https://github.com/sayamalt/face-mask-detection

Successfully trained a deep learning model using CNN which can predict to a great level of accuracy whether a given person is wearing a mask or not.
https://github.com/sayamalt/face-mask-detection

computer-vision convolutional-neural-networks face-mask-detection keras opencv tensorflow

Last synced: 5 months ago
JSON representation

Successfully trained a deep learning model using CNN which can predict to a great level of accuracy whether a given person is wearing a mask or not.

• Host: GitHub
• URL: https://github.com/sayamalt/face-mask-detection
• Owner: SayamAlt
• Created: 2022-08-18T15:48:39.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2022-11-13T10:30:48.000Z (over 2 years ago)
• Last Synced: 2024-12-28T08:09:54.711Z (6 months ago)
• Topics: computer-vision, convolutional-neural-networks, face-mask-detection, keras, opencv, tensorflow
• Language: Jupyter Notebook
• Homepage:
• Size: 51.8 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# Face-Mask-Detection

Successfully trained a deep learning model using convolutional neural networks which can predict to a great level of accuracy whether a given person is wearing a mask or not.

![Face Mask Detection](https://929687.smushcdn.com/2633864/wp-content/uploads/2020/04/face_mask_detection_result01.jpg?lossy=1&strip=1&webp=1)

![Face Mask Detection](https://www.researchdive.com/blogImages/NfBEa3zk4o.jpeg)

## Dataset Used

Link: https://www.kaggle.com/datasets/ashishjangra27/face-mask-12k-images-dataset

## Context

This dataset is used for Face Mask Detection Classification with images. The dataset consists of almost 12K images which are almost 328.92MB in size.

## Technologies Used



  
Keras

  
Tensorflow

  
Scikit-learn

  
Numpy

  
Pandas

  
Matplotlib

  
Seaborn

  
OpenCV

  
Pillow(PIL)

  
Imutils



## Acknowledgements

All the images with the face mask (~6K) are scrapped from google search and all the images without the face mask are preprocessed from the CelebFace dataset created by Jessica Li. Thank you so much Jessica for providing a wonderful dataset to the community.

## Inspiration

The inspiration behind creating this dataset is to create an algorithm that can directly detect if a person is wearing a face mask or not. So the images have been scraped from Google as well as from the CelebFace dataset created by Jessica Li to make this happen.