An overview of multi-object estimation via labeled random finite set

BN Vo, BT Vo, TTD Nguyen… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
This article presents the Labeled Random Finite Set (LRFS) framework for multi-object
systems–systems in which the number of objects and their states are unknown and vary …

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 …

Trajectory poisson multi-Bernoulli filters

ÁF García-Fernández, L Svensson… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
This paper presents two trajectory Poisson multi-Bernoulli (TPMB) filters for multi-target
tracking: one to estimate the set of alive trajectories at each time step and another to …

Robust CPHD fusion for distributed multitarget tracking using asynchronous sensors

B Yu, T Li, S Ge, H Gu - IEEE Sensors Journal, 2021 - ieeexplore.ieee.org
This paper studies the multitarget tracking problem based on an asynchronous network of
sensors with different sampling rates, where each sensor runs a cardinalized probability …

Road-map aided GM-PHD filter for multivehicle tracking with automotive radar

K Shi, Z Shi, C Yang, S He, J Chen… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Nowadays, accurate and real-time vehicle tracking is critical to ensure the safety of
intelligent vehicles. However, tracking in the complex traffic environments still remains a …

Trajectory PMB filters for extended object tracking using belief propagation

Y **a, ÁF García-Fernández, F Meyer… - … on Aerospace and …, 2023 - ieeexplore.ieee.org
In this article, we propose a Poisson multi-Bernoulli (PMB) filter for extended object tracking
(EOT), which directly estimates the set of object trajectories, using belief propagation (BP) …

Road-map aided Gaussian mixture labeled multi-Bernoulli filter for ground multi-target tracking

C Yang, X Cao, Z Shi - IEEE Transactions on Vehicular …, 2023 - ieeexplore.ieee.org
Ground multi-target tracking (MTT) is one of the core tasks of airborne ground moving target
indicator (GMTI) radar and automotive radar. However, ground MTT still remains a …

Poisson multi-Bernoulli approximations for multiple extended object filtering

Y **a, K Granström, L Svensson… - … on Aerospace and …, 2021 - ieeexplore.ieee.org
The Poisson multi-Bernoulli mixture (PMBM) is a multiobject conjugate prior for the closed-
form Bayes random finite set filter. The extended object PMBM filter provides a closed-form …

Measurement-level target tracking fusion for over-the-horizon radar network using message passing

H Lan, Z Wang, X Bai, Q Pan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Tracking an unknown number of targets based on multipath measurements provided by an
over-the-horizon radar (OTHR) network with a statistical ionospheric model is complicated …

Trajectory multi-Bernoulli filters for multi-target tracking based on sets of trajectories

ÁF García-Fernández, L Svensson… - 2020 IEEE 23rd …, 2020 - ieeexplore.ieee.org
This paper presents two multi-Bernoulli filters on sets of trajectories for multiple target
tracking. The first filter provides a multi-Bernoulli approximation of the posterior density over …