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Mask-Detector

Automatic verification of protective masks on the face.

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General info

The project was designed to automatically detect faces in pictures/videos and verify that they have a properly applied mask.

I trained the model on publicly available datasets

Technologies

  • Python 3.72

Setup

To run this project

$ git clone https://github.com/jedrzejd/Mask-Detector.git
$ cd Mask-Detector
$ python3 -m venv venv
$ . venv/bin/activate
$ pip install -r requirements.txt
$ python app.py

Status

  • Now

    • The app recognizes a face and draws a rectangle with the probability that the person has a correctly fitted mask.
  • In Future

    • Added the ability to use multiple video sources.
    • Improving the accuracy of the model (currently 95% accuracy on the training set)
    • Greater generalization of the model, for example: for people with glasses, different skin color

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