The Equipment detection tool (PPE) allows 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.
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 detector determines the presence of the required equipment (see Examples of configuring equipment detector for solving typical tasks). |
For the detector to operate, at least two separate neural networks are used:
Segmenting network—splits the human body into zones (head, shoulders, arms, hands, thighs, legs, and feet).
Classifying network—detects equipment (PPE) on the specified body part and checks its status.
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 facility). |