COVID-19-Face-Mask-Detector

About the Project:

• Realtime face mask detector using Keras, Deep Learning & OpenCV.
• Used opencv’s Object detection techniques to detect faces.
• Transfer Learning using MobileNetV2 architecture.
• Fine-tuning the model using Data Augmentation.

Training and Validation Plots:

         Accuracy:                 Loss:

Output of the model over images:

     

     

     

     

Output of the model over Video file:

  

Refer the full video inputs and outputs here:

Input Video

Output Video

Limitations of the current project:

• Facing difficulties in detecting faces with low light and low quality webcams.
• Dataset has images with people wearing only white colored masks 😷
• Face detection can be improved.