Title :
Screen-strategy analysis in broadcast basketball video using player tracking
Author :
Fu, Tsung-Sheng ; Chen, Hua-Tsung ; Chou, Chien-Li ; Tsai, Wen-Jiin ; Lee, Suh-Yin
Author_Institution :
Dept. of Comput. Sci., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Abstract :
In basketball games, screen is a blocking move performed by an offensive player, who stands beside or behind a defender, in order to free a teammate to shoot, to receive a pass, or to drive in to score. Screen is the fundamental essence that most offensive tactics are executed with. In this paper, a screen- strategy analysis system is designed, and through combining the identified screens, what tactics are executed in basketball games can be speculated. The proposed system is capable of court region detection, camera calibration and player extraction. Player trajectories are computed by a Kalman filter-based tracking method and mapped to the real-world court coordinates. The player position/trajectory information greatly assists professional-oriented applications such as screen-strategy analysis and tactic inference. The experiments on broadcast basketball videos show encouraging results.
Keywords :
Kalman filters; feature extraction; object tracking; Kalman filter-based tracking method; basketball games; broadcast basketball videos; camera calibration; court region detection; player extraction; player tracking; player trajectories; real-world court coordinates; screen-strategy analysis; Accuracy; Calibration; Cameras; Color; Games; Streaming media; Trajectory;
Conference_Titel :
Visual Communications and Image Processing (VCIP), 2011 IEEE
Conference_Location :
Tainan
Print_ISBN :
978-1-4577-1321-7
Electronic_ISBN :
978-1-4577-1320-0
DOI :
10.1109/VCIP.2011.6115927