Skip to main content

KID-PPG: Knowledge-Informed Deep Learning for Extracting Heart Rate from Photoplethysmography Signals

KID-PPG is the first ever publicly available pre-trained deep learning model for PPG Heart Rate inference, proposed here.

Installation

KID-PPG is readily available in pip.

Install from pip

Install KID-PPG from pip
pip install kid-ppg

Install from source

Clone this directory
git clone https://github.com/esl-epfl/KID-PPG.git

Install the cloned repository
pip install ./KID-PPG

Usage

For an introductory demo on how to use KID-PPG for heart rate extraction check this Google Colab Demo. The matplotlib python package is required to run the demo.

Reference

Please use the following Bibtext entry to cite KID-PPG.

@article{kechris2024kid,
  title={KID-PPG: Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch},
  author={Kechris, Christodoulos and Dan, Jonathan and Miranda Calero, Jos{\'e} Angel and Atienza Alonso, David},
  year={2024}
}

Metadata

Release files for kid-ppg 0.0.4

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for kid-ppg 0.0.4
File Size Uploaded
kid_ppg-0.0.4.tar.gz 4.6 MB Details

Built distribution (wheel)

Table of built distributions (wheels) for kid-ppg 0.0.4
File Interpreter ABI Platform
kid_ppg-0.0.4-py3-none-any.whl Python 3 none any Details

Total release size: 8.9 MB

Release files / kid_ppg-0.0.4.tar.gz

Download URL kid_ppg-0.0.4.tar.gz
Size 4.6 MB
Tags Source
SHA-256 checksum
How to use checksums
360f093209d7ad44c6c5c86c4f0f93fa46414e35d8f343fb67f3fb5469abb91c
BLAKE2b-256 checksum
How to use checksums
770936ade2c02a07dce775f9689425203687016594516636ca3f95060f38c250
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/5.0.0 CPython/3.12.3

Release files / kid_ppg-0.0.4-py3-none-any.whl

Download URL kid_ppg-0.0.4-py3-none-any.whl
Size 4.3 MB
Tags Python 3
SHA-256 checksum
How to use checksums
1147d0b0120c45438d02c88f5c972cf652bb295a436698aa130948d8fcb848c0
BLAKE2b-256 checksum
How to use checksums
dde9807545153e81a653b18af7596c151f9475900a2e071daaa88b1b59476cbc
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/5.0.0 CPython/3.12.3

Release history Release notifications | RSS feed

This release

0.0.4 This release

2 release files

0.0.1

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page