Wavelet-based detection and its application to tracking in an IR sequence

被引:10
|
作者
Zaveri, Mukesh A. [1 ]
Merchant, S. N.
Desai, Uday B.
机构
[1] Sardar Vallabhbhai Natl Inst Technol, Dept Comp Engn, Surat 395007, India
[2] Indian Inst Technol, Dept Elect Engn, SPANN Lab, Bombay 400076, Maharashtra, India
关键词
data association; interacting; multiple model; Kalman filtering; multiple filter bank; wavelet transform;
D O I
10.1109/TSMCC.2007.905829
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:1269 / 1286
页数:18
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