Multisensor data fusion for enhanced respiratory rate estimation in thermal videos
Scientific studies have demonstrated that an atypical respiratory rate (RR) is frequently one of the earliest and major indicators of physiological distress. However, it is also described in the literature as "the neglected vital parameter", mainly due to shortcomings of clinical available...
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| Published in | 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Vol. 2016; pp. 1381 - 1384 |
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| Main Authors | , , , , |
| Format | Conference Proceeding Journal Article |
| Language | English |
| Published |
United States
IEEE
01.08.2016
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1557-170X |
| DOI | 10.1109/EMBC.2016.7590965 |
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| Abstract | Scientific studies have demonstrated that an atypical respiratory rate (RR) is frequently one of the earliest and major indicators of physiological distress. However, it is also described in the literature as "the neglected vital parameter", mainly due to shortcomings of clinical available monitoring techniques, which require attachment of sensors to the patient's body. The current paper introduces a novel approach that uses multisensor data fusion for an enhanced RR estimation in thermal videos. It considers not only the temperature variation around nostrils and mouth, but the upward and downward movement of both shoulders. In order to analyze the performance of our approach, two experiments were carried out on five healthy candidates. While during phase A, the subjects breathed normally, during phase B they simulated different breathing patterns. Thoracic effort was the gold standard elected to validate our algorithm. Our results show an excellent agreement between infrared thermography (IRT) and ground truth. While in phase A a mean correlation of 0.983 and a root-mean-square error of 0.240 bpm (breaths per minute) was obtained, in phase B they hovered around 0.995 and 0.890 bpm, respectively. In sum, IRT may be a promising clinical alternative to conventional sensors. Additionally, multisensor data fusion contributes to an enhancement of RR estimation and robustness. |
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| AbstractList | Scientific studies have demonstrated that an atypical respiratory rate (RR) is frequently one of the earliest and major indicators of physiological distress. However, it is also described in the literature as "the neglected vital parameter", mainly due to shortcomings of clinical available monitoring techniques, which require attachment of sensors to the patient's body. The current paper introduces a novel approach that uses multisensor data fusion for an enhanced RR estimation in thermal videos. It considers not only the temperature variation around nostrils and mouth, but the upward and downward movement of both shoulders. In order to analyze the performance of our approach, two experiments were carried out on five healthy candidates. While during phase A, the subjects breathed normally, during phase B they simulated different breathing patterns. Thoracic effort was the gold standard elected to validate our algorithm. Our results show an excellent agreement between infrared thermography (IRT) and ground truth. While in phase A a mean correlation of 0.983 and a root-mean-square error of 0.240 bpm (breaths per minute) was obtained, in phase B they hovered around 0.995 and 0.890 bpm, respectively. In sum, IRT may be a promising clinical alternative to conventional sensors. Additionally, multisensor data fusion contributes to an enhancement of RR estimation and robustness. |
| Author | Leonhardt, Steffen Blazek, Vladimir Xinchi Yu Venema, Boudewijn Pereira, Carina B. |
| Author_xml | – sequence: 1 givenname: Carina B. surname: Pereira fullname: Pereira, Carina B. email: pereira@hia.rwth-aachen.de organization: Dept. of Med. Inf. Technol., RWTH Aachen Univ., Aachen, Germany – sequence: 2 surname: Xinchi Yu fullname: Xinchi Yu organization: Dept. of Med. Inf. Technol., RWTH Aachen Univ., Aachen, Germany – sequence: 3 givenname: Vladimir surname: Blazek fullname: Blazek, Vladimir organization: Dept. of Med. Inf. Technol., RWTH Aachen Univ., Aachen, Germany – sequence: 4 givenname: Boudewijn surname: Venema fullname: Venema, Boudewijn organization: Dept. of Med. Inf. Technol., RWTH Aachen Univ., Aachen, Germany – sequence: 5 givenname: Steffen surname: Leonhardt fullname: Leonhardt, Steffen organization: Dept. of Med. Inf. Technol., RWTH Aachen Univ., Aachen, Germany |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/28268583$$D View this record in MEDLINE/PubMed |
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| SubjectTerms | Adult Algorithms Cameras Correlation Data integration Female Hot Temperature Humans Male Monitoring Mouth Movement Nose Respiration Respiratory Rate - physiology Signal Processing, Computer-Assisted Videos Videotape Recording |
| Title | Multisensor data fusion for enhanced respiratory rate estimation in thermal videos |
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