https://github.com/fyt3rp4til/face-mask-detection

https://github.com/fyt3rp4til/face-mask-detection

cnn keras-neural-networks keras-tensorflow opencv python3 tensorflow

Last synced: 3 days ago
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• Host: GitHub
• URL: https://github.com/fyt3rp4til/face-mask-detection
• Owner: FYT3RP4TIL
• Created: 2023-09-11T09:07:39.000Z (about 1 year ago)
• Default Branch: main
• Last Pushed: 2023-09-25T19:00:14.000Z (about 1 year ago)
• Last Synced: 2024-01-18T20:16:55.155Z (10 months ago)
• Topics: cnn, keras-neural-networks, keras-tensorflow, opencv, python3, tensorflow
• Language: Jupyter Notebook
• Homepage:
• Size: 1.35 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
Face Mask Detection






  
Face Mask Detection System built with OpenCV, Keras/TensorFlow using Deep Learning and Computer Vision concepts in order to detect face masks in static images as well as in real-time video streams.



## Introduction

Due to the seen pandemic Covid-19 in the past years we got to know how wearing masks beccame important hence this system can therefore be used in real-time applications which require face-mask detection for safety purposes due to the outbreak . This project can be integrated with embedded systems for application in airports, railway stations, offices, schools, and public places to ensure that public safety guidelines are followed.

## :warning: TechStack

- [OpenCV](https://opencv.org/)

- [Keras](https://keras.io/)

- [TensorFlow](https://www.tensorflow.org/)

- [Python](https://www.python.org/)

## :file_folder: Dataset

The dataset used can be downloaded here - [Click to Download](https://www.kaggle.com/datasets/ashishjangra27/face-mask-12k-images-dataset/download?datasetVersionNumber=1)

This dataset consists of ~12k images belonging to three classes:

*	Train

*	Test

*	Validation

## :key: Prerequisites

All the dependencies and required libraries are included in the file requirements.txt [See here](https://github.com/Sudhanshu21xx/Face-Mask-Detection/blob/main/requirements.txt)

## 🚀  Installation

1. Clone the repo

```

$ git clone https://github.com/Sudhanshu21xx/Face-Mask-Detection.git

```

2. Open the repo in notebook

3. Now, run the following command in your notebook to install the libraries required

```

$ pip3 install -r requirements.txt

```

## :bulb: Working

1. Download the dataset.

2. Change the directory main_dir in the Facemask_model.ipynb and run it: 

```

import os

main_dir ='New Masks Dataset'

train_dir = os.path.join(main_dir,'Train')

test_dir = os.path.join(main_dir,'Test')

valid_dir = os.path.join(main_dir,'Validation')

train_mask_dir = os.path.join(train_dir,'Mask')

train_nomask_dir = os.path.join(train_dir,'Non Mask')

```

3. Run the Facemaskdetection(open_cv).ipynb (you can also change the videocapture to livecapture)

```

cap = cv2.VideoCapture('video.mp4')

#cap = cv2.VideoCapture(0)

```

## :key: Results