Abstract
Background: Non-contact measurement of physiological vital signs, such as blood pressure (BP), by video-based photoplethysmography (vPPG) is a potential means for remote health monitoring. However, the signal-to-noise ratio of cardiovascular signals within the vPPG is very low.
Objective: This study investigates the potential of BP estimation from vPPG.
Methods: In 10 healthy volunteers (4 females, 28 ± 7 years), continuous electrocardiogram, finger BP and video of the face and palm of the hand were recorded. BP was varied by isometric hand grip exercise and leg ischemia. Four vPPG methods were compared: (i) averages of the green (GREEN) color intensity; (ii) the best linear combination of color channels using independent component analysis (ICA); (iii) a linear combination of chrominance-based (CHROM) signal by standardizing the skin color profile; (iv) plane orthogonal to the skin tone (POS) as vPPG signal. These were applied to 14 regions of interest (ROIs) on the face and 5 ROIs on the palm. Pulse transit time (PTT) between ROIs, for all permutations, were calculated and the correlation with BP quantified.
Results: A significant, negative PTT-BP correlation was defined as success. A maximum success rate of 80% was achieved, occurring for the GREEN, POS and ICA methods only for specific ROIs within the face, but not for any permutation using the hand.
Conclusions: These results indicate that the use of vPPG for estimation of BP will be challenging. A combination of different vPPG methods and within-face ROIs may yield useful information.
Objective: This study investigates the potential of BP estimation from vPPG.
Methods: In 10 healthy volunteers (4 females, 28 ± 7 years), continuous electrocardiogram, finger BP and video of the face and palm of the hand were recorded. BP was varied by isometric hand grip exercise and leg ischemia. Four vPPG methods were compared: (i) averages of the green (GREEN) color intensity; (ii) the best linear combination of color channels using independent component analysis (ICA); (iii) a linear combination of chrominance-based (CHROM) signal by standardizing the skin color profile; (iv) plane orthogonal to the skin tone (POS) as vPPG signal. These were applied to 14 regions of interest (ROIs) on the face and 5 ROIs on the palm. Pulse transit time (PTT) between ROIs, for all permutations, were calculated and the correlation with BP quantified.
Results: A significant, negative PTT-BP correlation was defined as success. A maximum success rate of 80% was achieved, occurring for the GREEN, POS and ICA methods only for specific ROIs within the face, but not for any permutation using the hand.
Conclusions: These results indicate that the use of vPPG for estimation of BP will be challenging. A combination of different vPPG methods and within-face ROIs may yield useful information.
| Original language | English |
|---|---|
| Title of host publication | 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society |
| Place of Publication | United States |
| Publisher | Institute of Electrical and Electronics Engineers (IEEE) |
| Pages | 5650-5653 |
| Number of pages | 4 |
| ISBN (Electronic) | 9781728111797 |
| ISBN (Print) | 9781728111803 |
| DOIs | |
| Publication status | Published - Nov 2021 |
| Event | 43rd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society, EMBC 2021 - Virtual, Mexico Duration: 1 Nov 2021 → 5 Nov 2021 |
Publication series
| Name | Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS |
|---|---|
| Volume | 2021-January |
| ISSN (Print) | 1557-170X |
Conference
| Conference | 43rd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society, EMBC 2021 |
|---|---|
| Country/Territory | Mexico |
| City | Virtual |
| Period | 1/11/21 → 5/11/21 |
Keywords
- cuffless blood pressure
- pulse arrival time
- pulse transit time
- video-based photoplethysmography
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