DocumentCode
1463488
Title
Adaptive template matching algorithm based on swad for robust target tracking
Author
Di Caterina, Gaetano ; Soraghan, John J.
Author_Institution
Dept. of Electron. & Electr. Eng., Strathclyde Univ., Glasgow, UK
Volume
48
Issue
5
fYear
2012
Firstpage
261
Lastpage
262
Abstract
The sum of absolute differences (SAD) is widely used in video coding and disparity computation for its simplicity. However, SAD is not very common in tracking applications owing to issues like partial occlusion and target changes, which can dramatically affect its performance. Presented is a novel adaptive template matching algorithm for target tracking, based on a sum of weighted absolute differences (SWAD). The target template is updated using an infinite impulse response filter, while a weighting kernel is adopted to reduce the effects of partial occlusion. Simulation results demonstrate that the proposed tracker outperforms conventional SAD in terms of efficiency and accuracy, and its performance is comparable with more complex trackers, such as the mean shift algorithm.
Keywords
IIR filters; image matching; target tracking; SWAD; adaptive template matching algorithm; disparity computation; infinite impulse response filter; mean shift algorithm; partial occlusion; robust target tracking; sum-of-weighted absolute differences; target changes; target template; video coding; weighting kernel;
fLanguage
English
Journal_Title
Electronics Letters
Publisher
iet
ISSN
0013-5194
Type
jour
DOI
10.1049/el.2011.3888
Filename
6164314
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