[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 - ar**.github.io/assets/docs/Tracking/overview.pdf" data-clk="hl=tr&sa=T&oi=gga&ct=gga&cd=3&d=7555673428142175299&ei=bvmqZ7aTBpuoieoP4-_VmAI" data-clk-atid="Q7RFg_Mk22gJ" target="_blank">[PDF] github.io

[PDF][PDF] Multitarget tracking

B Vo, M Mallick, Y Bar-Shalom… - … of electrical and …, 2015 - baili**.github.io
Multitarget tracking (MTT) refers to the problem of jointly estimating the number of targets
and their states or trajectories from noisy sensor measurements. MTT has a long history …

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 …

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 …

Autonomous driving at Ulm University: A modular, robust, and sensor-independent fusion approach

F Kunz, D Nuss, J Wiest, H Deusch… - 2015 IEEE intelligent …, 2015 - ieeexplore.ieee.org
The project “Autonomous Driving” at Ulm University aims at advancing highly-automated
driving with close-to-market sensors while ensuring easy exchangeability of the particular …

Which framework is suitable for online 3d multi-object tracking for autonomous driving with automotive 4d imaging radar?

J Liu, G Ding, Y **a, J Sun, T Huang… - 2024 IEEE Intelligent …, 2024 - ieeexplore.ieee.org
Online 3D multi-object tracking (MOT) has recently received significant research interests
due to the expanding demand of 3D perception in advanced driver assistance systems …

Multiple extended object tracking using Gaussian processes

T Hirscher, A Scheel, S Reuter… - 2016 19th International …, 2016 - ieeexplore.ieee.org
The goal of multi-object tracking is to estimate the number of objects and their states
recursively over time. In the presence of extended objects, ie objects with an extent that is …