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Real-time-Face-Mask-Detection-System-using-Object-Detection

Kaggle Dataset: https://www.kaggle.com/datasets/wobotintelligence/face-mask-detection-dataset

Description

  • Used Kaggle dataset to train model to detect face masks real-time using TensorFlow and OpenCV.
  • Finetuned pretrained MobileNet SSD model for face mask detection on ~2000 images and achieved training loss of 0.07 and test loss of 0.11 after 5000 steps.
  • Utilized Twilio API to convert system to an alert system that sends messages when faces without masks are detected.

Screenshots

Single person

With Mask Without Mask Without Mask

Multiple people

People walking


Example alert via WhatsApp

Alert

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Real time Face Mask Detection and alert system using TensorFlow and OpenCV

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