😷 Face mask detection 😷

Experiment face mask detection with YOLOv5 models on WandB

🌟 Inference on Google Colab (Recommend)

• Open notebook and follow the instructions

🌟 Inference on local machine (Require CUDA)

• Clone the repo

git clone https://github.com/lannguyen0910/face-mask-yolov5/
cd face-mask-yolov5/deployment/

• Install dependencies

pip install -r requirements.txt

• Download yolov5 weights (About 1.3Gb)

python download_weights.py

• Start the app. Options: [yolov5s.pt | yolov5m.pt | yolov5l.pt | yolov5x.pt]

python app.py --host localhost:3000 --weights './models/weights/yolov5s.pt'

🚨 There is a high chance that you'll face some errors when run the app on local machine. Feel free to make a pull request!

🌟 Train YOLOv5 models

• Open notebook and follow the instructions

🌟 Results

🌟 Experiments

Full experiment details on

I personally train [yolov5s, yolov5m] models for 50 epochs, [yolov5l] model for 30 epochs [yolov5x] model for 10 epochs due to high computational expenses.

Metrics

Losses

📙 References

• Inspire from: https://github.com/waittim/mask-detector