ArticleJournal of clinical monitoring and computing2017
Estimation of breathing rate in thermal imaging videos: a pilot study on healthy human subjects.
Article in Journal of clinical monitoring and computing, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
18 citing papers in PubMed, 64 citations in OpenAlex.
- Thermal Cameras for Overnight Measuring of Respiration in a Clinical Setting.Sensors (Basel, Switzerland) · 2025Article
- Tattoo Assisted Optical Sensor System for Multimodal Discrete Physiological Sensing.Advanced healthcare materials · 2025Article
- On-Road Evaluation of an Unobtrusive In-Vehicle Pressure-Based Driver Respiration Monitoring System.Sensors (Basel, Switzerland) · 2025Article
- Thermal Cameras for Continuous and Contactless Respiration Monitoring.Sensors (Basel, Switzerland) · 2024Review
- Article
- Wireless, battery-free, multifunctional integrated bioelectronics for respiratory pathogens monitoring and severity evaluation.Nature communications · 2023Article
- Non-contact respiratory rate monitoring using thermal and visible imaging: a pilot study on neonates.Journal of clinical monitoring and computing · 2023Article
- Breathing Pattern Monitoring by Using Remote Sensors.Sensors (Basel, Switzerland) · 2022Article
- Vocalization-associated respiration patterns: thermography-based monitoring and detection of preparation for calling.The Journal of experimental biology · 2022Article
- Automatic Separation of Respiratory Flow from Motion in Thermal Videos for Infant Apnea Detection.Sensors (Basel, Switzerland) · 2021Article
- Examination of Potential of Thermopile-Based Contactless Respiratory Gating.Sensors (Basel, Switzerland) · 2021Article
- Detection of Respiratory Infections Using RGB-Infrared Sensors on Portable Device.IEEE sensors journal · 2020Article
- Non-Contact Respiration Monitoring and Body Movements Detection for Sleep Using Thermal Imaging.Sensors (Basel, Switzerland) · 2020Article
- Multi-camera infrared thermography for infant respiration monitoring.Biomedical optics express · 2020Article
- A Broader Look: Camera-Based Vital Sign Estimation across the Spectrum.Yearbook of medical informatics · 2019Review
- Perspective review of optical imaging in welfare assessment in animal-based research.Journal of biomedical optics · 2019Review
- Monitoring of Cardiorespiratory Signals Using Thermal Imaging: A Pilot Study on Healthy Human Subjects.Sensors (Basel, Switzerland) · 2018Article
- Evaluation of the breathing mode by infrared thermography.Brazilian journal of otorhinolaryngologyObservational
Corrections and comments
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Authors and funding
6 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Diverse studies have demonstrated the importance of monitoring breathing rate (BR). Commonly, changes in BR are one of the earliest and major markers of serious complications/illness. However, it is frequently neglected due to limitations of clinically established measurement techniques, which require attachment of sensors. The employment of adhesive pads or thoracic belts in preterm infants as well as in traumatized or burned patients is an additional paramount issue. The present paper proposes a new robust approach, based on data fusion, to remotely monitor BR using infrared thermography (IRT). The algorithm considers not only temperature modulation around mouth and nostrils but also the movements of both shoulders. The data of these four sensors/regions of interest need to be further fused to reach improved accuracy. To investigate the performance of our approach, two different experiments (phase A: normal breathing, phase B: simulation of breathing disorders) on twelve healthy volunteers were performed. Thoracic effort (piezoplethysmography) was simultaneously acquired to validate our results. Excellent agreements between BR estimated with IRT and gold standard were achieved. While in phase A a mean correlation of 0.98 and a root-mean-square error (RMSE) of 0.28 bpm was reached, in phase B the mean correlation and the RMSE hovered around 0.95 and 3.45 bpm, respectively. The higher RMSE in phase B results predominantly from delays between IRT and gold standard in BR transitions: eupnea/apnea, apnea/tachypnea etc. Moreover, this study also demonstrates the capability of IRT to capture varied breathing disorders, and consecutively, to assess respiratory function. In summary, IRT might be a promising monitoring alternative to the conventional contact-based techniques regarding its performance and remarkable capabilities.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.