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covid-detection-from-x-rays's Introduction

COVID-19 detection using chest XRays

Framework used

Pytorch

Data Preprocessing

  • The original dataset has 930 images with around 66% of the images being covid positive.
  • However, the dataset was not very clean and many fields were empty.
  • After cleaning up the data (detailed explanation is given in the comments of the code), I was left with 668 images which I split into a training set (90%) and validation/testing set (10%).

Model Used

Model Used

In order to account for meta-data such as age, gender, view position, I designed my own classifier.

Steps

Feature extractor from VGG16 -> Flattened the output -> Concatenated with the meta-data -> Used custom classifier.

A detailed explanation of model and results is given in "Report_Results.pdf"

covid-detection-from-x-rays's People

Contributors

avinash2468 avatar beatrizgarcias avatar bganglia avatar generalblockchain avatar ieee8023 avatar juanmed avatar kant avatar lan-dao avatar ncovgt2020 avatar nullcodex avatar vishalshar avatar

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