Non-contact Measurement of Respiration Rate With Camera-based Photoplethysmography During Rest and Mental Stress
Research output: Contribution to book/conference proceedings/anthology/report › Conference contribution › Contributed › peer-review
Contributors
Abstract
Cameras offer new possibilities in assessing human states like stress. This work addresses the measurement of respiration rate with several approaches. Data from a mental stress study (> 40 h recording time, 54 participants) were evaluated and color channel combinations were examined using a hemispherical surface grid search with mean absolute error M AE to optimize the approaches. The grid search converged towards the green channel in the baseline modulation approach (MAE = 2.53 rpm). However, best results were achieved with the frequency modulation approach (MAE = 2.13 rpm) with the color channel combination optimal for heart rate measurement. Respiration rate increased highly significant during stress (p < 0.001, Mann-Whitney U-test). Deliberate selection of the color channel combination is crucial for respiration rate measurement with cameras in order to assess human states or pathophysiological processes.
Details
Original language | English |
---|---|
Title of host publication | Computing in Cardiology Conference (CinC) |
Publisher | IEEE |
Pages | 1-4 |
Number of pages | 4 |
Volume | 49 |
ISBN (electronic) | 9798350300970 |
Publication status | Published - 31 Dec 2022 |
Peer-reviewed | Yes |
Conference
Title | 49th Computing in Cardiology Conference |
---|---|
Abbreviated title | CinC 2022 |
Conference number | 49 |
Duration | 4 - 7 September 2022 |
Website | |
Degree of recognition | International event |
Location | Tampere Hall & online |
City | Tampere |
Country | Finland |
External IDs
Scopus | 85152897792 |
---|---|
ORCID | /0000-0003-4012-0608/work/142235709 |
Keywords
Research priority areas of TU Dresden
DFG Classification of Subject Areas according to Review Boards
Subject groups, research areas, subject areas according to Destatis
Keywords
- Mental stress, Respiration, breath rate, camera-based photoplethysmography, iPPG