SynthesisSensors (Basel, Switzerland)2022
Continuous Monitoring of Vital Signs Using Cameras: A Systematic Review.
Synthesis in Sensors (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers.
What it found
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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.
The trial behind it
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
34 citing papers in PubMed.
- The Influence of Hospitalization and Nursing Interventions on Inpatients' Sleep Quality: A Multicenter Observational Study.Worldviews on evidence-based nursing · 2026Observational
- Towards generalizable contactless oximetry from multispectral video via deep domain-adaptive learning strategy.Biomedical optics express · 2026Article
- Missed isochromatic cardiac pulsation in remote photoplethysmography: detection, impact, and removal.Biomedical optics express · 2026Article
- Motion-Based Confidence Score to Support the Practical Application of rPPG Methods in Health Monitoring.Journal of medical systems · 2026Article
- Unobtrusive Sensing at Home Towards Healthcare 5.0: Technologies, Applications, and Future Directions.Biosensors · 2026Review
- Air-Coupled Ultrasound Systems for Biomedical Applications: Advances in Sensors, Electronic Interfaces and Signal Processing Strategies.Sensors (Basel, Switzerland) · 2026Review
- Radar-based inspiratory-to-expiratory time ratio estimation: a validation study.Scientific reports · 2026Article
- SiViS: Simulated multi-patient physiological clinical states for advanced vital sign radar monitoring research.Scientific data · 2026Article
- Article
- Cumulative burden and dynamic trajectories of heart rate as predictors of prognosis in acute pancreatitis: an 18-year cohort study.International journal of surgery (London, England) · 2026Article
- Interventional study of the iSelfie heart health tool for assessment of vital signs (heart rate, blood pressure, and Oxygen Saturation) in the Kingdom of Saudi Arabia.Saudi medical journal · 2025Article
- Smart Healthcare at Home: A Review of AI-Enabled Wearables and Diagnostics Through the Lens of the Pi-CON Methodology.Sensors (Basel, Switzerland) · 2025Review
- Future perspectives of heart rate and oxygenation monitoring in the neonatal intensive care unit - a narrative review.Journal of clinical monitoring and computing · 2025Review
- Skin-Inspired Healthcare Electronics.Biomimetics (Basel, Switzerland) · 2025Review
- Nurses' experiences with inhospital continuous monitoring of vital signs in general wards: A systematic review.PLOS digital health · 2025Article
- Channel attention pyramid network for remote physiological measurement.Scientific reports · 2025Article
- Video-based multi-target multi-camera tracking for postoperative phase recognition.International journal of computer assisted radiology and surgery · 2025Article
- Overcoming Challenges in Video-Based Health Monitoring: Real-World Implementation, Ethics, and Data Considerations.Sensors (Basel, Switzerland) · 2025Article
- Facial video photoplethysmography for measuring average and quasi-instantaneous heart rate: a pilot validation study.Frontiers in physiology · 2025Article
- Remote Monitoring of Sympathovagal Imbalance During Sleep and Its Implications in Cardiovascular Risk Assessment: A Systematic Review.Bioengineering (Basel, Switzerland) · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
In recent years, noncontact measurements of vital signs using cameras received a great amount of interest. However, some questions are unanswered: (i) Which vital sign is monitored using what type of camera? (ii) What is the performance and which factors affect it? (iii) Which health issues are addressed by camera-based techniques? Following the preferred reporting items for systematic reviews and meta-analyses (PRISMA) statement, we conduct a systematic review of continuous camera-based vital sign monitoring using Scopus, PubMed, and the Association for Computing Machinery (ACM) databases. We consider articles that were published between January 2018 and April 2021 in the English language. We include five vital signs: heart rate (HR), respiratory rate (RR), blood pressure (BP), body skin temperature (BST), and oxygen saturation (SpO
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Identifiers
What OpenQuestion holds
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.