Paper
12 May 2010 Tracking algorithm selection considerations for airborne laser pointer/tracker system
Matthew J Krizo, Salvatore J. Cusumano, Victor R. Velten
Author Affiliations +
Abstract
The Air Force Institute of Technology's Center for Directed Energy's (AFIT/CDE), under sponsorship of the HEL Joint Technology Office, and as part of a multidisciplinary research initiative on aero optics effects, has designed and fabricated a laser pointing/tracking system. This system will serve as the laser source for a series of in-flight data collection campaigns involving two aircraft. Real-Time tracking systems have a distinct difference from automatic image analysis. Both activities often involve the segmentation of an image and the automatic location of an item of interest. A number of advanced tracking algorithms have been developed for applications involving processing previously captured data. Medical imaging applications frequently use post processing algorithms to segment anomalies in medical imaging. In this paper we discuss an airborne laser pointing and tracking system and its requirements, designed and implemented at AFIT. This application is different because the image processing must be completed during the inter-frame period. AFIT analyzed available tracking algorithms including: centroid tracking, Fitts correlator, Posterior Track, and Active Contour. These algorithms were evaluated on their ability to both accurately track and to be computed in real time using existing hardware. The analysis shows that some of the more accurate tracking algorithms are not easily implementable in real time. Often there are large numbers of correlations that must be computed for each frame. Higher resolution images quickly escalate this problem. Algorithm selection for tracking applications must balance the need for accuracy and computational simplicity. Real time tracking algorithms are limited by the amount of time between frames with which to processes the data. Specialized hardware can improve this situation. We selected centroid tracking for the airborne application and evaluate its performance to show that it meets design requirements.
© (2010) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Matthew J Krizo, Salvatore J. Cusumano, and Victor R. Velten "Tracking algorithm selection considerations for airborne laser pointer/tracker system", Proc. SPIE 7696, Automatic Target Recognition XX; Acquisition, Tracking, Pointing, and Laser Systems Technologies XXIV; and Optical Pattern Recognition XXI, 769617 (12 May 2010); https://doi.org/10.1117/12.849571
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KEYWORDS
Detection and tracking algorithms

Image processing algorithms and systems

Optical correlators

Airborne laser technology

Image segmentation

Laser sources

Algorithm development

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