DocumentCode :
398645
Title :
Clutter rejection in FLIR imagery using spatially-varying adaptive filtering
Author :
Young, S. Susan ; Nasrabadi, Nasser M. ; Soumekh, Mehrdad
Author_Institution :
United States Army Res. Lab., Adelphi, MD, USA
Volume :
1
fYear :
2003
fDate :
14-17 Sept. 2003
Abstract :
This paper introduces an adaptive method for rejecting clutter in forward-looking infra-red (FLIR) imagery. In this approach, a spatially-varying two-dimensional adaptive filtering method is developed to identify a metric distance (error energy) between a test scene and a library of reference man-made targets (trucks, tanks, etc.). The function of the 2D spatially-varying adaptive filter is to compensate for: a) variations of image point response (IPR) of a FLIR sensor; b) variations of heat distribution on the test and reference targets; c) subpixel shifts in the relative coordinates of these targets; and d) subtle scaling and rotations. A statistic is constructed that is the least square energy of the error between the test target and its projection into each member of the library of reference target chips based on the above-mentioned spatially-varying 2D adaptive filtering; this database is then used to identify the test chip as a man-made target or clutter. Results with FLIR data of scenes composed of trucks, tanks, and APCs at various angles in different types of clutter environment will be provided.
Keywords :
adaptive filters; image sensors; infrared imaging; least mean squares methods; visual databases; clutter rejection; forward-looking infra-red imagery; heat distribution; image database; image point response; image rotation; image sensor; least square energy error; metric distance identification; reference man-made target; reference target chip; spatially-varying adaptive filtering; subpixel shift; subtle scaling; Adaptive filters; Error analysis; Image sensors; Infrared imaging; Intellectual property; Layout; Libraries; Statistical analysis; Testing; Thermal sensors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
ISSN :
1522-4880
Print_ISBN :
0-7803-7750-8
Type :
conf
DOI :
10.1109/ICIP.2003.1247093
Filename :
1247093
Link To Document :
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