Autonomous Vehicle Software Symposium

Event: Autonomous Vehcile Software Symposium 
Date: 5th - 7th June 2018
Location: Messe Stuttgart, Germany
Presenter: Joshua Davis - Software Research Engineer
Presentation date / time: 5th June - 14.45 - 15.15

Challenges of neural networks for vehicle software

In recent years artificial neural networks have been shown to be very effective at learning high level semantic information from unstructured data such as audio, image and video, modelling complex non-linear relationships between input and output signals and allowing us to make sense of the world around us. This paper will give a brief introduction to neural networks, discuss some of the big challenges that we have seen putting them to use in autonomous vehicle applications such as training and validation, and review some of the methods being used to overcome these challenges.