DocumentCode
3428703
Title
Evaluation of tracking reliability metrics based on information theory and normalized correlation
Author
Loutas, E. ; Nikolaidis, N. ; Pitas, I.
Author_Institution
Dept. of Informatics, Thessaloniki Univ., Greece
Volume
4
fYear
2004
fDate
23-26 Aug. 2004
Firstpage
653
Abstract
The efficiency of three tracking reliability metrics based on information theory and normalized correlation is examined in this paper. The two information theory tools used for the metrics construction are the mutual information and the Kullback-Leibler distance. The metrics are applicable to any feature-based tracking scheme. In the context of this work, they are applied for comparison purposes on an object tracking scheme using multiple feature point correspondences. Experimental results have shown that the information theory based metrics perform better than the normalized correlation one.
Keywords
information theory; reliability; signal processing; tracking; feature-based tracking scheme; information theory; mutual information; normalized correlation; object tracking scheme; tracking reliability metrics; Chromium; Degradation; Informatics; Information theory; Motion estimation; Mutual information; Particle measurements; Performance evaluation; Reliability theory; Tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on
ISSN
1051-4651
Print_ISBN
0-7695-2128-2
Type
conf
DOI
10.1109/ICPR.2004.1333857
Filename
1333857
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