[HTML][HTML] Overview of Bayesian sequential Monte Carlo methods for group and extended object tracking

L Mihaylova, AY Carmi, F Septier, A Gning… - Digital Signal …, 2014‏ - Elsevier
This work presents the current state-of-the-art in techniques for tracking a number of objects
moving in a coordinated and interacting fashion. Groups are structured objects …

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 …

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 …

Tracking of maneuvering non-ellipsoidal extended object or target group using random matrix

J Lan, XR Li - IEEE Transactions on Signal Processing, 2014‏ - ieeexplore.ieee.org
For non-ellipsoidal extended object and group target tracking (NEOT and NGTT), using a
random matrix to simplify the extension as an ellipsoid, although efficient, may not be …

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 …

Random matrix based extended target tracking with orientation: A new model and inference

B Tuncer, E Özkan - IEEE Transactions on Signal Processing, 2021‏ - ieeexplore.ieee.org
In this study, we propose a novel extended target tracking algorithm which is capable of
representing the extent of dynamic objects as an ellipsoid with a time-varying orientation …

Metrics for performance evaluation of elliptic extended object tracking methods

S Yang, M Baum, K Granström - 2016 IEEE International …, 2016‏ - ieeexplore.ieee.org
The objective of extended object tracking is to simultaneously track a target object and
estimate its shape. As a consequence, it becomes necessary to incorporate both location …

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 …

Extended Kalman filter for extended object tracking

S Yang, M Baum - … conference on acoustics, speech and signal …, 2017‏ - ieeexplore.ieee.org
In this work, we present a novel method for tracking an elliptical shape approximation of an
extended object based on a varying number of spatially distributed measurements. For this …