Real time Face Mask detector

with OpenCV, Keras (Tensorflow backend) and Python

Detect face-masks in real-time camera stream

Description

Usage

To run the program with live webcam stream:

python mask-detector.py

To run the program with custom source file (e.g. an mp4 video file):

python mask-detector.py --source videoplayback.mp4

Hit Esc key to exit the program at any time.

Dependencies

The project is built using these libraries:

Tensorflow 2.1
Keras 2.3
Numpy 1.19
OpenCV 4.5
Matplotlib 3.3 (for testing only)

Python 3.6 is used.

Dataset

The dataset for training the mask detection model is available here:

https://www.kaggle.com/omkargurav/face-mask-dataset

The dataset directory structure is modified in this format:

• data
  • train
    • 1_without_mask -> contains 2828 images
    • 2_with_mask -> contains 2725 images
  • test
    • 1_without_mask -> contains 1000 images
    • 2_with_mask -> contains 1000 images

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Created by Dharmveer Bharti
Under Computer Vision and Internet of Things Internship
by The Sparks Foundation

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