Work safety: the system for cheking the phase of the work with the lathe
Computer vision
Сhallenge
01/
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.
Automate the monitoring of compliance with the safety rules of the employee's work at the lathe.
Task
The system for determining the phases of work with the lathe in real time and an interface for reporting and management.
Solution
Who is the target audience
Any production facilities and workshops where there is work on the lathes, processing machines and complex equipment.
How it works
02/
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
Development process
03/
Collecting of business requirements
Step 01
We collect videos and photos for markup — we get them from the customer.
Step 02
We make the markup
Step 03
We train the detector and classifier
Step 04
We implement the model in the interface: web, desktop or somewhere else, depending on the customer requests.
Step 05
Renderings
04/
The interesting fact
The process of training the model on new data, markup, and customization of our web-platform will take approximately 1000 hours.
Tools
06/
Keras
The open library for deep learning.
ORI MarkUp
Our internal data markup tool.
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