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:

• mask_detector.model

Face Detection Model:

• face_detector

Moving Target Model:

• YOLOv3.cfg

• YOLOv3.weights

Or higher speed and lower accuarcy

• yolov3-tiny.weights
• yolov3-tiny.cfg

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.