Title : 
Demo: Spatio-temporal template matching for ball detection
         
        
            Author : 
Kumar, K. C. Amit ; Parisot, Pascaline ; De Vleeschouwer, Christophe
         
        
            Author_Institution : 
ICTEAM Inst., Univ. catholique de Louvain, Louvain-la-Neuve, Belgium
         
        
        
        
        
            Abstract : 
This paper considers the detection of ball in a basketball game covered by multiple loosely synchronized cameras. First, plausible ball candidates are detected on the nodes of a 3D grid defined around the basket. This is done by correlating independently in each view the spatial template of the ball with a precomputed foreground mask. Efficient implementation of this step relies on integral images. Afterwards, false positives are filtered out based on a temporal analysis of the ball trajectory. This analysis builds on the Random Sample Consensus (RANSAC) method, with a ballistic trajectory model. The integrated approach is demonstrated on a real-life dataset, and appears to be both effective and efficient.
         
        
            Keywords : 
image matching; object detection; video surveillance; 3D grid; RANSAC method; ball detection; ball trajectory; ballistic trajectory model; basketball game; precomputed foreground mask; random sample consensus method; real-life dataset; spatio-temporal template matching; temporal analysis; Acceleration; Cameras; Computational modeling; Correlation; Games; Three dimensional displays; Trajectory; Multiview; RANSAC; template-matching;
         
        
        
        
            Conference_Titel : 
Distributed Smart Cameras (ICDSC), 2011 Fifth ACM/IEEE International Conference on
         
        
            Conference_Location : 
Ghent
         
        
            Print_ISBN : 
978-1-4577-1708-6
         
        
            Electronic_ISBN : 
978-1-4577-1706-2
         
        
        
            DOI : 
10.1109/ICDSC.2011.6042940