DocumentCode :
925009
Title :
Wavelet-Based Detection and Its Application to Tracking in an IR Sequence
Author :
Zaveri, Mukesh A. ; Merchant, S.N. ; Desai, Uday B.
Author_Institution :
Sardar Vallabhbhai Nat. Inst. of Technol., Surat
Volume :
37
Issue :
6
fYear :
2007
Firstpage :
1269
Lastpage :
1286
Abstract :
We propose an effective technique using a wavelet-based temporal decomposition algorithm to detect single-pixel targets with motion from frame to frame. We next integrate the proposed detection algorithm with an interacting multiple-model method and multiple filter bank approach to provide an effective solution for tracking multiple single-pixel nonmaneuvering and maneuvering targets. Through Monte Carlo simulations, we establish the efficiency and robustness of the proposed approach. Based on exhaustive empirical study, we demonstrate the effectiveness of our proposed approach in tracking multiple single-pixel targets in a sequence of infrared images with clutter and occlusion due to moving clouds in airborne applications.
Keywords :
Kalman filters; Monte Carlo methods; image sequences; infrared imaging; object detection; optical tracking; target tracking; wavelet transforms; IR sequence; Monte Carlo simulation; airborne application; clutter; data association; infrared image sequence; kalman filtering; maneuvering target tracking; moving clouds; multiple filter bank; multiple-model method; occlusion; single-pixel target detection; temporal decomposition algorithm; wavelet transform; wavelet-based detection; Clouds; Detection algorithms; Filter bank; Image sequences; Infrared detectors; Motion detection; Object detection; Optical filters; Target tracking; Testing; Data association; Kalman filtering; interacting; multiple filter bank; multiple model; wavelet transform;
fLanguage :
English
Journal_Title :
Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
Publisher :
ieee
ISSN :
1094-6977
Type :
jour
DOI :
10.1109/TSMCC.2007.905829
Filename :
4344003
Link To Document :
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