Work safety: the system for cheking the phase of the work with the lathe
Computer vision
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Сhallenge
The more employees there are in manufacture, the more difficult it is to monitor, how they comply with industrial safety rules. One of these rules – is the rules of work at the lathe.
Task
Automate the monitoring of compliance with the safety rules of the employee's work at the lathe.
Solution
The system for determining the phases of work with the lathe in real time and an interface for reporting and management.
Any production facilities and workshops where there is work on the lathes, processing machines and complex equipment.
Who is the target audience
Determines by the frames the staff member and the phase of the machine operation. For example, an employee looks into an open machine window
It checks, that the same staff member is in the series of pictures
If the employee breaks the rules of work, the incident is recorded
The incident card is created in the web-interface
The responsible person can look at the information and decide what to do with it
Takes frames from the video stream with the certain frequency
The system receives data from several cameras at once
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How it works
Step 01
Collecting of business requirements
Step 02
We collect videos and photos for markup — we get them from the customer.
Step 03
We make the markup
Step 04
We train the detector and classifier
Step 05
We implement the model in the interface: web, desktop or somewhere else, depending on the customer requests.
Development process
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Renderings
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The interesting fact
The process of training the model on new data, markup, and customization of our web-platform will take approximately 1000 hours.
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