ArticlePhysiological measurement2022
Detecting beats in the photoplethysmogram: benchmarking open-source algorithms.
Article in Physiological measurement, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 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
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Who cites it
35 citing papers in PubMed.
- A prefrontal cortex-hypothalamus circuit for heart rate control in non-human primates.bioRxiv : the preprint server for biology · 2026Article
- Decoding concealed information using multimodal neurophysiological signals.Scientific reports · 2026Article
- Unobtrusive Sensing at Home Towards Healthcare 5.0: Technologies, Applications, and Future Directions.Biosensors · 2026Review
- An Adjustable Smart Ring to Monitor Pulse Rate and Peripheral Blood Oxygen Saturation.Annals of biomedical engineering · 2026Article
- Analysis of differential photoplethysmography signal patterns in apnea and hypopnea.Physiological measurement · 2026Article
- Vascular waveform analysis using Bayesian pulse deconvolution.bioRxiv : the preprint server for biology · 2026Article
- Atrial Fibrillation Detection from At-Rest PPG Signals Using an SDOF-TF Method.Sensors (Basel, Switzerland) · 2026Article
- End-to-end non-invasive ECG signal generation from PPG signal: a self-supervised learning approach.Frontiers in physiology · 2026Article
- Signal Quality Assessment and Reconstruction of PPG-Derived Signals for Heart Rate and Variability Estimation in In-Vehicle Applications: A Comparative Review and Empirical Validation.Sensors (Basel, Switzerland) · 2025Review
- Real-Time Subject-Specific Predictive Modeling of PPG Signals for Artifact-Resilient SpO2 Estimation Under Hypoxia.Sensors (Basel, Switzerland) · 2025Article
- Motion Artifacts Removal from Measured Arterial Pulse Signals at Rest: A Generalized SDOF-Model-Based Time-Frequency Method.Sensors (Basel, Switzerland) · 2025Article
- Accuracy of Heart Rate Measurement Under Transient States: A Validation Study of Wearables for Real-Life Monitoring.Sensors (Basel, Switzerland) · 2025Article
- Functional MRI signatures of autonomic physiology in aging.Communications biology · 2025Article
- An artificial intelligence-based approach to identify volume status in patients with severe dengue using wearable PPG data.PLOS digital health · 2025Article
- Determinants of photoplethysmography signal quality at the wrist.PLOS digital health · 2025Article
- Functional MRI Signatures of Autonomic Physiology in Aging.bioRxiv : the preprint server for biology · 2025Article
- Machine Learning-Based VOBiosensors · 2025Article
- The MSPTDfast photoplethysmography beat detection algorithm: design, benchmarking, and open-source distribution.Physiological measurement · 2025Article
- A Multimodal Deep Learning Approach to Intraoperative Nociception Monitoring: Integrating Electroencephalogram, Photoplethysmography, and Electrocardiogram.Sensors (Basel, Switzerland) · 2025Article
- Beyond the time-on-task: an EEG-driven approach for effective physiological assessment of mental fatigue in simulated and real driving.Frontiers in bioengineering and biotechnology · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
Abstract
The photoplethysmogram (PPG) signal is widely used in pulse oximeters and smartwatches. A fundamental step in analysing the PPG is the detection of heartbeats. Several PPG beat detection algorithms have been proposed, although it is not clear which performs best.
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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.