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  4. Evaluation of tracking methods for maritime surveillance
 
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2012
Conference Paper
Title

Evaluation of tracking methods for maritime surveillance

Abstract
In this article, we present an evaluation of several multi-target tracking methods based on simulated scenarios in the maritime domain. In particular, we consider variations of the Joint Integrated Probabilistic Data Association (JIPDA) algorithm, namely the Linear Multi-Target IPDA (LMIPDA), Linear Joint IPDA (LJIPDA), and Markov Chain Monte Carlo Data Association (MCMCDA). The algorithms are compared with respect to an extension of the Optimal Subpattern Assignment (OSPA) metric, the Hellinger distance and further performance measures. As no single algorithm is equally well fitted to all tested scenarios, our results show which algorithms fits best for specific scenarios.
Author(s)
Fischer, Yvonne
Baum, M.
Flohr, F.
Hanebeck, U.D.
Beyerer, Jürgen  
Mainwork
Signal processing, sensor fusion, and target recognition XXI  
Conference
Conference "Signal Processing, Sensor Fusion, and Target Recognition" 2012  
DOI
10.1117/12.919234
Language
English
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Keyword(s)
  • Joint Integrated Probabilistic Data Association (JIPDA)

  • Linear Multi-Target IPDA (LMIPDA)

  • Linear Joint IPDA (LJIPDA)

  • Markov Chain Monte Carlo Data Association (MCMCDA)

  • Optimal Subpattern Assignment (OSPA)

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