Coder Social home page Coder Social logo

mahdifarvardin / medvse Goto Github PK

View Code? Open in Web Editor NEW
31.0 1.0 8.0 2.26 MB

Official repository of "Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones".

License: MIT License

Python 100.00%
dataset deep-learning keras signal-processing tensorflow2 vital-signs mths

medvse's Introduction

MEDVSE - Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones

Official repository of "Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones".

This repository contains the code and the proposed dataset (MTHS)

Checklist

  • MTHS dataset
  • Finger Videos (New!)
  • Code
  • Webpage

Code

  • Codes are included in the code folder. Please refer to its Readme.md for more detailed information.

Dataset - MTHS:

  • This folder contains our dataset
  • Each subject has two .npy files: mean RGB signals as signal_x.npy and ground truth labels as label_x.npy, where x is the patient id.
  • signal_x.npy contains the mean signals ordered as R, G, and then B sampled at 30Hz.
  • label_x.npy contains the ground truth data ordered as HR(bpm) - SpO2(%) Sampled at 1Hz.

New! - Fingertip videos

Due to some requests we now provide the raw fingertip videos.

For downloading videos, please send us an email with your academic email containing your Gmail address.

Donation :)

If you find our dataset useful please consider donation, it would help us a lot.

btc:

  • bc1qtgtflqv0laapltmwczfg8ree70mv90fcwvvsd4

eth:

  • 0xCa432902f1270AD076814cD77E03Aef2D09dAc19

usdt (trc20):

  • TYRPhPT5BZTvn4bcYY4xguL1FSVwchHHrN

License

This project's code is released under the MIT license. Note that the dataset is released under the CC BY-NC-ND license.

Citation

If you use our dataset or find this repository helpful, please consider citing:

@article{samavati2022efficient,
  title={Efficient deep learning-based estimation of the vital signs on smartphones},
  author={Samavati, Taha and Farvardin, Mahdi and Ghaffari, Aboozar},
  journal={arXiv preprint arXiv:2204.08989},
  year={2022}
}

Contact emails

medvse's People

Contributors

mahdifarvardin avatar celestialtaha avatar

Stargazers

Dejun Zhang avatar Virat Chauhan avatar Frz avatar Ali Reza Farzi Pour avatar Armin Abdollahi avatar Martin avatar Meriem baha avatar  avatar  avatar Gyurme avatar Harshith Shankar T R avatar Leander Melms avatar Tam Nguyen avatar okiiko avatar Rawan Abdulsadig avatar Omar Esguerra avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar Yusuke Akamatsu avatar  avatar twn29004 avatar  avatar  avatar  avatar  avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.