Title :
Tracking players and estimation of the 3D position of a ball in soccer games
Author :
Ohno, Yoshinori ; Miura, Jun ; Shirai, Yoshiaki
Author_Institution :
Dept. of Comput. Controlled Mech. Syst., Osaka Univ., Japan
Abstract :
In soccer games, understanding the movement of players and the ball is essential for the analysis of matches or tactics. In this paper, we present a system to track the players and ball and to estimate their positions from video images. Our system tracks the players by extracting their shirt and pants regions and can cope with the posture change and occlusion by considering their colors, positions, and velocities in the image. The system extracts ball candidates by using the color and motion information, and determines the ball among them based on motion continuity. To determine the player who is holding the ball, the position of players on the field and the 3D position of the ball are estimated. The ball position is estimated by fitting a physical model of movement in 3D space to the observed ball trajectory. Experimental results on real image sequences show the effectiveness of the system
Keywords :
computer vision; image colour analysis; image sequences; motion estimation; sport; target tracking; ball; color images; computer vision; image sequences; motion estimation; players; position estimation; soccer games; target tracking; Calibration; Cameras; Data mining; Games; Image analysis; Image sequence analysis; Image sequences; Layout; Mechanical systems; Watches;
Conference_Titel :
Pattern Recognition, 2000. Proceedings. 15th International Conference on
Conference_Location :
Barcelona
Print_ISBN :
0-7695-0750-6
DOI :
10.1109/ICPR.2000.905293