Title :
Event boundary determination based on attack-defense transition analysis in soccer video
Author :
Zengkai Wang ; Junqing Yu ; Yunfeng He ; Tao Guan ; Jiufei Tang
Author_Institution :
Sch. of Comput. Sci. & Technol., Huazhong Univ. of Sci. & Technol., Wuhan, China
Abstract :
Event detection is the key technology of content based sports video retrieval. Accurate detecting the boundaries of video events can effectively improve the user experience, and reduce the cost of video transmission. However, many existing works mainly focused on how to find the event, fewer on the determination of event boundary. In this work, we proposed an approach to determine the event boundary based on attack-defense transition analysis (ADTA) in soccer video. The main contributions of our work are as follows. A histogram based kickoff circle detection algorithm is proposed to facilitate the field zones partition. The proposed algorithm is fast and robust comparing with the existing methods. By the extracted mid-level features, the soccer playfield is divided into different zones, which imply different semantics in soccer game. Furthermore, the far view shot is segmented into sub-shots with captured zones, which benefit the highlight event and event boundary detection. The highlight events boundaries are accurately determined by attack-defense change points (ADCPs) detection combined with affection arousal curve. Experimental results demonstrated the effectiveness of the proposed approach.
Keywords :
content-based retrieval; feature extraction; image capture; image segmentation; sport; video retrieval; video signal processing; ADCP detection; ADTA; attack-defense change points; attack-defense transition analysis; content based sport video retrieval; cost reduction; event boundary detection; event boundary determination; event detection; feature extraction; histogram based kickoff circle detection algorithm; soccer video; video transmission; view shot segmentation; Cameras; Detection algorithms; Digital signal processing; Feature extraction; Games; Robustness; Signal processing algorithms; Soccer video; attack-defense transition; event boundary detection; event detection;
Conference_Titel :
Digital Signal Processing (DSP), 2014 19th International Conference on
Conference_Location :
Hong Kong
DOI :
10.1109/ICDSP.2014.6900680