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Model

ResPulseNet

recovery-aware rPPG during post-exercise HR recovery

RGBElectronics
Cite
Venue listedCatalog paper date: 2026Source
CitationsView DOI record (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.

ResPulseNet is a 1D encoder-decoder that reconstructs remote PPG from multi-ROI RGB traces, trained with recovery-aware window sampling and an auxiliary recovery-progress target for fast post-exercise heart-rate changes. The Electronics 2026 paper (DOI 10.3390/electronics15184221, CC BY 4.0) reports paper-reported gains on MCD-rPPG during recovery; no public code link was found.

Signals
RGB
Form factor
camera_rppg
License
CC BY 4.0
Year
2026
Architecture

1D encoder-decoder rPPG reconstructor with recovery-aware sampling

At a glance
Type
Task model
Modalities
RGB
Form factor
Camera rPPG
Parameters
Not reported
Architecture
1D encoder-decoder rPPG reconstructor with recovery-aware sampling
Venue
Electronics (MDPI) 2026, DOI 10.3390/electronics15184221, published 2026-09-16
Year
2026
arXiv
Not reported
DOI
10.3390/electronics15184221 (opens in a new tab)
Code
Not reported
Weights
Not reported
Licence
CC BY 4.0 (opens in a new tab)
Caveats
Not reported
Datasets
Not reported
Added
Not reported
Updated
Oct 27, 2026
ResPulseNet: ChatPPG research summary card

How it works

How ResPulseNet works: Input signals → Model → Downstream tasksInput signals: RGB. Model: ResPulseNet (Masked reconstruction). Downstream tasks: Heart rate.Input signalsRGBRGBModelMASK → RECONSTRUCTResPulseNetMasked reconstructionDownstream tasksHeart rateHeart rate
Architecture
1D encoder-decoder rPPG reconstructor with recovery-aware sampling
Inputs
RGB
Approach
rppg · model · exercise · non stationary hr · multi roi · auxiliary task

Datasets

No public datasets linked yet.

Cite

APA

ResPulseNet. (2026). Electronics 2026, DOI 10.3390/electronics15184221. https://doi.org/10.3390/electronics15184221

BibTeX

@article{respulsenetrecov2026respulsenet,
  title         = {{ResPulseNet}},
  year          = {2026},
  journal       = {Electronics 2026, DOI 10.3390/electronics15184221},
  doi           = {10.3390/electronics15184221}
}

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History

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