This video demonstrates the results from a project Digital Rail undertook with RSSB and the University of Huddersfield. The system performs signal aspect detection on footage from a forward facing camera fitted on a train. https://digitalrail.co.uk/wp-content/uploads/2020/08/final8.mp4