. This challenge is further amplified by general problems such as motion artifacts and low spatial resolution, leading to unreliable breathing signals. In this paper, we propose a novel and robust approach for respiration tracking which compensates for the negative effects of variations in the ambient temperature and motion artifacts and can accurately extract breathing rates in highly dynamic thermal scenes. It has three main contributions. The first is a novel Optimal Quantization technique which adaptively constructs a color mapping of absolute temperature to improve segmentation, classification and tracking. The second is the Thermal Gradient Flow method that computes thermal gradient magnitude maps to enhance accuracy of the nostril region tracking. Finally, we introduce the Thermal Voxel method to increase the reliability of the captured respiration signals compared to the traditional averaging method. We demonstrate the extreme robustness of our system to track the nostril-region and measure the respiratory rate in high dynamic range scenes.

READ FULL TEXT

page 4

page 5

page 7

page 9

page 12

page 18

research
05/13/2019

Nose Heat: Exploring Stress-induced Nasal Thermal Variability through Mobile Thermal Imaging

Automatically monitoring and quantifying stress-induced thermal dynamic ...
research
02/28/2019

Sparse Depth Enhanced Direct Thermal-infrared SLAM Beyond the Visible Spectrum

In this paper, we propose a thermal-infrared simultaneous localization a...
research
11/04/2022

Low-cost Thermal Mapping for Concrete Heat Monitoring

Robotics has been widely applied in smart construction for generating th...
research
10/09/2020

Thermal-Aware Compilation of Spiking Neural Networks to Neuromorphic Hardware

Hardware implementation of neuromorphic computing can significantly impr...
research
08/27/2019

Physiological and Affective Computing through Thermal Imaging: A Survey

Thermal imaging-based physiological and affective computing is an emergi...
research
04/08/2021

Electromagnetic Radiation Reduction in 5G Networks and Beyond using Thermal Radiation Mode

With the massive increase in the popularity of smartphones and mobile da...
research
02/04/2023

Using Thermal Imaging to Measure Hand Hygiene Quality

Hand hygiene has long been promoted as the most effective way to prevent...

Please sign up or login with your details

Forgot password? Click here to reset