Rectangular Extended Object Tracking with Box Particle Filter Using Dynamic Constraints

Extended objects generate multiple measurements and are characterised with their size or volume. They require methods able to deal with the data association problem and at the same time to estimate both their kinematic states and shape parameters. This paper presents a solution to the extended objec...

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Published in:DF&TT 2014 : IET Conference on Data Fusion & Target Tracking 2014 : Algorithms and Applications : 30 April 2014 p. 2.1
Main Authors: Petrov, N, Mihaylova, L, Gning, A
Format: Conference Proceeding
Language:English
Published: Stevenage, UK IET 2014
The Institution of Engineering & Technology
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Abstract Extended objects generate multiple measurements and are characterised with their size or volume. They require methods able to deal with the data association problem and at the same time to estimate both their kinematic states and shape parameters. This paper presents a solution to the extended object tracking for rectangular extended objects, with the Box Particle filter (Box PF) approach. The Box PF is implemented based on dynamically calculated constraints. Promising results are demonstrated.
AbstractList Extended objects generate multiple measurements and are characterised with their size or volume. They require methods able to deal with the data association problem and at the same time to estimate both their kinematic states and shape parameters. This paper presents a solution to the extended object tracking for rectangular extended objects, with the Box Particle filter (Box PF) approach. The Box PF is implemented based on dynamically calculated constraints. Promising results are demonstrated.
Author Gning, A
Mihaylova, L
Petrov, N
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Keywords rectangular extended object tracking
data association problem
box PF approach
shape parameter estimation
particle filtering (numerical methods)
object tracking
parameter estimation
sensor fusion
kinematic state estimation
box particle filter approach
dynamic calculated constraint
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SubjectTerms Filtering methods in signal processing
Signal processing theory
Title Rectangular Extended Object Tracking with Box Particle Filter Using Dynamic Constraints
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