Extended object tracking: Introduction, overview and applications

K Granstrom, M Baum, S Reuter - arxiv preprint arxiv:1604.00970, 2016 - arxiv.org
This article provides an elaborate overview of current research in extended object tracking.
We provide a clear definition of the extended object tracking problem and discuss its …

Extended target tracking using Gaussian processes

N Wahlström, E Özkan - IEEE Transactions on Signal …, 2015 - ieeexplore.ieee.org
In this paper, we propose using Gaussian processes to track an extended object or group of
objects, that generates multiple measurements at each scan. The shape and the kinematics …

Multiple extended target tracking with labeled random finite sets

M Beard, S Reuter, K Granström, BT Vo… - IEEE Transactions …, 2015 - ieeexplore.ieee.org
Targets that generate multiple measurements at a given instant in time are commonly known
as extended targets. These present a challenge for many tracking algorithms, as they violate …

A PHD filter for tracking multiple extended targets using random matrices

K Granstrom, U Orguner - IEEE Transactions on Signal …, 2012 - ieeexplore.ieee.org
This paper presents a random set based approach to tracking of an unknown number of
extended targets, in the presence of clutter measurements and missed detections, where the …

Extended target tracking using a Gaussian-mixture PHD filter

K Granstrom, C Lundquist… - IEEE Transactions on …, 2012 - ieeexplore.ieee.org
This paper presents a Gaussian-mixture (GM) implementation of the probability hypothesis
density (PHD) filter for tracking extended targets. The exact filter requires processing of all …

Shape tracking of extended objects and group targets with star-convex RHMs

M Baum, UD Hanebeck - 14th International Conference on …, 2011 - ieeexplore.ieee.org
This paper is about tracking an extended object or a group target, which gives rise to a
varying number of measurements from different measurement sources. For this purpose, the …

Extended object tracking with random hypersurface models

M Baum, UD Hanebeck - IEEE Transactions on Aerospace and …, 2014 - ieeexplore.ieee.org
The random hypersurface model (RHM) is introduced for estimating a shape approximation
of an extended object in addition to its kinematic state. An RHM represents the spatial extent …

An extended target CPHD filter and a gamma Gaussian inverse Wishart implementation

C Lundquist, K Granström… - IEEE Journal of Selected …, 2013 - ieeexplore.ieee.org
<? Pub Dtl=""?> This paper presents a cardinalized probability hypothesis density (CPHD)
filter for extended targets that can result in multiple measurements at each scan. The …

Tracking the orientation and axes lengths of an elliptical extended object

S Yang, M Baum - IEEE Transactions on Signal Processing, 2019 - ieeexplore.ieee.org
Extended object tracking considers the simultaneous estimation of the kinematic state and
the shape parameters of a moving object based on a varying number of noisy detections …

Tracking of extended object or target group using random matrix: New model and approach

J Lan, XR Li - IEEE Transactions on Aerospace and Electronic …, 2016 - ieeexplore.ieee.org
The approach of using a random matrix for extended object and group target tracking (EOT
and GTT) is appealing when the scattering centers of the object or the group targets …