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Detect whether a person is wearing a mask or not

Home Page: https://towardsdatascience.com/how-i-built-a-face-mask-detector-for-covid-19-using-pytorch-lightning-67eb3752fd61

License: MIT License

Python 93.59% Dockerfile 6.41%
mask covid19 deep-learning detection pytorch coronavirus pytorch-lightning classification

covid-mask-detector's Introduction

Open in Visual Studio Code license CodeQL

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COVID-19 Face Mask Detector

samples

Reproduction

git clone [email protected]:JadHADDAD92/covid-mask-detector.git
# Or
git clone https://github.com/JadHADDAD92/covid-mask-detector.git

cd covid-mask-detector

# Download dataset and export it to pandas DataFrame
python -m covid-mask-detector.data_preparation

Training

python -m covid-mask-detector.train

Testing on videos

python -m covid-mask-detector.video modelPath videoPath

Usage

Usage: video.py [OPTIONS] MODELPATH VIDEOPATH

  modelPath: path to model.ckpt

  videoPath: path to video file to annotate

Options:
  --output PATH  specify output path to save video with annotations

Pretrained model

covid-mask-detector/models/face_mask.ckpt

Check Medium post: How I built a Face Mask Detector for COVID-19 using PyTorch Lightning

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