Tata_Innoverse_SolverHunt8 ๐ท
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 โDownloadโ button.
Folder structure
๐ Face Mask Dataset
ย ย ย ย ย ย ย ย ย ๐ Training
ย ย ย ย ย ย ย ย ย ๐ Validation
ย ย ย ย ย ย ย ย ย ๐ 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
Social Distancing Detector
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
License
Licensed under the MIT License
Contributor
Hritik Jaiswal |
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