DocumentCode :
3008121
Title :
A trajectory-based ball detection and tracking algorithm in broadcast tennis video
Author :
Yu, Xinguo ; Sim, Chern-Horng ; Wang, Jenny Ran ; Cheong, Loong Fah
Author_Institution :
Inst. for Infocomm Res., Singapore, Singapore
Volume :
2
fYear :
2004
fDate :
24-27 Oct. 2004
Firstpage :
1049
Abstract :
Ball locations over frames facilitate tennis video analysis to a great extent. But so far no algorithm is able to obtain satisfactory result in locating the ball in broadcast tennis video (BTV). This paper presents a trajectory-based algorithm to detect and track the ball in BTV. Unlike the object-based algorithm, it does not decide whether an object is the ball. Instead it decides whether a candidate trajectory is a ball trajectory. This algorithm is able to obtain ball locations for most frames in a BTV, making use of four cues, namely, (1) an antimodel method to produce ball candidates from each frame, (2) a trajectory-based scheme to generate, identify and extend the ball trajectories from a set of candidates, (3) a method to infer the ball locations according to players´ locations and the points of hitting, (4) a method to estimate missing ball locations from known ball locations. The experimental results show that our algorithm obtains the ball locations for above 96% frames in a sufficient accuracy for summarization.
Keywords :
digital video broadcasting; feature extraction; image segmentation; object detection; tracking; video signal processing; BTV; ball detection; ball tracking algorithm; broadcast tennis video; hitting point; image feature; image segmentation; object-based algorithm; trajectory processing; trajectory-based algorithm; Australia; Broadcasting; Cameras; Indexing; Influenza; Multimedia communication; Object detection; Radio access networks; Trajectory; Watches;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
ISSN :
1522-4880
Print_ISBN :
0-7803-8554-3
Type :
conf
DOI :
10.1109/ICIP.2004.1419482
Filename :
1419482
Link To Document :
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