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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 PPEallows detecting people in a frame that enter the protected area or are within it without the required personal protective equipment (PPE), as well as if the status of this equipment differs from the normal one.
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It is recommended to use We recommend using the detector in a "gateway" environment: at the entrance to an area in which equipment or PPE is required, the employee is delayed for 5-10 seconds, during which the detection tool detector determines the presence of the necessary required equipment (see Examples of configuring Equipment detection tool (PPE) equipment detector for solving typical tasks). |
For detection tool operationthe detector to operate, at least two separate neural networks are used:
Segmenting
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network—splits the human body into zones (
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head, shoulders, arms, hands, thighs, legs, and feet)
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.
Classifying
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network—detects equipment (PPE) on
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the specified body part
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and checks
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its status.
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To train a classification neural network, |
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you must provide a list of equipment (see Example of providing a list of valid equipment at |
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facility). |