DocumentCode :
584675
Title :
Error Propagation in Multi-Camera Tracking
Author :
Kayumbi, G. ; Mazzeo, P.L. ; Cavallaro, Andrea
Author_Institution :
Sch. of Comput. Sci. & Inf., Cardiff Univ., Cardiff, UK
fYear :
2012
fDate :
25-29 Nov. 2012
Firstpage :
343
Lastpage :
350
Abstract :
Multi-camera tracking often involve the projection of image data onto a ground plane. In this paper, we analyze the propagation of object tracking errors after trajectory transformation from multiple views onto the ground plane. In particular, we contrast a deterministic and a probabilistic algorithm and present an empirical study of their multiple object tracking results on dataset of $18000$ frames. By measuring tracking accuracy, we highlight the processes that generate the most significant errors and how these errors impact the estimation of the final object location. Ultimately, the propagation of these errors from the image plane to the ground plane trajectories gives insights for future enhancement of the algorithms employed.
Keywords :
deterministic algorithms; image processing; object tracking; probability; deterministic algorithm; ground plane; image data projection; multicamera tracking; object tracking error propagation; probabilistic algorithm; trajectory transformation; Cameras; Heuristic algorithms; Image color analysis; Probabilistic logic; Trajectory; Multi-camera; tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Image Technology and Internet Based Systems (SITIS), 2012 Eighth International Conference on
Conference_Location :
Naples
Print_ISBN :
978-1-4673-5152-2
Type :
conf
DOI :
10.1109/SITIS.2012.57
Filename :
6395115
Link To Document :
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