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The Equipment detection tool (PPE) locates individuals wearing no personal protective equipment within the area where it's required, and also individuals wearing improperly applied PPE.

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For detection tool operation, at least two separate neural networks are used:

  • Segmenting network — it network—it structures up an image of a human body (locates head, shoulders, arms, hands, thighs, legs and feet);

  • Classifying network — it network—it detects equipment (PPE) on a specified body part, and checks if it's properly applied. 

    Note
    titleAttention!

    To train a classification neural network, it is necessary to provide a list of equipment (see Example of providing a list of valid equipment at the facility).