Automatic Road Sign Detection and Recognition By Usman Zakir A Doctoral Thesis for the degree of Doctor of Philosophy Department of Computer Science Loughborough University August 2011 © Usman Zakir 2011 Supervisor: Dr. Eran A. Edirisinghe