Title :
Automatic trademark detection and recognition in sport videos
Author :
Ballan, Lamberto ; Bertini, Marco ; Del Bimbo, Alberto ; Jain, Arjun
Author_Institution :
Media Integration & Commun. Center, Univ. of Florence, Florence
fDate :
June 23 2008-April 26 2008
Abstract :
In this paper we describe a system for automatic detection and recognition of trademarks in sports videos. We propose a compact representation of trademarks based on SIFT feature points and a matching algorithm to robustly detect and retrieve trademarks in a variety of different sports video types. Trademark localization is performed through robust clustering of matched feature points in the video frame. A supervised machine learning approach is used to automatically adapt the similarity threshold used to assess the trademark matches. Experimental results are provided, along with an analysis of the precision and recall. Results show that our proposed technique is efficient and effectively detects and classifies trademarks.
Keywords :
image classification; image matching; learning (artificial intelligence); video signal processing; automatic trademark detection; automatic trademark recognition; compact trademark representation; matched feature points; matching algorithm; robust clustering; sport videos; supervised machine learning; trademark classification; trademark localization; trademark matches; video frame; Clustering algorithms; Histograms; Humans; Image edge detection; Image recognition; Investments; Object detection; Robustness; Trademarks; Videos;
Conference_Titel :
Multimedia and Expo, 2008 IEEE International Conference on
Conference_Location :
Hannover
Print_ISBN :
978-1-4244-2570-9
Electronic_ISBN :
978-1-4244-2571-6
DOI :
10.1109/ICME.2008.4607581