Workplace safety object detection
Bounding boxes across a detailed workplace-object taxonomy: more than 6 million instances for a confidential EU client.
Problem
Industrial safety AI must see people, vehicles and equipment, with driver and PPE tags, to understand who and what is moving around a site.
Data and task
Bounding boxes across a detailed vehicle and workplace-object taxonomy, with driver and PPE tags on the people involved.
Tools
First Darwin (V7), later Encord: the programme moved platforms part-way through.
Challenges
A wide taxonomy, and a tool migration completed without breaking label consistency: guidelines, classes and review carried across from one platform to the other.
QA
Two-tier review, maintained through the change of platform.
Delivery scale
More than 6 million instances for a confidential EU client.
Result and next step
A very large, consistent detection dataset that survived a change of platform.
Related industry: Industrial and workplace safety. Related service: Computer Vision.