Title :
Semantic Event Extraction from Basketball Games using Multi-Modal Analysis
Author :
Zhang, Yifan ; Xu, Changsheng ; Rui, Yong ; Wang, Jinqiao ; Lu, Hanqing
Author_Institution :
Chinese Acad. of Sci., Beijing
Abstract :
In this paper, we present a novel multi-modal framework for semantic event extraction from basketball games based on Webcasting text and broadcast video. We propose novel approaches to text analysis for event detection and semantics extraction, video analysis for event structure modeling and event moment detection, and text/video alignment for event boundary detection in the video. Compared with existing approaches to event detection in sports video which rely heavily on low-level features directly extracted from video itself, our approach aims to bridge the semantic gap between low-level features and high-level events and facilitates personalization of the sports video. Promising results are reported on real-world video clips by using text analysis, video analysis and text/video alignment.
Keywords :
broadcasting; feature extraction; multimedia communication; sport; text analysis; video signal processing; basketball games; broadcast video; event boundary video detection; event detection; event moment detection; event structure modeling; multimodal analysis; semantic event extraction; sports video; text alignment; text analysis; video alignment; video analysis; webcasting text; Event detection; Feature extraction; Games; Gunshot detection systems; Hidden Markov models; Layout; Multimedia communication; TV broadcasting; Text analysis; Video compression;
Conference_Titel :
Multimedia and Expo, 2007 IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
1-4244-1016-9
Electronic_ISBN :
1-4244-1017-7
DOI :
10.1109/ICME.2007.4285119