This letter proposes analytical expressions for the fu- sion of certain classes of labeled multiobject densities via Kullback– Leibler averaging. Specifically, we provide analytical fusion rules for the labeled multi-Bernoulli and marginalized δ-generalized labeled multi-Bernoulli families of labeled multiobject densities. Information fusion via Kullback–Leibler averaging ensures im- munity to double counting of information and is essential to the development of effective multiagent multiobject estimation.
Robust fusion for multisensor multiobject tracking / Claudio Fantacci, Ba-Ngu Vo, Ba-Tuong Vo, Giorgio Battistelli, Luigi Chisci. - In: IEEE SIGNAL PROCESSING LETTERS. - ISSN 1070-9908. - STAMPA. - 25:(2018), pp. 640-644. [10.1109/LSP.2018.2811750]
Robust fusion for multisensor multiobject tracking
Claudio Fantacci
;Giorgio Battistelli;Luigi Chisci
2018
Abstract
This letter proposes analytical expressions for the fu- sion of certain classes of labeled multiobject densities via Kullback– Leibler averaging. Specifically, we provide analytical fusion rules for the labeled multi-Bernoulli and marginalized δ-generalized labeled multi-Bernoulli families of labeled multiobject densities. Information fusion via Kullback–Leibler averaging ensures im- munity to double counting of information and is essential to the development of effective multiagent multiobject estimation.File | Dimensione | Formato | |
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