Adaptive plane orthogonal to skin-tone vector for non-contact pulse rate monitoring in motion scenarios
This study proposes a novel method to replace the fixed plane orthogonal to the skin-tone vector in the Plane-Orthogonal-to-Skin (POS) method to obtain a more accurately pulse rate in motion scenarios. To evaluate the performance of the proposed method, we constructed a series of 155 challenge video...
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| Published in | Multimedia tools and applications Vol. 83; no. 39; pp. 86741 - 86755 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
Springer US
01.11.2024
Springer Nature B.V |
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| Online Access | Get full text |
| ISSN | 1573-7721 1380-7501 1573-7721 |
| DOI | 10.1007/s11042-024-19697-5 |
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| Abstract | This study proposes a novel method to replace the fixed plane orthogonal to the skin-tone vector in the Plane-Orthogonal-to-Skin (POS) method to obtain a more accurately pulse rate in motion scenarios. To evaluate the performance of the proposed method, we constructed a series of 155 challenge videos from 26 subjects, which included static scenarios, motion scenarios, dark scenarios, bright scenarios, long-distance scenarios, and after exercise scenarios. The experimental results show that this method can achieve high-precision pulse rate results with mean absolute error can be less than 5.51 bpm. Compared to current mainstream motion suppression methods (e.g. POS, Chrominance (CHROM), Independent Component Analysis (ICA), Local Group Invariance (LGI)), our method shows the best performance. As a result, it has enormous potential for intelligent health monitoring. |
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| AbstractList | This study proposes a novel method to replace the fixed plane orthogonal to the skin-tone vector in the Plane-Orthogonal-to-Skin (POS) method to obtain a more accurately pulse rate in motion scenarios. To evaluate the performance of the proposed method, we constructed a series of 155 challenge videos from 26 subjects, which included static scenarios, motion scenarios, dark scenarios, bright scenarios, long-distance scenarios, and after exercise scenarios. The experimental results show that this method can achieve high-precision pulse rate results with mean absolute error can be less than 5.51 bpm. Compared to current mainstream motion suppression methods (e.g. POS, Chrominance (CHROM), Independent Component Analysis (ICA), Local Group Invariance (LGI)), our method shows the best performance. As a result, it has enormous potential for intelligent health monitoring. This study proposes a novel method to replace the fixed plane orthogonal to the skin-tone vector in the Plane-Orthogonal-to-Skin (POS) method to obtain a more accurately pulse rate in motion scenarios. To evaluate the performance of the proposed method, we constructed a series of 155 challenge videos from 26 subjects, which included static scenarios, motion scenarios, dark scenarios, bright scenarios, long-distance scenarios, and after exercise scenarios. The experimental results show that this method can achieve high-precision pulse rate results with mean absolute error can be less than 5.51 bpm. Compared to current mainstream motion suppression methods (e.g. POS, Chrominance (CHROM), Independent Component Analysis (ICA), Local Group Invariance (LGI)), our method shows the best performance. As a result, it has enormous potential for intelligent health monitoring. |
| Author | Zhang, Yuxin Lin, Xingsen Zhang, Qing Liu, Xiaomei Cai, Fuhong |
| Author_xml | – sequence: 1 givenname: Qing surname: Zhang fullname: Zhang, Qing organization: School of Biomedical Engineering, Hainan University – sequence: 2 givenname: Xingsen surname: Lin fullname: Lin, Xingsen organization: School of Biomedical Engineering, Hainan University – sequence: 3 givenname: Yuxin surname: Zhang fullname: Zhang, Yuxin organization: School of Biomedical Engineering, Hainan University – sequence: 4 givenname: Xiaomei surname: Liu fullname: Liu, Xiaomei organization: School of Biomedical Engineering, Hainan University – sequence: 5 givenname: Fuhong surname: Cai fullname: Cai, Fuhong email: caifuhong@hainanu.edu.cn organization: School of Biomedical Engineering, Hainan University |
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| ContentType | Journal Article |
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| Keywords | rPPG Dichromatic reflection model Pulse-rate measurement Least squares estimation |
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| Snippet | This study proposes a novel method to replace the fixed plane orthogonal to the skin-tone vector in the Plane-Orthogonal-to-Skin (POS) method to obtain a more... |
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| SubjectTerms | Algorithms Cameras Computer Communication Networks Computer Science Data Structures and Information Theory Independent component analysis Methods Multimedia Multimedia Information Systems Orthogonality Performance evaluation Pulse rate Signal processing Special Purpose and Application-Based Systems Track 2: Medical Applications of Multimedia |
| Title | Adaptive plane orthogonal to skin-tone vector for non-contact pulse rate monitoring in motion scenarios |
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