This thesis focuses on the problem of detecting text in natural scenes. It contains a summary of the main text detection methods. Based on the previous research it chooses the algorithm that is used in recognition of racing bib numbers. Recognition of racing numbers is integrated to the web application which automatically tags runners in the photos.