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Machine Learning to replicate human behaviour in simulation

Machine Learning to replicate human behaviour in simulation

The first commercial application for our technology is in virtual test environments for semi and fully autonomous cars. Without authentic human behaviour for other road-users, simulators will not prepare autonomous cars to deal with the hectic reality of real-world driving. We combine computer vision with learning from demonstration to build realistic road-user models that can be used in any autonomous car simulator. Traditional methods for learning such behaviours require explicit specification of the intent of each agent, which is infeasible when modelling complex interactions like driving. Learning from demonstration based on real human behaviours overcomes this challenge, inspired by how humans learn new skills "on the job".

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