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
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