DocumentCode :
1879688
Title :
Creating audio keywords for event detection in soccer video
Author :
Xu, Min ; Maddage, N.C. ; Xu, Changsheng ; Kankanhalli, Mohan ; Tian, Qi
Author_Institution :
Infocomm Res. Inst., Heng Mui Keng Terrace, Singapore, Singapore
Volume :
2
fYear :
2003
fDate :
6-9 July 2003
Abstract :
This paper presents a novel framework called audio keywords to assist event detection in soccer video. Audio keyword is a middle-level representation that can bridge the gap between low-level features and high-level semantics. Audio keywords are created from low-level audio features by using support vector machine learning. The created audio keywords can be used to detect semantic events in soccer video by applying a heuristic mapping. Experiments of audio keywords creation and event detection based on audio keywords have illustrated promising results. According to the experimental results, we believe that audio keyword is an effective representation that is able to achieve more intuitionistic result for event detection in sports video compared with the method of event detection directly based on low-level features.
Keywords :
audio signal processing; sport; support vector machines; video signal processing; audio keywords; event detection; heuristic mapping; middle-level representation; semantics; soccer video; support vector machine learning; Bridges; Event detection; Information analysis; Machine learning; Memory; Speech; Standards development; Support vector machines; Transform coding; Video compression;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia and Expo, 2003. ICME '03. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7965-9
Type :
conf
DOI :
10.1109/ICME.2003.1221608
Filename :
1221608
Link To Document :
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