The Boeing Company
Enhanced collection of training data for machine learning to improve worksite safety and operations

Abstract:

Systems and methods for enhanced collection of training data for machine learning to improve worksite safety and operations. One embodiment is a system with an interface to receive first evaluations of a first scene from a group of trainees, the first scene belonging to safety curriculum content and depicting a worksite with a known hazard that is associated in memory with a hazard profile. The system includes a controller to determine a trusted subgroup of the trainees that correctly identified the known hazard in the first scene. The interface receives second evaluations of a second scene from the trusted subgroup of the trainees that depicts the worksite with an unknown hazard. The controller trains a machine learning function based on the second evaluations from the trusted subgroup of the trainees for automatic identification of hazard indications in the second scene depicting the worksite with the unknown hazard.