Joint use of a low thermal resolution thermal camera and an RGB camera for respiration measurement

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorKhan, Zaeeden_US
dc.contributor.authorRusanen, Matiasen_US
dc.contributor.authorArvonen, Miikaen_US
dc.contributor.authorLeppanen, Timoen_US
dc.contributor.authorSarkka, Simoen_US
dc.contributor.departmentDepartment of Electrical Engineering and Automationen
dc.contributor.groupauthorSensor Informatics and Medical Technologyen
dc.contributor.groupauthorHelsinki Institute for Information Technology (HIIT)en
dc.contributor.organizationDepartment of Electrical Engineering and Automationen_US
dc.contributor.organizationUniversity of Eastern Finlanden_US
dc.contributor.organizationKuopio University Hospitalen_US
dc.date.accessioned2024-01-17T08:20:02Z
dc.date.available2024-01-17T08:20:02Z
dc.date.issued2024en_US
dc.descriptionPublisher Copyright: Authors
dc.description.abstractRecently, joint use of thermal camera and RGB camera has emerged as a potential solution for respiration measurement. Bulky and large thermal cameras with high thermal resolution have been mostly used in thermal-imaging-based respiration measurement studies. We aim to present a method for respiration measurement using an RGB camera and a low thermal resolution thermal camera. Thermal cameras with low thermal resolution are small in size and easily portable, allowing flexible and a simple implementation of the measurement system. First, the cameras were calibrated and synchronized using calibration objects and sound analysis tools, respectively. Second, a cross-spectrum mapping method was developed which was followed by the extraction of the respiration signal. Third, the extracted and reference respiration signals were aligned. In the last step of the proposed method, a signal processing framework was applied to the estimated and reference respiration signals. The performance of the cross-spectrum mapping method was visually evaluated. The mapping method performed well when a participant had little to no head movements, however, the performance decreased when head movements were present. Our analysis showed that there is a relatively good agreement between the proposed and the reference respiration measurement methods. The number of breathing cycles from the estimated respiration signal was computed with a decent accuracy. However, the accuracy of measuring breathing rate is low compared to the previous studies. The estimated breathing patterns were measured with better accuracy than in the previous work. This study demonstrates that respiration measurement can be done by the joint use of an RGB camera and thermal camera, that has a low thermal resolution, with a decent level of accuracy.en
dc.description.versionPeer revieweden
dc.format.extent14
dc.format.mimetypeapplication/pdfen_US
dc.identifier.citationKhan, Z, Rusanen, M, Arvonen, M, Leppanen, T & Sarkka, S 2024, 'Joint use of a low thermal resolution thermal camera and an RGB camera for respiration measurement', IEEE Transactions on Instrumentation and Measurement, vol. 73, 5003314, pp. 1-14. https://doi.org/10.1109/TIM.2023.3334345en
dc.identifier.doi10.1109/TIM.2023.3334345en_US
dc.identifier.issn0018-9456
dc.identifier.issn1557-9662
dc.identifier.otherPURE UUID: 58884212-0f2d-4cdc-b439-5f534628a95den_US
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/58884212-0f2d-4cdc-b439-5f534628a95den_US
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/133568891/Joint_Use_of_a_Low_Thermal_Resolution_Thermal_Camera_and_an_RGB_Camera_for_Respiration_Measurement.pdf
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/125813
dc.identifier.urnURN:NBN:fi:aalto-202401171488
dc.language.isoenen
dc.publisherIEEE
dc.relation.ispartofseriesIEEE Transactions on Instrumentation and Measurementen
dc.relation.ispartofseriesVolume 73, pp. 1-14en
dc.rightsopenAccessen
dc.subject.keywordAtmospheric measurementsen_US
dc.subject.keywordbreathing measurementen_US
dc.subject.keywordCalibrationen_US
dc.subject.keywordcamera calibrationen_US
dc.subject.keywordcamera synchronizationen_US
dc.subject.keywordCamerasen_US
dc.subject.keywordImage resolutionen_US
dc.subject.keywordImagingen_US
dc.subject.keywordnon-contact methoden_US
dc.subject.keywordParticle measurementsen_US
dc.subject.keywordRGB imagingen_US
dc.subject.keywordTemperature measurementen_US
dc.subject.keywordthermal imagingen_US
dc.titleJoint use of a low thermal resolution thermal camera and an RGB camera for respiration measurementen
dc.typeA1 Alkuperäisartikkeli tieteellisessä aikakauslehdessäfi
dc.type.versionpublishedVersion

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