- 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
Download the dataset by visiting the Face mask dataset and click the “Download” button.
📁 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 , ....]
Training and validation accuracy | Training and validation loss |
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Training and validation accuracy | Training and validation loss |
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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
Input Image-01 | Input Image-02 |
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- 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.
$ Git clone "https://github.com/hritik5102/Tata_Innoverse_SolverHunt8"
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 |
Licensed under the MIT License
Hritik Jaiswal |
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