[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 …

A tutorial on multiple extended object tracking

K Granström, M Baum - Authorea Preprints, 2022 - techrxiv.org
This tutorial introduces state-of-the-art methods for tracking multiple spatially extended
objects based on unlabeled noisy point clouds, eg, from radar or lidar sensors. In the first …

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 …

Scalable detection and tracking of geometric extended objects

F Meyer, JL Williams - IEEE Transactions on Signal Processing, 2021 - ieeexplore.ieee.org
Multiobject tracking provides situational awareness that enables new applications for
modern convenience, public safety, and homeland security. This paper presents a factor …

Poisson multi-Bernoulli mixture conjugate prior for multiple extended target filtering

K Granström, M Fatemi… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
This paper presents a Poisson multi-Bernoulli mixture (PMBM) conjugate prior for multiple
extended object filtering. A Poisson point process is used to describe the existence of yet …

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 …

Gamma Gaussian inverse Wishart probability hypothesis density for extended target tracking using X-band marine radar data

K Granström, A Natale, P Braca… - … on Geoscience and …, 2015 - ieeexplore.ieee.org
X-band marine radar systems represent a flexible and low-cost tool for the tracking of
multiple targets in a given region of interest. Although suffering several sources of …

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 …

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 …