Results 191 to 200 of about 4,346 (236)

The Labeled Multi-Bernoulli Filter

open access: yesIEEE Transactions on Signal Processing, 2014
This paper proposes a generalization of the multi- Bernoulli filter called the labeled multi-Bernoulli filter that outputs target tracks. Moreover, the labeled multi-Bernoulli filter does not exhibit a cardinality bias due to a more accurate update approximation compared to the multi-Bernoulli filter by exploiting the conjugate prior form for labeled ...
Ba-Ngu Võ   +2 more
exaly   +4 more sources

Multi-Scan Generalized Labeled Multi-Bernoulli Filter

open access: yes2018 21st International Conference on Information Fusion (FUSION), 2018
This paper extends the generalized labeled multi-Bernoulli (GLMB) tracking filter to a batch multi-target tracker. In a labeled random finite set formulation, a multi-target tracking filter propagates the labeled multi-target filtering density while a batch multi-target tracker propagates the labeled multi-target posterior density.
Ba-Tuong Vo, Ba-Ngu Vo
openaire   +2 more sources

A Fast Labeled Multi-Bernoulli Filter Using Belief Propagation

open access: yesIEEE Transactions on Aerospace and Electronic Systems, 2020
We propose a fast labeled multi-Bernoulli (LMB) filter that uses belief propagation for probabilistic data association. The complexity of our filter scales only linearly in the numbers of Bernoulli components and measurements, while the Performance is ...
Thomas Kropfreiter   +2 more
exaly   +2 more sources

Poisson Multi-Bernoulli Mixture Filter: Direct Derivation and Implementation [PDF]

open access: yesIEEE Transactions on Aerospace and Electronic Systems, 2018
We provide a derivation of the Poisson multi-Bernoulli mixture (PMBM) filter for multitarget tracking with the standard point target measurements without using probability generating functionals or functional derivatives. We also establish the connection
Angel F García-Fernández   +2 more
exaly   +2 more sources

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