Git Product home page Git Product logo

tomstog / infrared-spo2 Goto Github PK

View Code? Open in Web Editor NEW
7.0 2.0 0.0 50.58 MB

The dataset used for the "A non-contact SpO2 estimation using video magnification and infrared data" publication

Python 71.21% MATLAB 28.79%
dataset spo2 3d-cnn-model cnn cnn-regression eulerian-video-magnification generalized-additive-models infrared infrared-images linear-regression video-magnification contactless python video transformer vivit photoplethysmography multisource-data

infrared-spo2's Introduction

Infrared-SpO2

The dataset used for the "A non-contact SpO2 estimation using video magnification and infrared data" publication and "A study of machine learning regression techniques for Non-Contact SpO2 Estimation from infrared motion magnified facial video" publication. The code developed is to fit the data to the reference SpO2 values. The code used for Eulerian Video Magnification was available from here. The dataset can be viewed and downloaded through this link.

infrared-spo2's People

Contributors

tomstog avatar

Stargazers

avatar avatar avatar avatar avatar avatar avatar

Watchers

avatar avatar

infrared-spo2's Issues

question

Hello, one more question.Could you please provide the code for feature extraction from the video?

About the published video data

Good day author, I found that the published video is the video of the face ROI area after zooming in, is it possible to provide the video before zooming in for study and processing?

question

Hello, I still have some questions. The 19 seconds in your video are divided equally. Are the blood oxygen saturation values ​​​​the same in these 19 seconds? If they are not the same value, how to deal with it?

ask

Hello, now I have some problems with Average RMSE, Minimum RMSE, MAE, MAPE, 𝑹𝟐 score and No. Features output. Do you have any code in this regard?
In addition, I want to know whether this model can be called to predict the SpO2 value of new data after the regressor runs successfully.

Asking for help again

The link you gave me before was about the evm amplification algorithm. Could you please provide the code for face segmentation that can detect faces and extract the facial areas required for surgery?

ask

Asking again, I saw in the article that the Extra Trees Regressor model has the best performance, so can you provide the code for this model?

ask for help

Hello, can you provide the code for the video processing part?

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.