Title :
Trajectory-Based Ball Detection and Tracking in Broadcast Soccer Video with the Aid of Camera Motion Recovery
Author :
Yu, Xinguo ; Tu, Xiaoying ; Ang, Ee Luang
Author_Institution :
Inst. for Infocomm Res., Singapore
Abstract :
This paper presents an enhanced trajectory-based ball detection and tracking algorithm, which acquires 2.5D ball position with the aid of camera motion recovery (CMR). Informally, CMR enhances the algorithm by obtaining better ball candidates and forming longer ball trajectories via computing 2.5D position of the ball. The algorithm in this paper comprises two phases. In the first phase, we achieve CMR by a procedure combining homography and global motion estimation. In the second phase, we employ the trajectory-based procedure to the sequence of transformed frames. The experimental results show that the algorithm presented in this paper achieves higher accuracy in identifying the ball than our previous trajectory-based algorithm. More importantly, the obtained ball position is 2.5D, i.e. the ball projection position.
Keywords :
image enhancement; motion estimation; object detection; tracking; video signal processing; ball tracking; broadcast soccer video; camera motion recovery; global motion estimation; trajectory-based ball detection; trajectory-based procedure; Broadcast technology; Broadcasting; Cameras; Event detection; Motion detection; Motion estimation; Multimedia communication; Object detection; Tracking; Trajectory; Sports video; ball detection and tracking; camera motion recovery; trajectory-based;
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.2007.4284957