Title :
Optimization of point target tracking filters
Author :
Caefer, Charlene E. ; Silverman, Jerry ; Mooney, Jonathan M.
Author_Institution :
Geophys. Lab., Hanscom AFB, Bedford, MA, USA
fDate :
1/1/2000 12:00:00 AM
Abstract :
We review a powerful temporal-based algorithm, a triple temporal filter (TTF) with six input parameters, for detecting and tracking point targets in consecutive frame data acquired with staring infrared (IR) cameras. Using an extensive data set of locally acquired real-world data, we used an iterative optimization technique, the Simplex algorithm, to find an optimum set of input parameters for a given data set. Analysis of correlations among the optimum filter parameters based on a representative subset of our database led to two improved versions of the filter: one dedicated to noise-dominated scenes, the other to cloud clutter-dominated scenes. Additional correlations of filter parameters with measures of clutter severity and target velocity as well as simulations of filter responses to idealized targets reveal which features of the data determine the best choice of filter parameters. The performance characteristics of the filter is detailed by a few example scenes and metric plots of signal to clutter gains and signal to noise gains over the total database
Keywords :
clutter; filtering theory; iterative methods; optical tracking; optimisation; target tracking; tracking filters; Simplex algorithm; cloud clutter-dominated scenes; clutter gains; clutter severity; consecutive frame data; filter response simulation; idealized targets; infrared search and track; iterative optimization technique; locally acquired real-world data; noise-dominated scenes; optimum filter parameters; point target tracking filters; representative subset; signal to noise gains; six input parameters; staring infrared cameras; target velocity; temporal-based algorithm; triple temporal filter; Cameras; Clouds; Filters; Infrared detectors; Iterative algorithms; Layout; Performance gain; Spatial databases; Target tracking; Velocity measurement;
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on