TY - JOUR
T1 - Joint use of a low thermal resolution thermal camera and an RGB camera for respiration measurement
AU - Khan, Zaeed
AU - Rusanen, Matias
AU - Arvonen, Miika
AU - Leppanen, Timo
AU - Sarkka, Simo
N1 - Publisher Copyright:
Authors
PY - 2024
Y1 - 2024
N2 - Recently, 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.
AB - Recently, 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.
KW - Atmospheric measurements
KW - breathing measurement
KW - Calibration
KW - camera calibration
KW - camera synchronization
KW - Cameras
KW - Image resolution
KW - Imaging
KW - non-contact method
KW - Particle measurements
KW - RGB imaging
KW - Temperature measurement
KW - thermal imaging
UR - http://www.scopus.com/inward/record.url?scp=85179121202&partnerID=8YFLogxK
U2 - 10.1109/TIM.2023.3334345
DO - 10.1109/TIM.2023.3334345
M3 - Article
AN - SCOPUS:85179121202
SN - 0018-9456
VL - 73
SP - 1
EP - 14
JO - IEEE Transactions on Instrumentation and Measurement
JF - IEEE Transactions on Instrumentation and Measurement
M1 - 5003314
ER -