Activity counts measure attention, not model quality. Missing counts are unknown. Publication status follows the linked source; a listed venue alone does not confirm peer review.
This multi-task cascaded model uses remote PPG supervision to guide joint heart-rate and SpO2 estimation from face video, as described in IEEE Access 2026 (DOI 10.1109/ACCESS.2026.3735373, CC BY-NC-ND 4.0). Public abstract text and official code were not reachable when this entry was prepared, so datasets and numeric results are omitted here.
- Signals
- RGB
- Form factor
- camera_rppg
- License
- CC BY-NC-ND 4.0
- Year
- 2026
- Architecture
rPPG-guided multi-task cascaded network for joint HR and SpO2
- Type
- Task model
- Modalities
- RGB
- Form factor
- Camera rPPG
- Parameters
- Not reported
- Architecture
- rPPG-guided multi-task cascaded network for joint HR and SpO2
- Venue
- IEEE Access 2026, DOI 10.1109/ACCESS.2026.3735373
- Year
- 2026
- arXiv
- Not reported
- Code
- Not reported
- Weights
- Not reported
- Caveats
- Not reported
- Datasets
- Not reported
- Added
- Not reported
- Updated
- Oct 27, 2026

How it works
- Architecture
- rPPG-guided multi-task cascaded network for joint HR and SpO2
- Inputs
- RGB
- Approach
- rppg · model · spo2 · multi task · camera spo2
Datasets
Cite
APA
rPPG-guided multi-task cascaded learning for joint HR and SpO2. (2026). IEEE Access 2026, DOI 10.1109/ACCESS.2026.3735373. https://doi.org/10.1109/ACCESS.2026.3735373
BibTeX
@article{rppghrspo2cascad2026rppgguided,
title = {{rPPG-guided multi-task cascaded learning for joint HR and SpO2}},
year = {2026},
journal = {IEEE Access 2026, DOI 10.1109/ACCESS.2026.3735373},
doi = {10.1109/ACCESS.2026.3735373}
}Built from the hub record. Check it against the publisher before submitting.
History
Record updated
Papers
AI-Driven and Automated Systems for Continuous Oxygen Saturation Monitoring in Long-Term Oxygen Therapy: Systematic ReviewSame task: SpO₂2026
Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea CharacterizationSame task: SpO₂arXiv preprint · 2026
Circuit-free cardiovascular monitoring via skin-interfaced nanophotonicsSame task: SpO₂arXiv preprint · 2026
Datasets
- A Longitudinal and Multimodal physiological signals dataset of Para handcycling training and race for SCI RehabilitationSame task: SpO₂ECG · IMU · SpO₂
AI-READISame task: SpO₂Flagship type 2 diabetes dataset (FAIRhub): Garmin Vivosmart 5 wrist HR/SpO2/stress + Dexcom G6 CGM + clinical, ECG and retinal imaging2,280 subjects · ECG · IMU · SpO₂
BIDMC PPG and Respiration (Pimentel 2016 / PhysioNet)Same task: SpO₂53 subjects · PPG · ECG · SpO₂
