Approximate Gaussian conjugacy: parametric recursive filtering under nonlinearity, multimodality, uncertainty, and constraint, and beyond

T Li, J Su, W Liu, JM Corchado - Frontiers of Information Technology & …, 2017 - Springer
Since the landmark work of RE Kalman in the 1960s, considerable efforts have been
devoted to time series state space models for a large variety of dynamic estimation …

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 …

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 …

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 …

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 …

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 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 …

A Poisson multi-Bernoulli mixture filter for coexisting point and extended targets

ÁF García-Fernández, JL Williams… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
This paper proposes a Poisson multi-Bernoulli mixture (PMBM) filter for coexisting point and
extended targets, ie, for scenarios where there may be simultaneous point and extended …

Estimation and maintenance of measurement rates for multiple extended target tracking

K Granström, U Orguner - 2012 15th International Conference …, 2012 - ieeexplore.ieee.org
In Gilholm et al.'s extended target model, the number of measurements generated by a
target is Poisson distributed with measurement rate γ. Practical use of this extended target …

Non-ellipsoidal infrared group/extended target tracking based on Poisson multi-Bernoulli mixture filter and B-spline

Y Wang, X Chen, C Gong, P Rao - Remote Sensing, 2023 - mdpi.com
This study provides a solution for multiple group/extended target tracking with an arbitrary
shape. Many tracking approaches for extended/group targets have been proposed …