ChatPPG.
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Model

BeliefPPG

code release

PPGOpen codeWeights: not released
Code Cite
UnconfirmedCatalog paper date: Not reportedAdded to atlas: Oct 19, 2026
GitHub starsView on GitHub (opens in a new tab)

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.

Form factor
Wrist
Signals
PPG
License
MIT

Key results3 SOTA

All results

Results as reported by the authors; not independently reproduced. A SOTA star marks the best value among results reported under the same evaluation protocol; ties go to the earlier publication.

Embed this badge (3 badges for READMEs and project pages)
  • SOTA on ChatPPG: Heart rate · IEEE SPC 2015
    Markdown
    [![SOTA on ChatPPG: Heart rate · IEEE SPC 2015](https://chatppg.com/research/badges/beliefppg--hr-estimation-ieee-spc-2015-troika-mae-bpm.svg)](https://chatppg.com/research/results?task=hr-estimation&dataset=ieee-spc-2015-troika&metric=mae_bpm)
    HTML
    <a href="https://chatppg.com/research/results?task=hr-estimation&amp;dataset=ieee-spc-2015-troika&amp;metric=mae_bpm"><img src="https://chatppg.com/research/badges/beliefppg--hr-estimation-ieee-spc-2015-troika-mae-bpm.svg" alt="SOTA on ChatPPG: Heart rate · IEEE SPC 2015" height="20"></a>
  • SOTA on ChatPPG: Heart rate · PPG-DaLiA
    Markdown
    [![SOTA on ChatPPG: Heart rate · PPG-DaLiA](https://chatppg.com/research/badges/beliefppg--hr-estimation-ppg-dalia-mae-bpm.svg)](https://chatppg.com/research/results?task=hr-estimation&dataset=ppg-dalia&metric=mae_bpm)
    HTML
    <a href="https://chatppg.com/research/results?task=hr-estimation&amp;dataset=ppg-dalia&amp;metric=mae_bpm"><img src="https://chatppg.com/research/badges/beliefppg--hr-estimation-ppg-dalia-mae-bpm.svg" alt="SOTA on ChatPPG: Heart rate · PPG-DaLiA" height="20"></a>
  • SOTA on ChatPPG: Heart rate · WESAD
    Markdown
    [![SOTA on ChatPPG: Heart rate · WESAD](https://chatppg.com/research/badges/beliefppg--hr-estimation-wesad-mae-bpm.svg)](https://chatppg.com/research/results?task=hr-estimation&dataset=wesad&metric=mae_bpm)
    HTML
    <a href="https://chatppg.com/research/results?task=hr-estimation&amp;dataset=wesad&amp;metric=mae_bpm"><img src="https://chatppg.com/research/badges/beliefppg--hr-estimation-wesad-mae-bpm.svg" alt="SOTA on ChatPPG: Heart rate · WESAD" height="20"></a>
At a glance
Type
Task model
Modalities
PPG
Form factor
Wrist
Parameters
Not reported
Architecture
Not reported
Venue
Not reported
Year
Not reported
arXiv
Not reported
DOI
Not reported
Code
Open (opens in a new tab)
Weights
Not released
Licence
MIT (opens in a new tab)
Caveats
Not reported
Datasets
Not reported
Added
Oct 19, 2026
Updated
Oct 19, 2026

Original description

Official code for the UAI 2023 paper "BeliefPPG: Uncertainty-aware Heart Rate Estimation from PPG signals via Belief Propagation" and the beliefppg PyPI package.

Verbatim fromGitHub· Repository licence: MIT

BeliefPPG: ChatPPG research summary card

How it works

How BeliefPPG works: Input signals → Model → Downstream tasksInput signals: PPG (Photoplethysmogram). Model: BeliefPPG.Input signalsPPG: PhotoplethysmogramPPGPhotoplethysmogramModelBeliefPPG
Inputs
PPG
Approach
code release · no weights

Datasets

No public datasets linked yet.

Cite

APA

BeliefPPG. (n.d.).

BibTeX

@misc{beliefppgbeliefppg,
  title         = {{BeliefPPG}}
}

Built from the hub record. Check it against the publisher before submitting.

History

  1. Added to the ChatPPG research hub