DocumentCode :
984204
Title :
Efficient target tracking using dynamic programming
Author :
Arnold, Jonathan ; Shaw, S.W. ; Pasternack, Henry
Author_Institution :
SRI Int., Menlo Park, CA, USA
Volume :
29
Issue :
1
fYear :
1993
fDate :
1/1/1993 12:00:00 AM
Firstpage :
44
Lastpage :
56
Abstract :
A dynamic programming (DP) algorithm has been developed for the detection and tracking of subpixel-sized, low signal-to-noise ratio (SNR) targets observed by side-or forward-looking imaging sensors. A distinguishing feature of this approach is that target detection and tracking are combined into a single optimization procedure that takes into account statistical models of target motion, background noise, and clutter. Current work has led to a number of technical innovations that improve the performance and efficiency of the DP tracking algorithm, including the development of a new track scoring function, and an extension to the basic DP algorithm that reduces computation requirements by over an order of magnitude. A prototype infrared (IR) target tracking system incorporating these enhancements has been implemented for a step-starting IR camera application. Sensitivity improvements of several decibels over conventional sequential detection and tracking algorithms were realized
Keywords :
dynamic programming; image processing; image sensors; infrared detectors; signal detection; statistical analysis; tracking; DP algorithm; background noise; clutter; computation requirements; dynamic programming; forward-looking imaging sensors; optimization; performance evaluation; sequential detection; side looking imaging sensor; statistical models; step-starting IR camera; target detection; target tracking; track scoring function; Background noise; Cameras; Dynamic programming; Heuristic algorithms; Image sensors; Object detection; Prototypes; Signal to noise ratio; Target tracking; Technological innovation;
fLanguage :
English
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9251
Type :
jour
DOI :
10.1109/7.249112
Filename :
249112
Link To Document :
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