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detect-covid-19

Covid-19 detection from X-ray images using Computer Vision and deploying ML model to a Flask server.


Run the project:

  • Clone the project in your local environment.
  • Directory structure of this project:
├── dataset
│   ├── covid
│   └── normal
├── ml_models
├── static
│   ├── css
│   ├── image
│   └── js
├── templates
└── uploads

  • Install required packages; command:
$ pip install requirements.txt
  • or, you can also create a conda environment using the conda.yaml file; command:
$ conda env create -f conda.yaml
  • Run the machine learning (ML) code to generate model weights; command:
$ python ml_train.py
  • Model will be saved in the ml_models/ directory.
  • To serve the model to the flask server; command:
$ export FLASK_APP=app.py
$ flask run 
  • Go to http://127.0.0.1:5000/ web URL in your browser to see the web application.

Web UI




Developed by Sadman Kabir Soumik

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Covid-19 detection using Computer Vision from chest X-ray images, deployed on Flask server.

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