Title :
A trajectory-based ball detection and tracking system with applications to shot-type identification in volleyball videos
Author :
Chakraborty, Bodhisattwa ; Meher, Sukadev
Author_Institution :
Dept. of Electron. & Commun. Eng., Nat. Inst. of Technol., Rourkela, India
Abstract :
This paper presents a trajectory-based ball detection and tracking algorithm for volleyball videos to classify the different types of shots in the game. In case of volleyball games, the task of ball detection and tracking become more complex due to the presence of too many number of players in a rather small space. The direct detection methods often fail due to the high rate of occlusion of the ball image with players. The distortion of the ball image due to the effect of ball and camera motion leads to a number of wrong detection. In this paper, the trajectory information of a volleyball for different shot sequences is studied and used to estimate the ball locations. The ball candidates are generated using the shape and size features. A Kalman filter-based approach is used to generate a set of candidate trajectories. The actual ball trajectory is extracted by analysing the physical characteristics of the ball motion. The trajectory informations are then used to classify the different shot sequences in the volleyball game for better representation and analysis.
Keywords :
Kalman filters; cameras; feature extraction; image motion analysis; image representation; image sequences; object detection; object recognition; object tracking; sport; video signal processing; Kalman filter-based approach; ball image distortion; ball motion; ball tracking system; ball trajectory extraction; camera motion; direct detection methods; image representation; shot sequences; shot-type identification; trajectory-based ball detection; volleyball games; volleyball videos; Algorithm design and analysis; Games; Kalman filters; Shape; Trajectory; Video sequences; Videos; Sports video; ball detection and tracking; interpolation; shot classification; trajectory growing; trajectory-based;
Conference_Titel :
Signal Processing and Communications (SPCOM), 2012 International Conference on
Conference_Location :
Bangalore
Print_ISBN :
978-1-4673-2013-9
DOI :
10.1109/SPCOM.2012.6290005