DocumentCode
1166958
Title
Image sequence stabilisation using fuzzy adaptive Kalman filtering
Author
Güllü, M.K. ; Yaman, E. ; Erturk, S.
Author_Institution
Dept. of Electron. & Telecommun. Eng., Univ. of Kocaeli, Izmit, Turkey
Volume
39
Issue
5
fYear
2003
fDate
3/6/2003 12:00:00 AM
Firstpage
429
Lastpage
431
Abstract
Image sequence stabilisation based on fuzzy adaptive Kalman filtering of absolute frame displacements is proposed. Two Kalman filters are operated in parallel, one of which is used as a reference filter and is run with a constant high process noise variance to enable smooth and close tracking of global camera displacements. The process noise variance of the stabilisation filter is adaptively varied according to the residual between the stabilisation filter and the reference filter output.
Keywords
adaptive Kalman filters; adaptive signal processing; filtering theory; fuzzy control; image sequences; noise; stability; tracking; absolute frame displacements; constant high process noise variance; fuzzy adaptive Kalman filtering; global camera displacements tracking; image sequence stabilisation; parallel operation; reference filter; stabilisation filter;
fLanguage
English
Journal_Title
Electronics Letters
Publisher
iet
ISSN
0013-5194
Type
jour
DOI
10.1049/el:20030323
Filename
1189994
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