Tata_Innoverse_SolverHunt8 😷

Content

• Face mask classification using custom model
• Face mask classification using MobileNetV2
• Face mask detector
• Social Distancing Detector
• Features
• Clone git repository
• Google colab notebook
• Reference
• License
• Contributor

Load data

Download the dataset by visiting the Face mask dataset and click the “Download” button.

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Folder structure

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📁 Face Mask Dataset
          📁 Training
          📁 Validation
          📁 Testing

  |__ Training
    |______ WithMask: [Mask.1.jpg, Mask.2.jpg, Mask.3.jpg ....]
    |______ NO_Mask: [NO_Mask.1.jpg, NO_Mask.2.jpg, NO_Mask.3.jpg ...]

  |__ Validation
    |______ WithMask: [Mask.1.jpg, Mask.2.jpg, Mask.3.jpg ....]
    |______ NO_Mask: [NO_Mask.1.jpg, NO_Mask.2.jpg, NO_Mask.3.jpg ...]

  |__ testing
    |______ [test.1.jpg, test.2.jpg, test.3.jpg , test.4.jpg , test.5.jpg , ....]

Face mask classification using custom model

Training and validation accuracy	Training and validation loss

Output prediction

Face mask classification using MobileNetV2

Training and validation accuracy	Training and validation loss

Output prediction

Classification report

              precision    recall  f1-score   support

    WithMask       1.00      1.00      1.00       882
 WithoutMask       1.00      0.99      1.00       722

    accuracy                           1.00      1604
   macro avg       1.00      1.00      1.00      1604
weighted avg       1.00      1.00      1.00      1604

Confusion matrix

Face mask detector

Mask detection on image

Input Image-01	Input Image-02

Real time face mask detecting

Video source :- Why are some wearing face masks and others not?

Social Distancing Detector

Video source :- Pedestrian overpass - original video (sample)

Features

• live video surveillance to fight against covid-19 spread
• The 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.
• Real time face mask detection and for social distancing tracking the crowd movement across the day time.
• Hot-spot area can be monitored by security forces from central station.
• If AI based solution used by authority then there will be less chance get infected security forces.

Clone git repository

    $ Git clone "https://github.com/hritik5102/Tata_Innoverse_SolverHunt8"

Google colab notebook

Filename	Notebook
Face mask classification using custom model
Face mask classification using MobileNetv2
Face mask Detection on image
Face mask Detection on video
Social distancing detector

Reference

• Pyimagesearch - face mask detector with opencv keras tensorflow and deep learning

• Pyimagesearch - opencv social distancing detector

License

Licensed under the MIT License

Contributor

Hritik Jaiswal

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