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Real-time background compensation for PTZ cameras using GPU accelerated and range-limited genetic algorithm search

Authors
Nguyen T.T.[Nguyen T.T.]Jeon J.W.[Jeon J.W.]
Issue Date
2011
Keywords
Background compensation; GA; GPU; histogram matching
Citation
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v.7087 LNCS, no.PART1, pp.85 - 96
Indexed
SCOPUS
Journal Title
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume
7087 LNCS
Number
PART1
Start Page
85
End Page
96
URI
https://scholarworks.bwise.kr/skku/handle/2021.sw.skku/71810
DOI
10.1007/978-3-642-25367-6_8
ISSN
0302-9743
Abstract
We propose a range-limited Genetic Algorithm (GA) search with an accelerated Graphics Processing Unit (GPU) based implementation for background compensation where pan-tilt-zoom (PTZ) cameras are used. Our method contains GA with search ranges restricted using histogram matching and GPU implementation of the range-limited GA. First, based on histogram matching, estimation of approximate scale (camera zoom) and translation (camera pan and tilt) parameters is used to restrict the ranges for the later GA search. Next, the GA is applied to find an optimal solution. Experimental comparisons of the proposed method to existing methods show that our work has advantages: robust to critical situations due to using GA, and fast processing. © 2011 Springer-Verlag.
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Information and Communication Engineering > Information and Communication Engineering > 1. Journal Articles
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