Adaptive tracking of multiple hot-spot target IR images
- 1 October 1983
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Automatic Control
- Vol. 28 (10) , 937-943
- https://doi.org/10.1109/tac.1983.1103150
Abstract
In the recent past, the capability of tracking dynamic targets from forward-looking infrared (FLIR) measurements has been improved substantially, by replacing standard correlation trackers with adaptive extended Kalman filters. This research investigates a tracker able to handle "multiple hot-spot" targets, in which digital (or optical) signal processing is employed on the FLIR data to identify the underlying target shape. This identified shape is then used in the measurement model portion of the filter as it estimates target offset from the center of the field-of-view. In this algorithm, an extended Kalman filter processes the raw intensity measurements from the FLIR to produce target estimates. An alternative algorithm uses a linear Kalman filter to process the position indications of an enhanced correlator in order to generate tracking estimates; the enhancement is accomplished not only by thresholding to eliminate poor correlation information, but also by incorporating the dynamics information from the Kalman filter and the on-line identification of the target shape as a template instead of merely using previous frames of data. The performance capabilities of these two algorithms are evaluated under various tracking environment conditions and for a range of choices of design parameters.Keywords
This publication has 5 references indexed in Scilit:
- Coherent Optical Pattern Recognition: A ReviewOptical Engineering, 1985
- An Adaptive Extended Kalman Filter for Target Image TrackingIEEE Transactions on Aerospace and Electronic Systems, 1981
- A target tracker using spatially distributed infrared measurementsIEEE Transactions on Automatic Control, 1980
- Application Of The Liquid Crystal Light Valve To Real-Time Optical Data ProcessingOptical Engineering, 1978
- Frequency spectra for the geometric representation of wavefront distortions due to atmospheric turbulenceIEEE Transactions on Antennas and Propagation, 1976