DocumentCode :
1703521
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
fYear :
2011
Firstpage :
1
Lastpage :
2
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;
fLanguage :
English
Publisher :
ieee
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
Type :
conf
DOI :
10.1109/ICDSC.2011.6042940
Filename :
6042940
Link To Document :
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