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Room safe capacity checker and face mask detection wrt COVID19

Backgroud

Inspired by Social-Distancing-Analyser-COVID-19 and Face-Mask-Detection

Pipeline

Video --> Moving Person Detection --> Faces Detection --> Wearing Mask Detection

Requirements

Mask Detection Model:

Face Detection Model:

Moving Target Model:

Or higher speed and lower accuarcy

Features

For a video with people in the rooms:

  • Detect how many people in the conference room, if the numbers beyound the limit of COVID19 safety limit, warning.
  • Detect people wearing a mask or not, currently works well on front faces, but not good on side faces.

Future

  • Improve face detection and make detection accuracy of side faces.
  • Fix repeate detection of faces under overlaped ROI.